diff --git a/output/main/imdb/imdb.log b/output/main/imdb/imdb.log
new file mode 100644
index 0000000..b05c759
--- /dev/null
+++ b/output/main/imdb/imdb.log
@@ -0,0 +1,261 @@
+----------------------------------------------------------------------------------------------------
+21/11/23 00:15:54| INFO dataset imdb [pool size: 10]
+21/11/23 00:16:03| INFO Dataset sample 0.10 of dataset imdb started
+21/11/23 00:17:17| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
+21/11/23 00:17:56| INFO mulis_sld finished [took 111.4706s]
+21/11/23 00:18:05| INFO m3wis_sld finished [took 118.6575s]
+21/11/23 00:18:12| INFO mulc_sld finished [took 118.9177s]
+21/11/23 00:18:13| INFO m3wmc_sld finished [took 112.8797s]
+21/11/23 00:18:14| INFO mulmc_sld finished [took 118.4058s]
+21/11/23 00:19:36| INFO bin_sld finished [took 209.2490s]
+21/11/23 00:19:58| INFO binmc_sld finished [took 225.5438s]
+21/11/23 00:20:03| INFO binc_sld finished [took 218.6939s]
+21/11/23 00:20:18| INFO mulne_sld finished [took 120.3796s]
+21/11/23 00:20:19| INFO m3wne_sld finished [took 119.5312s]
+21/11/23 00:20:58| INFO binne_sld finished [took 217.3269s]
+21/11/23 00:21:23| INFO ref finished [took 74.4172s]
+21/11/23 00:21:32| INFO doc finished [took 67.5641s]
+21/11/23 00:21:57| INFO m3wc_sld finished [took 136.5914s]
+21/11/23 00:22:14| INFO atc_mc finished [took 111.2188s]
+21/11/23 00:23:19| INFO gde finished [took 101.8438s]
+21/11/23 00:23:55| INFO m3w_sld finished [took 347.1262s]
+21/11/23 00:24:23| INFO mul_sld finished [took 363.8946s]
+21/11/23 00:24:51| INFO binis_sld finished [took 286.8722s]
+21/11/23 01:04:32| INFO rca finished [took 2609.5007s]
+21/11/23 01:05:07| INFO rca_star finished [took 2617.5293s]
+21/11/23 01:11:23| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01585) [took 3300.4598s]
+21/11/23 01:12:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01585) [took 3255.7864s]
+21/11/23 01:12:14| INFO mul_sld_gs finished [took 3351.7016s]
+21/11/23 01:12:35| INFO m3w_sld_gs finished [took 3276.0748s]
+21/11/23 01:12:35| INFO Dataset sample 0.10 of dataset imdb finished [took 3391.3885s]
+21/11/23 01:12:35| INFO Dataset sample 0.20 of dataset imdb started
+21/11/23 01:14:46| INFO mulis_sld finished [took 129.5766s]
+21/11/23 01:14:51| INFO m3wis_sld finished [took 132.0216s]
+21/11/23 01:14:53| INFO mulc_sld finished [took 126.0178s]
+21/11/23 01:15:00| INFO m3wmc_sld finished [took 127.2738s]
+21/11/23 01:15:01| INFO mulmc_sld finished [took 129.2745s]
+21/11/23 01:16:39| INFO bin_sld finished [took 239.2236s]
+21/11/23 01:16:46| INFO binmc_sld finished [took 242.4441s]
+21/11/23 01:17:01| INFO binc_sld finished [took 245.2019s]
+21/11/23 01:17:33| INFO mulne_sld finished [took 146.3055s]
+21/11/23 01:19:01| INFO ref finished [took 83.3406s]
+21/11/23 01:19:08| INFO m3wne_sld finished [took 144.2944s]
+21/11/23 01:19:17| INFO binne_sld finished [took 267.5369s]
+21/11/23 01:19:29| INFO m3wc_sld finished [took 158.1396s]
+21/11/23 01:19:57| INFO mul_sld finished [took 289.8101s]
+21/11/23 01:19:58| INFO m3w_sld finished [took 298.7746s]
+21/11/23 01:21:08| INFO doc finished [took 114.5929s]
+21/11/23 01:22:12| INFO gde finished [took 127.1344s]
+21/11/23 01:22:19| INFO atc_mc finished [took 193.0006s]
+21/11/23 01:22:21| INFO binis_sld finished [took 312.7406s]
+21/11/23 01:46:49| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00908) [took 2037.2203s]
+21/11/23 01:50:54| INFO bin_sld_gs finished [took 2282.5690s]
+21/11/23 02:22:06| INFO rca_star finished [took 3749.6188s]
+21/11/23 02:22:15| INFO rca finished [took 3770.7109s]
+21/11/23 02:24:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00951) [took 4306.7021s]
+21/11/23 02:25:37| INFO mul_sld_gs finished [took 4362.6345s]
+21/11/23 02:25:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00951) [took 4244.7283s]
+21/11/23 02:26:04| INFO m3w_sld_gs finished [took 4267.9222s]
+21/11/23 02:26:04| INFO Dataset sample 0.20 of dataset imdb finished [took 4409.4937s]
+21/11/23 02:26:04| INFO Dataset sample 0.30 of dataset imdb started
+21/11/23 02:28:39| INFO mulis_sld finished [took 144.1283s]
+21/11/23 02:28:48| INFO mulmc_sld finished [took 140.3543s]
+21/11/23 02:28:50| INFO m3wis_sld finished [took 147.7575s]
+21/11/23 02:28:55| INFO mulc_sld finished [took 151.6996s]
+21/11/23 02:28:57| INFO m3wmc_sld finished [took 144.8626s]
+21/11/23 02:29:16| INFO binmc_sld finished [took 173.0366s]
+21/11/23 02:29:22| INFO binc_sld finished [took 168.4436s]
+21/11/23 02:29:29| INFO bin_sld finished [took 187.6292s]
+21/11/23 02:32:11| INFO binne_sld finished [took 205.9138s]
+21/11/23 02:32:14| INFO mulne_sld finished [took 187.8578s]
+21/11/23 02:32:29| INFO m3wc_sld finished [took 171.1427s]
+21/11/23 02:32:33| INFO m3wne_sld finished [took 180.5077s]
+21/11/23 02:32:38| INFO m3w_sld finished [took 221.5259s]
+21/11/23 02:32:44| INFO binis_sld finished [took 179.1574s]
+21/11/23 02:32:44| INFO mul_sld finished [took 214.6865s]
+21/11/23 02:34:21| INFO ref finished [took 120.7038s]
+21/11/23 02:34:36| INFO doc finished [took 115.6937s]
+21/11/23 02:34:48| INFO gde finished [took 116.1011s]
+21/11/23 02:35:10| INFO atc_mc finished [took 166.3161s]
+21/11/23 03:03:21| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01045) [took 2210.3611s]
+21/11/23 03:06:38| INFO bin_sld_gs finished [took 2408.1376s]
+21/11/23 03:34:24| INFO rca_star finished [took 3700.6722s]
+21/11/23 03:34:37| INFO rca finished [took 3713.7635s]
+21/11/23 03:38:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00972) [took 4318.5549s]
+21/11/23 03:39:35| INFO mul_sld_gs finished [took 4381.3441s]
+21/11/23 03:39:35| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00972) [took 4240.1066s]
+21/11/23 03:39:59| INFO m3w_sld_gs finished [took 4263.4197s]
+21/11/23 03:39:59| INFO Dataset sample 0.30 of dataset imdb finished [took 4434.3696s]
+21/11/23 03:39:59| INFO Dataset sample 0.40 of dataset imdb started
+21/11/23 03:42:23| INFO bin_sld finished [took 137.5485s]
+21/11/23 03:42:26| INFO binmc_sld finished [took 134.8969s]
+21/11/23 03:42:34| INFO mulis_sld finished [took 150.1552s]
+21/11/23 03:42:36| INFO m3wis_sld finished [took 144.2591s]
+21/11/23 03:42:41| INFO mulc_sld finished [took 148.8047s]
+21/11/23 03:42:43| INFO m3wmc_sld finished [took 145.5446s]
+21/11/23 03:42:46| INFO binc_sld finished [took 146.5231s]
+21/11/23 03:42:47| INFO mulmc_sld finished [took 153.4832s]
+21/11/23 03:45:34| INFO binne_sld finished [took 186.8245s]
+21/11/23 03:45:53| INFO binis_sld finished [took 173.6744s]
+21/11/23 03:46:06| INFO m3wc_sld finished [took 188.9566s]
+21/11/23 03:46:06| INFO mulne_sld finished [took 206.3996s]
+21/11/23 03:46:14| INFO m3w_sld finished [took 215.9909s]
+21/11/23 03:46:21| INFO m3wne_sld finished [took 208.2958s]
+21/11/23 03:46:39| INFO mul_sld finished [took 227.9321s]
+21/11/23 03:47:38| INFO ref finished [took 118.5152s]
+21/11/23 03:48:21| INFO doc finished [took 129.5447s]
+21/11/23 03:48:22| INFO gde finished [took 113.9130s]
+21/11/23 03:48:57| INFO atc_mc finished [took 179.9824s]
+21/11/23 04:21:26| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01194) [took 2470.8801s]
+21/11/23 04:24:39| INFO bin_sld_gs finished [took 2664.2762s]
+21/11/23 04:54:07| INFO rca finished [took 4074.2656s]
+21/11/23 04:54:16| INFO rca_star finished [took 4077.6780s]
+21/11/23 04:56:10| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01084) [took 4551.0067s]
+21/11/23 04:57:11| INFO mul_sld_gs finished [took 4612.0397s]
+21/11/23 04:57:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01084) [took 4494.4461s]
+21/11/23 04:57:48| INFO m3w_sld_gs finished [took 4517.7865s]
+21/11/23 04:57:48| INFO Dataset sample 0.40 of dataset imdb finished [took 4669.8543s]
+21/11/23 04:57:48| INFO Dataset sample 0.50 of dataset imdb started
+21/11/23 05:00:09| INFO binmc_sld finished [took 130.3760s]
+21/11/23 05:00:14| INFO binc_sld finished [took 123.5275s]
+21/11/23 05:00:15| INFO bin_sld finished [took 138.5294s]
+21/11/23 05:00:28| INFO m3wis_sld finished [took 149.5476s]
+21/11/23 05:00:31| INFO mulis_sld finished [took 160.2852s]
+21/11/23 05:00:36| INFO m3wmc_sld finished [took 149.4937s]
+21/11/23 05:00:38| INFO mulmc_sld finished [took 153.0837s]
+21/11/23 05:00:41| INFO mulc_sld finished [took 157.6960s]
+21/11/23 05:03:13| INFO binne_sld finished [took 179.4831s]
+21/11/23 05:03:37| INFO binis_sld finished [took 166.7696s]
+21/11/23 05:03:52| INFO mulne_sld finished [took 199.4252s]
+21/11/23 05:03:55| INFO m3wne_sld finished [took 191.3662s]
+21/11/23 05:03:59| INFO m3w_sld finished [took 218.0147s]
+21/11/23 05:04:02| INFO m3wc_sld finished [took 195.2010s]
+21/11/23 05:04:24| INFO mul_sld finished [took 229.1055s]
+21/11/23 05:05:01| INFO ref finished [took 101.7748s]
+21/11/23 05:05:59| INFO gde finished [took 111.8166s]
+21/11/23 05:06:09| INFO doc finished [took 129.2897s]
+21/11/23 05:06:48| INFO atc_mc finished [took 185.4580s]
+21/11/23 05:40:34| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00941) [took 2547.8820s]
+21/11/23 05:43:29| INFO bin_sld_gs finished [took 2722.6401s]
+21/11/23 06:13:22| INFO rca_star finished [took 4157.0841s]
+21/11/23 06:13:35| INFO rca finished [took 4172.6545s]
+21/11/23 06:15:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00954) [took 4618.9787s]
+21/11/23 06:16:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00954) [took 4543.1869s]
+21/11/23 06:16:03| INFO mul_sld_gs finished [took 4674.1593s]
+21/11/23 06:16:24| INFO m3w_sld_gs finished [took 4565.8623s]
+21/11/23 06:16:24| INFO Dataset sample 0.50 of dataset imdb finished [took 4715.6460s]
+21/11/23 06:16:24| INFO Dataset sample 0.60 of dataset imdb started
+21/11/23 06:18:50| INFO bin_sld finished [took 140.5417s]
+21/11/23 06:18:52| INFO m3wmc_sld finished [took 130.2317s]
+21/11/23 06:18:55| INFO mulis_sld finished [took 148.0533s]
+21/11/23 06:18:56| INFO mulmc_sld finished [took 138.9811s]
+21/11/23 06:18:58| INFO m3wis_sld finished [took 145.1505s]
+21/11/23 06:18:59| INFO binc_sld finished [took 136.8655s]
+21/11/23 06:19:04| INFO mulc_sld finished [took 147.2067s]
+21/11/23 06:19:13| INFO binmc_sld finished [took 157.9663s]
+21/11/23 06:22:04| INFO binne_sld finished [took 192.1222s]
+21/11/23 06:22:04| INFO mulne_sld finished [took 180.7315s]
+21/11/23 06:22:13| INFO m3wc_sld finished [took 180.8317s]
+21/11/23 06:22:14| INFO m3wne_sld finished [took 186.9620s]
+21/11/23 06:22:18| INFO binis_sld finished [took 174.8635s]
+21/11/23 06:22:27| INFO m3w_sld finished [took 205.9937s]
+21/11/23 06:22:52| INFO mul_sld finished [took 226.1500s]
+21/11/23 06:24:13| INFO ref finished [took 122.9120s]
+21/11/23 06:24:22| INFO doc finished [took 125.0605s]
+21/11/23 06:24:23| INFO gde finished [took 109.4642s]
+21/11/23 06:24:58| INFO atc_mc finished [took 167.7941s]
+21/11/23 06:57:40| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01159) [took 2458.9793s]
+21/11/23 07:01:06| INFO bin_sld_gs finished [took 2664.9725s]
+21/11/23 07:30:36| INFO rca_star finished [took 4093.8359s]
+21/11/23 07:30:47| INFO rca finished [took 4109.6687s]
+21/11/23 07:32:52| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00973) [took 4570.3770s]
+21/11/23 07:33:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00973) [took 4502.9301s]
+21/11/23 07:33:59| INFO mul_sld_gs finished [took 4637.4206s]
+21/11/23 07:34:23| INFO m3w_sld_gs finished [took 4527.6656s]
+21/11/23 07:34:23| INFO Dataset sample 0.60 of dataset imdb finished [took 4678.8574s]
+21/11/23 07:34:23| INFO Dataset sample 0.70 of dataset imdb started
+21/11/23 07:36:42| INFO mulis_sld finished [took 131.7844s]
+21/11/23 07:36:56| INFO m3wis_sld finished [took 141.3817s]
+21/11/23 07:37:00| INFO m3wmc_sld finished [took 136.9678s]
+21/11/23 07:37:05| INFO mulmc_sld finished [took 144.4901s]
+21/11/23 07:37:06| INFO mulc_sld finished [took 148.1544s]
+21/11/23 07:37:07| INFO binmc_sld finished [took 149.4850s]
+21/11/23 07:37:11| INFO bin_sld finished [took 158.2540s]
+21/11/23 07:37:19| INFO binc_sld finished [took 152.7793s]
+21/11/23 07:40:03| INFO binne_sld finished [took 197.2204s]
+21/11/23 07:40:19| INFO m3wne_sld finished [took 182.5108s]
+21/11/23 07:40:23| INFO m3wc_sld finished [took 180.9824s]
+21/11/23 07:40:31| INFO mulne_sld finished [took 194.3397s]
+21/11/23 07:40:35| INFO binis_sld finished [took 186.0849s]
+21/11/23 07:40:46| INFO m3w_sld finished [took 220.5673s]
+21/11/23 07:40:56| INFO mul_sld finished [took 218.6468s]
+21/11/23 07:42:05| INFO ref finished [took 116.7288s]
+21/11/23 07:42:34| INFO doc finished [took 124.7760s]
+21/11/23 07:42:43| INFO gde finished [took 110.8043s]
+21/11/23 07:43:21| INFO atc_mc finished [took 175.9624s]
+21/11/23 08:13:47| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.02135) [took 2345.0672s]
+21/11/23 08:16:34| INFO bin_sld_gs finished [took 2511.3658s]
+21/11/23 08:44:55| INFO rca_star finished [took 3853.3320s]
+21/11/23 08:44:55| INFO rca finished [took 3857.4042s]
+21/11/23 08:48:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01040) [took 4426.7674s]
+21/11/23 08:49:31| INFO mul_sld_gs finished [took 4486.4385s]
+21/11/23 08:49:46| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01040) [took 4363.8855s]
+21/11/23 08:50:07| INFO m3w_sld_gs finished [took 4385.0148s]
+21/11/23 08:50:07| INFO Dataset sample 0.70 of dataset imdb finished [took 4544.0565s]
+21/11/23 08:50:07| INFO Dataset sample 0.80 of dataset imdb started
+21/11/23 08:52:35| INFO mulis_sld finished [took 142.3618s]
+21/11/23 08:52:36| INFO m3wis_sld finished [took 136.9769s]
+21/11/23 08:52:41| INFO mulmc_sld finished [took 136.4836s]
+21/11/23 08:52:42| INFO mulc_sld finished [took 141.0987s]
+21/11/23 08:52:52| INFO m3wmc_sld finished [took 143.9679s]
+21/11/23 08:53:55| INFO binmc_sld finished [took 213.9999s]
+21/11/23 08:54:09| INFO bin_sld finished [took 232.6996s]
+21/11/23 08:54:14| INFO binc_sld finished [took 223.1618s]
+21/11/23 08:55:35| INFO mulne_sld finished [took 163.8812s]
+21/11/23 08:56:13| INFO m3w_sld finished [took 202.8053s]
+21/11/23 08:56:21| INFO mul_sld finished [took 200.1561s]
+21/11/23 08:56:46| INFO m3wne_sld finished [took 165.4395s]
+21/11/23 08:56:50| INFO binne_sld finished [took 248.6541s]
+21/11/23 08:57:07| INFO m3wc_sld finished [took 168.4713s]
+21/11/23 08:57:09| INFO ref finished [took 86.3456s]
+21/11/23 08:58:07| INFO doc finished [took 100.2370s]
+21/11/23 08:58:44| INFO binis_sld finished [took 259.6594s]
+21/11/23 08:58:57| INFO atc_mc finished [took 156.3121s]
+21/11/23 08:59:02| INFO gde finished [took 106.2881s]
+21/11/23 09:27:04| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01156) [took 2197.4983s]
+21/11/23 09:32:01| INFO bin_sld_gs finished [took 2494.4255s]
+21/11/23 10:04:51| INFO rca_star finished [took 4074.3294s]
+21/11/23 10:04:56| INFO rca finished [took 4084.1699s]
+21/11/23 10:06:10| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00717) [took 4540.9922s]
+21/11/23 10:07:09| INFO mul_sld_gs finished [took 4600.1104s]
+21/11/23 10:07:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00717) [took 4478.2247s]
+21/11/23 10:07:42| INFO m3w_sld_gs finished [took 4500.5672s]
+21/11/23 10:07:42| INFO Dataset sample 0.80 of dataset imdb finished [took 4654.8057s]
+21/11/23 10:07:42| INFO Dataset sample 0.90 of dataset imdb started
+21/11/23 10:08:53| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
+21/11/23 10:09:48| INFO mulis_sld finished [took 123.5343s]
+21/11/23 10:09:51| INFO m3wis_sld finished [took 123.5552s]
+21/11/23 10:09:54| INFO mulc_sld finished [took 123.2210s]
+21/11/23 10:10:06| INFO m3wmc_sld finished [took 129.3417s]
+21/11/23 10:10:13| INFO mulmc_sld finished [took 138.3653s]
+21/11/23 10:10:37| INFO bin_sld finished [took 170.0354s]
+21/11/23 10:10:40| INFO binc_sld finished [took 159.9478s]
+21/11/23 10:10:53| INFO binmc_sld finished [took 182.3695s]
+21/11/23 10:11:35| INFO binne_sld finished [took 160.0458s]
+21/11/23 10:12:07| INFO ref finished [took 69.6779s]
+21/11/23 10:12:15| INFO mulne_sld finished [took 135.2913s]
+21/11/23 10:12:39| INFO m3wne_sld finished [took 139.5186s]
+21/11/23 10:12:59| INFO m3wc_sld finished [took 137.3895s]
+21/11/23 10:13:40| INFO doc finished [took 88.0917s]
+21/11/23 10:13:45| INFO atc_mc finished [took 127.5778s]
+21/11/23 10:14:00| INFO m3w_sld finished [took 246.7113s]
+21/11/23 10:14:02| INFO binis_sld finished [took 196.6686s]
+21/11/23 10:14:20| INFO mul_sld finished [took 249.4444s]
+21/11/23 10:14:43| INFO gde finished [took 97.7221s]
+21/11/23 10:59:52| INFO rca finished [took 2854.1910s]
+21/11/23 11:00:19| INFO rca_star finished [took 2856.9970s]
+21/11/23 11:06:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00993) [took 3482.0638s]
+21/11/23 11:06:55| INFO mul_sld_gs finished [took 3536.8171s]
+21/11/23 11:07:05| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00993) [took 3433.7378s]
+21/11/23 11:07:25| INFO m3w_sld_gs finished [took 3454.3248s]
+21/11/23 11:07:25| INFO Dataset sample 0.90 of dataset imdb finished [took 3583.1958s]
diff --git a/output/main/imdb/imdb.pickle b/output/main/imdb/imdb.pickle
new file mode 100644
index 0000000..e8a8aef
Binary files /dev/null and b/output/main/imdb/imdb.pickle differ
diff --git a/output/main/imdb/imdb.pickle.old b/output/main/imdb/imdb.pickle.old
new file mode 100644
index 0000000..d30e777
Binary files /dev/null and b/output/main/imdb/imdb.pickle.old differ
diff --git a/output/main/imdb/imdb_mandoline.log b/output/main/imdb/imdb_mandoline.log
new file mode 100644
index 0000000..209cd67
--- /dev/null
+++ b/output/main/imdb/imdb_mandoline.log
@@ -0,0 +1,38 @@
+----------------------------------------------------------------------------------------------------
+21/11/23 17:40:45| INFO dataset imdb [pool size: 10]
+21/11/23 17:40:51| INFO Dataset sample 0.10 of dataset imdb started
+21/11/23 17:41:02| INFO ref finished [took 10.1857s]
+21/11/23 17:55:21| INFO mandoline finished [took 868.9696s]
+21/11/23 17:55:21| INFO Dataset sample 0.10 of dataset imdb finished [took 870.0990s]
+21/11/23 17:55:21| INFO Dataset sample 0.20 of dataset imdb started
+21/11/23 17:55:32| INFO ref finished [took 9.7684s]
+21/11/23 18:10:59| INFO mandoline finished [took 937.2745s]
+21/11/23 18:10:59| INFO Dataset sample 0.20 of dataset imdb finished [took 938.5430s]
+21/11/23 18:10:59| INFO Dataset sample 0.30 of dataset imdb started
+21/11/23 18:11:15| INFO ref finished [took 11.1052s]
+21/11/23 18:26:34| INFO mandoline finished [took 929.6805s]
+21/11/23 18:26:34| INFO Dataset sample 0.30 of dataset imdb finished [took 934.4872s]
+21/11/23 18:26:34| INFO Dataset sample 0.40 of dataset imdb started
+21/11/23 18:26:49| INFO ref finished [took 12.7260s]
+21/11/23 18:42:32| INFO mandoline finished [took 955.8333s]
+21/11/23 18:42:32| INFO Dataset sample 0.40 of dataset imdb finished [took 958.1168s]
+21/11/23 18:42:32| INFO Dataset sample 0.50 of dataset imdb started
+21/11/23 18:42:43| INFO ref finished [took 9.5449s]
+21/11/23 18:58:03| INFO mandoline finished [took 929.2836s]
+21/11/23 18:58:03| INFO Dataset sample 0.50 of dataset imdb finished [took 931.1510s]
+21/11/23 18:58:03| INFO Dataset sample 0.60 of dataset imdb started
+21/11/23 18:58:16| INFO ref finished [took 10.1241s]
+21/11/23 19:14:33| INFO mandoline finished [took 988.8207s]
+21/11/23 19:14:33| INFO Dataset sample 0.60 of dataset imdb finished [took 990.2440s]
+21/11/23 19:14:33| INFO Dataset sample 0.70 of dataset imdb started
+21/11/23 19:14:45| INFO ref finished [took 9.4284s]
+21/11/23 19:28:03| INFO mandoline finished [took 807.4508s]
+21/11/23 19:28:03| INFO Dataset sample 0.70 of dataset imdb finished [took 809.2394s]
+21/11/23 19:28:03| INFO Dataset sample 0.80 of dataset imdb started
+21/11/23 19:28:14| INFO ref finished [took 8.6557s]
+21/11/23 19:41:31| INFO mandoline finished [took 806.2654s]
+21/11/23 19:41:31| INFO Dataset sample 0.80 of dataset imdb finished [took 808.4168s]
+21/11/23 19:41:31| INFO Dataset sample 0.90 of dataset imdb started
+21/11/23 19:41:42| INFO ref finished [took 8.9919s]
+21/11/23 19:56:51| INFO mandoline finished [took 918.6407s]
+21/11/23 19:56:51| INFO Dataset sample 0.90 of dataset imdb finished [took 919.6847s]
diff --git a/output/main/imdb_9prevs/imdb_9prevs.log b/output/main/imdb_9prevs/imdb_9prevs.log
deleted file mode 100644
index 0782d8c..0000000
--- a/output/main/imdb_9prevs/imdb_9prevs.log
+++ /dev/null
@@ -1,447 +0,0 @@
-06/11/23 05:49:49| INFO dataset imdb_9prevs
-06/11/23 05:49:57| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-06/11/23 05:50:12| INFO ref finished [took 13.3064s]
-06/11/23 05:50:17| INFO atc_mc finished [took 17.3508s]
-06/11/23 05:50:19| INFO mul_pacc finished [took 20.0802s]
-06/11/23 05:50:22| INFO mulne_sld finished [took 23.6723s]
-06/11/23 05:50:24| INFO mulmc_sld finished [took 25.5159s]
-06/11/23 05:50:39| INFO mul_sld finished [took 40.7099s]
-06/11/23 05:52:55| INFO bin_pacc finished [took 176.3728s]
-06/11/23 05:53:05| INFO binmc_sld finished [took 186.8240s]
-06/11/23 05:53:06| INFO binne_sld finished [took 187.6585s]
-06/11/23 05:53:07| INFO bin_sld finished [took 189.1728s]
-06/11/23 05:53:07| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 189.6034s]
-06/11/23 05:53:07| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-06/11/23 05:53:22| INFO ref finished [took 13.2778s]
-06/11/23 05:53:26| INFO atc_mc finished [took 17.4491s]
-06/11/23 05:53:28| INFO mul_pacc finished [took 19.9359s]
-06/11/23 05:53:40| INFO mulmc_sld finished [took 31.6686s]
-06/11/23 05:53:44| INFO mulne_sld finished [took 35.2085s]
-06/11/23 05:53:44| INFO mul_sld finished [took 36.2502s]
-06/11/23 05:56:05| INFO bin_pacc finished [took 177.0225s]
-06/11/23 05:56:13| INFO binmc_sld finished [took 185.4811s]
-06/11/23 05:56:15| INFO bin_sld finished [took 187.1039s]
-06/11/23 05:56:16| INFO binne_sld finished [took 187.3163s]
-06/11/23 05:56:16| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 188.4781s]
-06/11/23 05:56:16| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-06/11/23 05:56:31| INFO ref finished [took 13.4513s]
-06/11/23 05:56:36| INFO atc_mc finished [took 18.1025s]
-06/11/23 05:56:38| INFO mul_pacc finished [took 20.3997s]
-06/11/23 05:56:45| INFO mulmc_sld finished [took 28.4298s]
-06/11/23 05:56:46| INFO mulne_sld finished [took 28.8678s]
-06/11/23 05:56:46| INFO mul_sld finished [took 29.5573s]
-06/11/23 05:59:11| INFO bin_pacc finished [took 174.0262s]
-06/11/23 05:59:17| INFO binmc_sld finished [took 180.1998s]
-06/11/23 05:59:18| INFO binne_sld finished [took 181.2200s]
-06/11/23 05:59:19| INFO bin_sld finished [took 182.1672s]
-06/11/23 05:59:19| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 183.0515s]
-06/11/23 05:59:19| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-06/11/23 05:59:34| INFO ref finished [took 13.5163s]
-06/11/23 05:59:39| INFO atc_mc finished [took 17.9856s]
-06/11/23 05:59:41| INFO mul_pacc finished [took 20.7441s]
-06/11/23 05:59:49| INFO mulmc_sld finished [took 29.2747s]
-06/11/23 05:59:50| INFO mulne_sld finished [took 29.6624s]
-06/11/23 05:59:50| INFO mul_sld finished [took 30.3432s]
-06/11/23 06:02:17| INFO bin_pacc finished [took 176.7354s]
-06/11/23 06:02:19| INFO binmc_sld finished [took 179.9981s]
-06/11/23 06:02:21| INFO bin_sld finished [took 181.6844s]
-06/11/23 06:02:22| INFO binne_sld finished [took 182.0846s]
-06/11/23 06:02:22| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 183.2033s]
-06/11/23 06:02:22| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-06/11/23 06:02:37| INFO ref finished [took 13.4688s]
-06/11/23 06:02:42| INFO atc_mc finished [took 18.0218s]
-06/11/23 06:02:44| INFO mul_pacc finished [took 20.5800s]
-06/11/23 06:02:52| INFO mulmc_sld finished [took 29.0192s]
-06/11/23 06:02:52| INFO mul_sld finished [took 29.4403s]
-06/11/23 06:02:52| INFO mulne_sld finished [took 29.1611s]
-06/11/23 06:05:19| INFO bin_pacc finished [took 175.5125s]
-06/11/23 06:05:23| INFO binmc_sld finished [took 180.0427s]
-06/11/23 06:05:25| INFO binne_sld finished [took 182.5814s]
-06/11/23 06:05:26| INFO bin_sld finished [took 183.2892s]
-06/11/23 06:05:26| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 183.8611s]
-06/11/23 06:05:26| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-06/11/23 06:05:41| INFO ref finished [took 13.4643s]
-06/11/23 06:05:45| INFO atc_mc finished [took 17.9768s]
-06/11/23 06:05:48| INFO mul_pacc finished [took 20.7525s]
-06/11/23 06:05:55| INFO mulmc_sld finished [took 28.8234s]
-06/11/23 06:05:55| INFO mulne_sld finished [took 28.6537s]
-06/11/23 06:05:56| INFO mul_sld finished [took 29.6167s]
-06/11/23 06:08:24| INFO bin_pacc finished [took 176.5335s]
-06/11/23 06:08:27| INFO binmc_sld finished [took 180.4803s]
-06/11/23 06:08:28| INFO bin_sld finished [took 181.6676s]
-06/11/23 06:08:29| INFO binne_sld finished [took 182.0534s]
-06/11/23 06:08:29| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 183.0240s]
-06/11/23 06:08:29| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-06/11/23 06:08:44| INFO ref finished [took 13.7566s]
-06/11/23 06:08:49| INFO atc_mc finished [took 17.9495s]
-06/11/23 06:08:51| INFO mul_pacc finished [took 20.5859s]
-06/11/23 06:08:57| INFO mulmc_sld finished [took 27.4370s]
-06/11/23 06:08:58| INFO mul_sld finished [took 28.3224s]
-06/11/23 06:08:58| INFO mulne_sld finished [took 28.1390s]
-06/11/23 06:11:26| INFO bin_pacc finished [took 175.7412s]
-06/11/23 06:11:31| INFO binmc_sld finished [took 181.4310s]
-06/11/23 06:11:32| INFO binne_sld finished [took 182.0095s]
-06/11/23 06:11:33| INFO bin_sld finished [took 183.6520s]
-06/11/23 06:11:33| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 184.2005s]
-06/11/23 06:11:33| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-06/11/23 06:11:48| INFO ref finished [took 13.5418s]
-06/11/23 06:11:53| INFO atc_mc finished [took 17.8150s]
-06/11/23 06:11:55| INFO mul_pacc finished [took 20.4761s]
-06/11/23 06:12:01| INFO mulmc_sld finished [took 27.2741s]
-06/11/23 06:12:02| INFO mulne_sld finished [took 27.2693s]
-06/11/23 06:12:02| INFO mul_sld finished [took 28.3364s]
-06/11/23 06:14:30| INFO bin_pacc finished [took 175.7637s]
-06/11/23 06:14:37| INFO binmc_sld finished [took 183.2422s]
-06/11/23 06:14:38| INFO bin_sld finished [took 184.1064s]
-06/11/23 06:14:39| INFO binne_sld finished [took 184.9073s]
-06/11/23 06:14:39| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 186.2580s]
-06/11/23 06:14:39| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-06/11/23 06:14:41| WARNING Method mul_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 06:14:41| WARNING Method bin_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 06:14:52| INFO ref finished [took 11.6315s]
-06/11/23 06:14:56| INFO atc_mc finished [took 15.3068s]
-06/11/23 06:15:01| INFO mulne_sld finished [took 21.1133s]
-06/11/23 06:15:02| INFO mulmc_sld finished [took 22.2375s]
-06/11/23 06:15:08| INFO mul_sld finished [took 27.8149s]
-06/11/23 06:17:32| INFO binne_sld finished [took 171.8722s]
-06/11/23 06:17:32| INFO bin_sld finished [took 172.4710s]
-06/11/23 06:17:33| INFO binmc_sld finished [took 172.8193s]
-06/11/23 06:17:33| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 173.4411s]
-----------------------------------------------------------------------------------------------------
-06/11/23 14:48:04| INFO dataset imdb_9prevs
-06/11/23 14:48:14| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-06/11/23 14:48:17| WARNING Method mul_pacc_gs failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 14:48:18| WARNING Method bin_pacc_gs failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 14:48:31| INFO doc_feat finished [took 11.5257s]
-06/11/23 14:48:36| INFO ref finished [took 18.5620s]
-06/11/23 14:48:42| INFO kfcv finished [took 24.7227s]
-06/11/23 14:48:44| INFO atc_ne finished [took 25.5676s]
-06/11/23 14:48:46| INFO atc_mc finished [took 27.4910s]
-06/11/23 14:48:50| INFO mulne_pacc finished [took 34.0415s]
-06/11/23 14:48:57| INFO mulmc_pacc finished [took 41.7500s]
-06/11/23 14:48:58| INFO mul_pacc finished [took 43.0162s]
-06/11/23 14:48:58| INFO mul_cc finished [took 40.3279s]
-06/11/23 14:49:16| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-06/11/23 14:49:26| INFO mul_sld finished [took 71.4588s]
-06/11/23 14:50:10| WARNING Method bin_sld_gsq failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-06/11/23 14:52:12| INFO binne_pacc finished [took 236.2174s]
-06/11/23 14:52:16| INFO binmc_pacc finished [took 240.4686s]
-06/11/23 14:52:19| INFO bin_cc finished [took 241.9141s]
-06/11/23 14:52:20| INFO bin_pacc finished [took 244.5632s]
-06/11/23 14:52:23| INFO bin_sld finished [took 249.0477s]
-06/11/23 14:53:48| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 14:55:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.03127) [took 443.6010s]
-06/11/23 14:55:51| INFO mul_sld_gs finished [took 455.9932s]
-06/11/23 14:55:51| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 456.7746s]
-06/11/23 14:55:51| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-06/11/23 14:56:07| INFO doc_feat finished [took 11.2758s]
-06/11/23 14:56:18| INFO atc_mc finished [took 22.2986s]
-06/11/23 14:56:22| INFO ref finished [took 26.3482s]
-06/11/23 14:56:25| INFO kfcv finished [took 30.4761s]
-06/11/23 14:56:29| INFO mul_pacc finished [took 36.5892s]
-06/11/23 14:56:29| INFO mulmc_pacc finished [took 36.7773s]
-06/11/23 14:56:38| INFO atc_ne finished [took 41.7824s]
-06/11/23 14:56:41| INFO mulne_pacc finished [took 47.8318s]
-06/11/23 14:56:41| INFO mul_cc finished [took 46.7221s]
-06/11/23 14:56:55| INFO mul_sld finished [took 63.3547s]
-06/11/23 14:57:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'confidence': 'max_conf'} (score=0.01017) [took 119.9166s]
-06/11/23 14:58:15| INFO mul_pacc_gs finished [took 141.4446s]
-06/11/23 15:00:38| INFO binne_pacc finished [took 285.5562s]
-06/11/23 15:00:48| INFO bin_cc finished [took 293.8727s]
-06/11/23 15:00:49| INFO binmc_pacc finished [took 296.7176s]
-06/11/23 15:00:49| INFO bin_pacc finished [took 297.1868s]
-06/11/23 15:01:03| INFO bin_sld finished [took 312.0358s]
-06/11/23 15:02:29| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 15:02:34| INFO bin_sld_gsq finished [took 402.0748s]
-06/11/23 15:03:56| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'confidence': None} (score=0.00980) [took 482.9237s]
-06/11/23 15:05:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.01194) [took 548.0443s]
-06/11/23 15:05:14| INFO mul_sld_gs finished [took 562.2966s]
-06/11/23 15:06:30| INFO bin_pacc_gs finished [took 636.7956s]
-06/11/23 15:10:36| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00924) [took 884.9748s]
-06/11/23 15:13:11| INFO bin_sld_gs finished [took 1039.3282s]
-06/11/23 15:13:11| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 1040.0772s]
-06/11/23 15:13:11| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-06/11/23 15:13:39| INFO doc_feat finished [took 22.8145s]
-06/11/23 15:13:41| INFO atc_ne finished [took 24.3471s]
-06/11/23 15:13:45| INFO ref finished [took 28.7559s]
-06/11/23 15:13:52| INFO mulne_pacc finished [took 38.1365s]
-06/11/23 15:13:53| INFO kfcv finished [took 37.4026s]
-06/11/23 15:13:56| INFO atc_mc finished [took 39.4198s]
-06/11/23 15:13:59| INFO mul_pacc finished [took 45.9542s]
-06/11/23 15:13:59| INFO mul_cc finished [took 43.9076s]
-06/11/23 15:13:59| INFO mulmc_pacc finished [took 45.9395s]
-06/11/23 15:14:11| INFO mul_sld finished [took 59.8835s]
-06/11/23 15:15:23| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'confidence': None} (score=0.01028) [took 128.2866s]
-06/11/23 15:15:44| INFO mul_pacc_gs finished [took 149.5820s]
-06/11/23 15:18:03| INFO binne_pacc finished [took 289.3504s]
-06/11/23 15:18:07| INFO bin_pacc finished [took 294.7115s]
-06/11/23 15:18:14| INFO bin_cc finished [took 298.6839s]
-06/11/23 15:18:14| INFO binmc_pacc finished [took 300.9499s]
-06/11/23 15:18:14| INFO bin_sld finished [took 302.9035s]
-06/11/23 15:19:46| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 15:20:05| INFO bin_sld_gsq finished [took 413.1151s]
-06/11/23 15:21:23| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'confidence': 'entropy'} (score=0.00916) [took 488.7327s]
-06/11/23 15:22:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00953) [took 541.2865s]
-06/11/23 15:22:28| INFO mul_sld_gs finished [took 556.0867s]
-06/11/23 15:23:57| INFO bin_pacc_gs finished [took 643.0717s]
-06/11/23 15:27:32| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.01064) [took 860.3135s]
-06/11/23 15:30:05| INFO bin_sld_gs finished [took 1013.1878s]
-06/11/23 15:30:05| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 1014.3141s]
-06/11/23 15:30:05| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-06/11/23 15:30:24| INFO doc_feat finished [took 13.8500s]
-06/11/23 15:30:32| INFO ref finished [took 22.3531s]
-06/11/23 15:30:41| INFO mul_pacc finished [took 34.1860s]
-06/11/23 15:30:45| INFO atc_ne finished [took 34.8111s]
-06/11/23 15:30:46| INFO kfcv finished [took 36.4055s]
-06/11/23 15:30:49| INFO atc_mc finished [took 38.7978s]
-06/11/23 15:30:49| INFO mulmc_pacc finished [took 42.4552s]
-06/11/23 15:30:51| INFO mul_cc finished [took 42.6899s]
-06/11/23 15:30:53| INFO mulne_pacc finished [took 45.2694s]
-06/11/23 15:30:57| INFO mul_sld finished [took 51.2705s]
-06/11/23 15:32:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.01220) [took 124.5801s]
-06/11/23 15:32:34| INFO mul_pacc_gs finished [took 145.3368s]
-06/11/23 15:34:56| INFO binmc_pacc finished [took 289.1451s]
-06/11/23 15:35:04| INFO bin_sld finished [took 298.3514s]
-06/11/23 15:35:04| INFO binne_pacc finished [took 296.5538s]
-06/11/23 15:35:05| INFO bin_pacc finished [took 298.5077s]
-06/11/23 15:35:09| INFO bin_cc finished [took 300.1332s]
-06/11/23 15:36:41| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 15:37:08| INFO bin_sld_gsq finished [took 421.3938s]
-06/11/23 15:38:19| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'confidence': None} (score=0.01137) [took 490.9644s]
-06/11/23 15:38:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.01029) [took 531.8225s]
-06/11/23 15:39:12| INFO mul_sld_gs finished [took 546.4524s]
-06/11/23 15:40:53| INFO bin_pacc_gs finished [took 645.0957s]
-06/11/23 15:44:48| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.01176) [took 882.0550s]
-06/11/23 15:47:19| INFO bin_sld_gs finished [took 1033.2802s]
-06/11/23 15:47:19| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 1034.1241s]
-06/11/23 15:47:19| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-06/11/23 15:47:36| INFO doc_feat finished [took 11.6005s]
-06/11/23 15:47:40| INFO ref finished [took 16.3058s]
-06/11/23 15:47:50| INFO atc_mc finished [took 25.8745s]
-06/11/23 15:47:52| INFO kfcv finished [took 29.0931s]
-06/11/23 15:47:53| INFO atc_ne finished [took 28.8903s]
-06/11/23 15:47:53| INFO mul_pacc finished [took 32.5473s]
-06/11/23 15:48:00| INFO mul_cc finished [took 37.3478s]
-06/11/23 15:48:01| INFO mulne_pacc finished [took 39.9745s]
-06/11/23 15:48:02| INFO mulmc_pacc finished [took 40.5057s]
-06/11/23 15:48:10| INFO mul_sld finished [took 50.1825s]
-06/11/23 15:49:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.01107) [took 125.0329s]
-06/11/23 15:49:49| INFO mul_pacc_gs finished [took 146.7316s]
-06/11/23 15:52:15| INFO bin_cc finished [took 292.6719s]
-06/11/23 15:52:15| INFO binne_pacc finished [took 293.9844s]
-06/11/23 15:52:17| INFO bin_pacc finished [took 296.2830s]
-06/11/23 15:52:21| INFO binmc_pacc finished [took 299.4873s]
-06/11/23 15:52:23| INFO bin_sld finished [took 303.4889s]
-06/11/23 15:53:57| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 15:54:18| INFO bin_sld_gsq finished [took 418.0959s]
-06/11/23 15:55:32| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.01038) [took 489.7797s]
-06/11/23 15:56:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00885) [took 536.7408s]
-06/11/23 15:56:33| INFO mul_sld_gs finished [took 552.5393s]
-06/11/23 15:58:05| INFO bin_pacc_gs finished [took 643.1581s]
-06/11/23 16:01:42| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00940) [took 862.6012s]
-06/11/23 16:04:15| INFO bin_sld_gs finished [took 1015.3606s]
-06/11/23 16:04:15| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 1016.0642s]
-06/11/23 16:04:15| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-06/11/23 16:04:40| INFO doc_feat finished [took 19.9628s]
-06/11/23 16:04:41| INFO kfcv finished [took 21.8848s]
-06/11/23 16:04:46| INFO ref finished [took 26.2613s]
-06/11/23 16:04:56| INFO mulmc_pacc finished [took 38.6399s]
-06/11/23 16:04:56| INFO atc_ne finished [took 35.7501s]
-06/11/23 16:04:57| INFO atc_mc finished [took 37.3907s]
-06/11/23 16:05:01| INFO mul_cc finished [took 41.6420s]
-06/11/23 16:05:01| INFO mul_pacc finished [took 44.6898s]
-06/11/23 16:05:02| INFO mulne_pacc finished [took 44.7679s]
-06/11/23 16:05:12| INFO mul_sld finished [took 56.0834s]
-06/11/23 16:06:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'confidence': None} (score=0.01082) [took 125.2569s]
-06/11/23 16:06:44| INFO mul_pacc_gs finished [took 146.2318s]
-06/11/23 16:09:05| INFO binne_pacc finished [took 288.1949s]
-06/11/23 16:09:10| INFO bin_pacc finished [took 293.3207s]
-06/11/23 16:09:12| INFO bin_sld finished [took 296.1022s]
-06/11/23 16:09:13| INFO binmc_pacc finished [took 296.4000s]
-06/11/23 16:09:18| INFO bin_cc finished [took 299.1982s]
-06/11/23 16:10:50| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 16:11:22| INFO bin_sld_gsq finished [took 425.6641s]
-06/11/23 16:12:31| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.00976) [took 492.8847s]
-06/11/23 16:13:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00984) [took 536.8669s]
-06/11/23 16:13:28| INFO mul_sld_gs finished [took 551.6187s]
-06/11/23 16:15:03| INFO bin_pacc_gs finished [took 645.6602s]
-06/11/23 16:19:24| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.01142) [took 907.7074s]
-06/11/23 16:21:57| INFO bin_sld_gs finished [took 1060.9759s]
-06/11/23 16:21:57| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 1061.7730s]
-06/11/23 16:21:57| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-06/11/23 16:22:23| INFO doc_feat finished [took 20.2428s]
-06/11/23 16:22:34| INFO kfcv finished [took 32.1532s]
-06/11/23 16:22:36| INFO ref finished [took 34.3738s]
-06/11/23 16:22:38| INFO mul_sld finished [took 40.1101s]
-06/11/23 16:22:40| INFO mul_cc finished [took 38.6722s]
-06/11/23 16:22:41| INFO atc_mc finished [took 38.9379s]
-06/11/23 16:22:43| INFO atc_ne finished [took 40.3132s]
-06/11/23 16:22:43| INFO mulne_pacc finished [took 43.7833s]
-06/11/23 16:22:44| INFO mulmc_pacc finished [took 44.4084s]
-06/11/23 16:22:46| INFO mul_pacc finished [took 47.7998s]
-06/11/23 16:24:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.01575) [took 127.2393s]
-06/11/23 16:24:31| INFO mul_pacc_gs finished [took 150.2100s]
-06/11/23 16:26:49| INFO bin_cc finished [took 288.6128s]
-06/11/23 16:26:51| INFO bin_pacc finished [took 292.1757s]
-06/11/23 16:26:52| INFO binne_pacc finished [took 293.0194s]
-06/11/23 16:27:01| INFO binmc_pacc finished [took 302.5703s]
-06/11/23 16:27:01| INFO bin_sld finished [took 303.9303s]
-06/11/23 16:28:32| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 16:28:53| INFO bin_sld_gsq finished [took 414.4520s]
-06/11/23 16:30:15| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.01641) [took 494.7681s]
-06/11/23 16:31:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.01102) [took 542.3282s]
-06/11/23 16:31:15| INFO mul_sld_gs finished [took 557.2859s]
-06/11/23 16:32:49| INFO bin_pacc_gs finished [took 648.9428s]
-06/11/23 16:36:23| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.02196) [took 864.7237s]
-06/11/23 16:38:54| INFO bin_sld_gs finished [took 1015.9618s]
-06/11/23 16:38:54| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 1016.7743s]
-06/11/23 16:38:54| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-06/11/23 16:39:19| INFO doc_feat finished [took 19.9639s]
-06/11/23 16:39:22| INFO atc_mc finished [took 22.9650s]
-06/11/23 16:39:26| INFO kfcv finished [took 27.9671s]
-06/11/23 16:39:30| INFO mul_pacc finished [took 34.3899s]
-06/11/23 16:39:31| INFO ref finished [took 32.4692s]
-06/11/23 16:39:33| INFO mulne_pacc finished [took 37.2045s]
-06/11/23 16:39:39| INFO atc_ne finished [took 39.7686s]
-06/11/23 16:39:41| INFO mul_cc finished [took 42.9411s]
-06/11/23 16:39:41| INFO mulmc_pacc finished [took 44.9724s]
-06/11/23 16:39:46| INFO mul_sld finished [took 51.4269s]
-06/11/23 16:40:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.01013) [took 122.2196s]
-06/11/23 16:41:24| INFO mul_pacc_gs finished [took 146.7076s]
-06/11/23 16:43:40| INFO binne_pacc finished [took 284.1154s]
-06/11/23 16:43:52| INFO bin_pacc finished [took 296.8885s]
-06/11/23 16:43:54| INFO bin_cc finished [took 297.1714s]
-06/11/23 16:43:56| INFO binmc_pacc finished [took 300.6806s]
-06/11/23 16:43:57| INFO bin_sld finished [took 302.6966s]
-06/11/23 16:45:26| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 16:45:41| INFO bin_sld_gsq finished [took 405.8247s]
-06/11/23 16:47:00| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00949) [took 483.3129s]
-06/11/23 16:47:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00785) [took 539.6504s]
-06/11/23 16:48:09| INFO mul_sld_gs finished [took 553.8401s]
-06/11/23 16:49:34| INFO bin_pacc_gs finished [took 637.2772s]
-06/11/23 16:53:30| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.01449) [took 875.8870s]
-06/11/23 16:56:08| INFO bin_sld_gs finished [took 1033.4325s]
-06/11/23 16:56:08| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 1034.1983s]
-06/11/23 16:56:08| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-06/11/23 16:56:09| WARNING Method mul_sld_gsq failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 16:56:09| WARNING Method mul_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 16:56:10| WARNING Method mulmc_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 16:56:10| WARNING Method bin_sld_gsq failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 16:56:10| WARNING Method mulne_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 16:56:10| WARNING Method bin_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 16:56:10| WARNING Method mul_pacc_gs failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 16:56:10| WARNING Method binmc_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 16:56:11| WARNING Method binne_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 16:56:11| WARNING Method bin_pacc_gs failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-06/11/23 16:56:22| INFO doc_feat finished [took 10.1613s]
-06/11/23 16:56:25| INFO ref finished [took 13.7569s]
-06/11/23 16:56:27| INFO kfcv finished [took 15.6337s]
-06/11/23 16:56:29| INFO atc_mc finished [took 18.0104s]
-06/11/23 16:56:30| INFO atc_ne finished [took 18.0260s]
-06/11/23 16:56:31| INFO mul_cc finished [took 20.6201s]
-06/11/23 16:56:40| INFO mul_sld finished [took 31.2942s]
-06/11/23 16:56:47| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-06/11/23 16:58:55| INFO bin_cc finished [took 164.5182s]
-06/11/23 16:58:59| INFO bin_sld finished [took 170.5046s]
-06/11/23 17:02:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.04178) [took 368.6067s]
-06/11/23 17:02:29| INFO mul_sld_gs finished [took 380.7801s]
-06/11/23 17:02:29| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 381.5305s]
-----------------------------------------------------------------------------------------------------
-07/11/23 03:31:29| INFO dataset imdb_9prevs
-07/11/23 03:31:37| INFO Dataset sample 0.10 of dataset imdb_9prevs started
-07/11/23 03:31:49| INFO ref finished [took 11.4117s]
-07/11/23 03:31:53| INFO atc_mc finished [took 14.8218s]
-07/11/23 03:31:53| INFO atc_ne finished [took 14.8359s]
-07/11/23 03:32:11| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-07/11/23 03:32:56| WARNING Method bin_sld_gsq failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-07/11/23 03:36:32| INFO mul_sld_gsq finished [took 294.6812s]
-07/11/23 03:38:05| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.03127) [took 387.7698s]
-07/11/23 03:38:18| INFO mul_sld_gs finished [took 400.7660s]
-07/11/23 03:38:18| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 401.3208s]
-07/11/23 03:38:18| INFO Dataset sample 0.20 of dataset imdb_9prevs started
-07/11/23 03:38:30| INFO ref finished [took 11.1665s]
-07/11/23 03:38:34| INFO atc_mc finished [took 14.4483s]
-07/11/23 03:38:34| INFO atc_ne finished [took 14.8634s]
-07/11/23 03:43:16| INFO bin_sld_gsq finished [took 296.8786s]
-07/11/23 03:43:32| INFO mul_sld_gsq finished [took 312.4588s]
-07/11/23 03:45:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.01194) [took 445.1331s]
-07/11/23 03:45:58| INFO mul_sld_gs finished [took 459.5855s]
-07/11/23 03:51:05| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00924) [took 766.1528s]
-07/11/23 03:53:40| INFO bin_sld_gs finished [took 921.5996s]
-07/11/23 03:53:40| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 922.0949s]
-07/11/23 03:53:40| INFO Dataset sample 0.30 of dataset imdb_9prevs started
-07/11/23 03:53:53| INFO ref finished [took 11.5825s]
-07/11/23 03:53:57| INFO atc_mc finished [took 14.8590s]
-07/11/23 03:53:57| INFO atc_ne finished [took 15.3090s]
-07/11/23 03:58:53| INFO mul_sld_gsq finished [took 311.9891s]
-07/11/23 03:58:54| INFO bin_sld_gsq finished [took 313.1182s]
-07/11/23 04:01:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00953) [took 441.3198s]
-07/11/23 04:01:18| INFO mul_sld_gs finished [took 456.2347s]
-07/11/23 04:06:06| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.01064) [took 745.0596s]
-07/11/23 04:08:40| INFO bin_sld_gs finished [took 898.9046s]
-07/11/23 04:08:40| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 899.6778s]
-07/11/23 04:08:40| INFO Dataset sample 0.40 of dataset imdb_9prevs started
-07/11/23 04:08:52| INFO ref finished [took 11.0605s]
-07/11/23 04:08:56| INFO atc_mc finished [took 14.9590s]
-07/11/23 04:08:56| INFO atc_ne finished [took 14.8804s]
-07/11/23 04:13:54| INFO mul_sld_gsq finished [took 313.3797s]
-07/11/23 04:13:56| INFO bin_sld_gsq finished [took 315.5862s]
-07/11/23 04:15:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.01029) [took 432.9025s]
-07/11/23 04:16:08| INFO mul_sld_gs finished [took 447.1098s]
-07/11/23 04:21:25| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.01176) [took 764.2230s]
-07/11/23 04:23:56| INFO bin_sld_gs finished [took 915.4905s]
-07/11/23 04:23:56| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 916.1187s]
-07/11/23 04:23:56| INFO Dataset sample 0.50 of dataset imdb_9prevs started
-07/11/23 04:24:08| INFO ref finished [took 10.9214s]
-07/11/23 04:24:12| INFO atc_mc finished [took 14.9236s]
-07/11/23 04:24:12| INFO atc_ne finished [took 14.9240s]
-07/11/23 04:29:11| INFO bin_sld_gsq finished [took 314.3071s]
-07/11/23 04:29:19| INFO mul_sld_gsq finished [took 322.1027s]
-07/11/23 04:31:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00885) [took 448.0202s]
-07/11/23 04:31:40| INFO mul_sld_gs finished [took 463.2243s]
-07/11/23 04:36:23| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00940) [took 746.2797s]
-07/11/23 04:38:55| INFO bin_sld_gs finished [took 898.7899s]
-07/11/23 04:38:55| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 899.2924s]
-07/11/23 04:38:55| INFO Dataset sample 0.60 of dataset imdb_9prevs started
-07/11/23 04:39:08| INFO ref finished [took 11.9811s]
-07/11/23 04:39:12| INFO atc_mc finished [took 15.7159s]
-07/11/23 04:39:12| INFO atc_ne finished [took 15.9512s]
-07/11/23 04:44:19| INFO bin_sld_gsq finished [took 323.1420s]
-07/11/23 04:44:21| INFO mul_sld_gsq finished [took 325.2299s]
-07/11/23 04:46:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00984) [took 445.8872s]
-07/11/23 04:46:37| INFO mul_sld_gs finished [took 460.6339s]
-07/11/23 04:52:03| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.01142) [took 786.7500s]
-07/11/23 04:54:36| INFO bin_sld_gs finished [took 940.1627s]
-07/11/23 04:54:36| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 940.6023s]
-07/11/23 04:54:36| INFO Dataset sample 0.70 of dataset imdb_9prevs started
-07/11/23 04:54:48| INFO ref finished [took 11.1744s]
-07/11/23 04:54:52| INFO atc_mc finished [took 14.7518s]
-07/11/23 04:54:52| INFO atc_ne finished [took 14.8147s]
-07/11/23 04:59:45| INFO bin_sld_gsq finished [took 308.3645s]
-07/11/23 05:00:07| INFO mul_sld_gsq finished [took 330.3332s]
-07/11/23 05:02:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.01102) [took 456.8448s]
-07/11/23 05:02:28| INFO mul_sld_gs finished [took 471.4675s]
-07/11/23 05:06:48| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.02196) [took 731.2847s]
-07/11/23 05:09:19| INFO bin_sld_gs finished [took 882.2200s]
-07/11/23 05:09:19| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 882.8165s]
-07/11/23 05:09:19| INFO Dataset sample 0.80 of dataset imdb_9prevs started
-07/11/23 05:09:31| INFO ref finished [took 11.0645s]
-07/11/23 05:09:35| INFO atc_mc finished [took 14.7375s]
-07/11/23 05:09:35| INFO atc_ne finished [took 14.7704s]
-07/11/23 05:14:22| INFO bin_sld_gsq finished [took 302.1848s]
-07/11/23 05:14:33| INFO mul_sld_gsq finished [took 313.5459s]
-07/11/23 05:16:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00785) [took 438.9863s]
-07/11/23 05:16:52| INFO mul_sld_gs finished [took 452.7273s]
-07/11/23 05:21:59| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.01449) [took 759.8355s]
-07/11/23 05:24:38| INFO bin_sld_gs finished [took 918.7338s]
-07/11/23 05:24:38| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 919.2981s]
-07/11/23 05:24:38| INFO Dataset sample 0.90 of dataset imdb_9prevs started
-07/11/23 05:24:39| WARNING Method mul_sld_gsq failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-07/11/23 05:24:39| WARNING Method bin_sld_gsq failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
-07/11/23 05:24:48| INFO ref finished [took 9.1378s]
-07/11/23 05:24:51| INFO atc_mc finished [took 12.1603s]
-07/11/23 05:24:52| INFO atc_ne finished [took 12.3482s]
-07/11/23 05:25:08| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
-07/11/23 05:30:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.04178) [took 353.7904s]
-07/11/23 05:30:45| INFO mul_sld_gs finished [took 365.9283s]
-07/11/23 05:30:45| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 366.4930s]
diff --git a/output/main/imdb_9prevs/imdb_cc_vs_other_acc.md b/output/main/imdb_9prevs/imdb_cc_vs_other_acc.md
deleted file mode 100644
index 01e9dff..0000000
--- a/output/main/imdb_9prevs/imdb_cc_vs_other_acc.md
+++ /dev/null
@@ -1,2476 +0,0 @@
-# imdb_9prevs
-
-## 10% positives
-> train: [0.89991359 0.10008641]
-> validation: [0.9000576 0.0999424]
-> bin_sld: 249.048s
-> mul_sld: 71.459s
-> mul_sld_gs: 455.993s
-> bin_pacc: 244.563s
-> mul_pacc: 43.016s
-> binmc_pacc: 240.469s
-> mulmc_pacc: 41.750s
-> binne_pacc: 236.217s
-> mulne_pacc: 34.041s
-> bin_cc: 241.914s
-> mul_cc: 40.328s
-> kfcv: 24.723s
-> ref: 18.562s
-> atc_mc: 27.491s
-> atc_ne: 25.568s
-> doc_feat: 11.526s
-> tot: 456.775s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- bin_cc |
- mul_cc |
-
-
-
-
- | 0.0 |
- 0.0012 |
- 0.0015 |
- 0.0046 |
- 0.0144 |
- 0.0108 |
- 0.0110 |
-
-
- | 0.05 |
- 0.0119 |
- 0.0138 |
- 0.0070 |
- 0.0112 |
- 0.0195 |
- 0.0181 |
-
-
- | 0.1 |
- 0.0123 |
- 0.0156 |
- 0.0098 |
- 0.0118 |
- 0.0473 |
- 0.0449 |
-
-
- | 0.15 |
- 0.0112 |
- 0.0169 |
- 0.0094 |
- 0.0098 |
- 0.0791 |
- 0.0754 |
-
-
- | 0.2 |
- 0.0101 |
- 0.0142 |
- 0.0091 |
- 0.0090 |
- 0.1074 |
- 0.1026 |
-
-
- | 0.25 |
- 0.0132 |
- 0.0162 |
- 0.0116 |
- 0.0096 |
- 0.1376 |
- 0.1317 |
-
-
- | 0.3 |
- 0.0193 |
- 0.0516 |
- 0.0107 |
- 0.0099 |
- 0.1643 |
- 0.1567 |
-
-
- | 0.35 |
- 0.0239 |
- 0.0923 |
- 0.0131 |
- 0.0130 |
- 0.1978 |
- 0.1898 |
-
-
- | 0.4 |
- 0.0338 |
- 0.1427 |
- 0.0140 |
- 0.0171 |
- 0.2283 |
- 0.2195 |
-
-
- | 0.45 |
- 0.0439 |
- 0.1641 |
- 0.0169 |
- 0.0184 |
- 0.2559 |
- 0.2449 |
-
-
- | 0.5 |
- 0.0532 |
- 0.1864 |
- 0.0167 |
- 0.0220 |
- 0.2855 |
- 0.2735 |
-
-
- | 0.55 |
- 0.0622 |
- 0.2069 |
- 0.0180 |
- 0.0266 |
- 0.3166 |
- 0.3037 |
-
-
- | 0.6 |
- 0.0756 |
- 0.2220 |
- 0.0175 |
- 0.0269 |
- 0.3444 |
- 0.3308 |
-
-
- | 0.65 |
- 0.0822 |
- 0.2203 |
- 0.0177 |
- 0.0323 |
- 0.3751 |
- 0.3597 |
-
-
- | 0.7 |
- 0.0902 |
- 0.2301 |
- 0.0195 |
- 0.0390 |
- 0.4056 |
- 0.3902 |
-
-
- | 0.75 |
- 0.1000 |
- 0.2274 |
- 0.0206 |
- 0.0406 |
- 0.4340 |
- 0.4166 |
-
-
- | 0.8 |
- 0.1062 |
- 0.2041 |
- 0.0195 |
- 0.0441 |
- 0.4628 |
- 0.4448 |
-
-
- | 0.85 |
- 0.1143 |
- 0.1594 |
- 0.0226 |
- 0.0463 |
- 0.4928 |
- 0.4738 |
-
-
- | 0.9 |
- 0.0982 |
- 0.1112 |
- 0.0213 |
- 0.0488 |
- 0.5215 |
- 0.4998 |
-
-
- | 0.95 |
- 0.0499 |
- 0.0605 |
- 0.0222 |
- 0.0538 |
- 0.5510 |
- 0.5295 |
-
-
- | 1.0 |
- 0.0000 |
- 0.0106 |
- 0.0174 |
- 0.0554 |
- 0.5780 |
- 0.5553 |
-
-
- | avg |
- 0.0482 |
- 0.1127 |
- 0.0152 |
- 0.0267 |
- 0.2864 |
- 0.2749 |
-
-
-
-
-
-
-
-
-
-
-## 20% positives
-> train: [0.7999712 0.2000288]
-> validation: [0.7999712 0.2000288]
-> bin_sld: 312.036s
-> mul_sld: 63.355s
-> bin_sld_gs: 1039.328s
-> mul_sld_gs: 562.297s
-> bin_sld_gsq: 402.075s
-> bin_pacc: 297.187s
-> mul_pacc: 36.589s
-> binmc_pacc: 296.718s
-> mulmc_pacc: 36.777s
-> binne_pacc: 285.556s
-> mulne_pacc: 47.832s
-> bin_pacc_gs: 636.796s
-> mul_pacc_gs: 141.445s
-> bin_cc: 293.873s
-> mul_cc: 46.722s
-> kfcv: 30.476s
-> ref: 26.348s
-> atc_mc: 22.299s
-> atc_ne: 41.782s
-> doc_feat: 11.276s
-> tot: 1040.077s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- bin_cc |
- mul_cc |
-
-
-
-
- | 0.0 |
- 0.0017 |
- 0.0023 |
- 0.0018 |
- 0.0078 |
- 0.0229 |
- 0.0196 |
-
-
- | 0.05 |
- 0.0107 |
- 0.0130 |
- 0.0105 |
- 0.0104 |
- 0.0057 |
- 0.0053 |
-
-
- | 0.1 |
- 0.0136 |
- 0.0154 |
- 0.0119 |
- 0.0129 |
- 0.0140 |
- 0.0150 |
-
-
- | 0.15 |
- 0.0148 |
- 0.0159 |
- 0.0126 |
- 0.0135 |
- 0.0328 |
- 0.0338 |
-
-
- | 0.2 |
- 0.0141 |
- 0.0143 |
- 0.0126 |
- 0.0147 |
- 0.0509 |
- 0.0501 |
-
-
- | 0.25 |
- 0.0127 |
- 0.0123 |
- 0.0132 |
- 0.0165 |
- 0.0694 |
- 0.0689 |
-
-
- | 0.3 |
- 0.0129 |
- 0.0135 |
- 0.0118 |
- 0.0178 |
- 0.0875 |
- 0.0849 |
-
-
- | 0.35 |
- 0.0133 |
- 0.0166 |
- 0.0138 |
- 0.0214 |
- 0.1081 |
- 0.1054 |
-
-
- | 0.4 |
- 0.0142 |
- 0.0217 |
- 0.0153 |
- 0.0234 |
- 0.1266 |
- 0.1226 |
-
-
- | 0.45 |
- 0.0165 |
- 0.0238 |
- 0.0143 |
- 0.0217 |
- 0.1446 |
- 0.1403 |
-
-
- | 0.5 |
- 0.0181 |
- 0.0321 |
- 0.0151 |
- 0.0240 |
- 0.1629 |
- 0.1576 |
-
-
- | 0.55 |
- 0.0206 |
- 0.0412 |
- 0.0134 |
- 0.0282 |
- 0.1824 |
- 0.1766 |
-
-
- | 0.6 |
- 0.0273 |
- 0.0514 |
- 0.0154 |
- 0.0291 |
- 0.1990 |
- 0.1922 |
-
-
- | 0.65 |
- 0.0289 |
- 0.0573 |
- 0.0150 |
- 0.0310 |
- 0.2177 |
- 0.2106 |
-
-
- | 0.7 |
- 0.0368 |
- 0.0676 |
- 0.0140 |
- 0.0335 |
- 0.2400 |
- 0.2306 |
-
-
- | 0.75 |
- 0.0380 |
- 0.0730 |
- 0.0129 |
- 0.0299 |
- 0.2566 |
- 0.2471 |
-
-
- | 0.8 |
- 0.0447 |
- 0.0835 |
- 0.0148 |
- 0.0372 |
- 0.2743 |
- 0.2638 |
-
-
- | 0.85 |
- 0.0508 |
- 0.0948 |
- 0.0150 |
- 0.0412 |
- 0.2931 |
- 0.2816 |
-
-
- | 0.9 |
- 0.0534 |
- 0.1011 |
- 0.0168 |
- 0.0446 |
- 0.3093 |
- 0.2975 |
-
-
- | 0.95 |
- 0.0482 |
- 0.1026 |
- 0.0147 |
- 0.0418 |
- 0.3309 |
- 0.3186 |
-
-
- | 1.0 |
- 0.0022 |
- 0.0820 |
- 0.0098 |
- 0.0416 |
- 0.3468 |
- 0.3321 |
-
-
- | avg |
- 0.0235 |
- 0.0445 |
- 0.0131 |
- 0.0258 |
- 0.1655 |
- 0.1597 |
-
-
-
-
-
-
-
-
-
-
-## 30% positives
-> train: [0.7000288 0.2999712]
-> validation: [0.7000288 0.2999712]
-> bin_sld: 302.903s
-> mul_sld: 59.883s
-> bin_sld_gs: 1013.188s
-> mul_sld_gs: 556.087s
-> bin_sld_gsq: 413.115s
-> bin_pacc: 294.712s
-> mul_pacc: 45.954s
-> binmc_pacc: 300.950s
-> mulmc_pacc: 45.939s
-> binne_pacc: 289.350s
-> mulne_pacc: 38.137s
-> bin_pacc_gs: 643.072s
-> mul_pacc_gs: 149.582s
-> bin_cc: 298.684s
-> mul_cc: 43.908s
-> kfcv: 37.403s
-> ref: 28.756s
-> atc_mc: 39.420s
-> atc_ne: 24.347s
-> doc_feat: 22.815s
-> tot: 1014.314s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- bin_cc |
- mul_cc |
-
-
-
-
- | 0.0 |
- 0.0016 |
- 0.0036 |
- 0.0069 |
- 0.0108 |
- 0.0108 |
- 0.0054 |
-
-
- | 0.05 |
- 0.0103 |
- 0.0143 |
- 0.0120 |
- 0.0123 |
- 0.0061 |
- 0.0129 |
-
-
- | 0.1 |
- 0.0172 |
- 0.0203 |
- 0.0134 |
- 0.0130 |
- 0.0153 |
- 0.0267 |
-
-
- | 0.15 |
- 0.0171 |
- 0.0212 |
- 0.0142 |
- 0.0121 |
- 0.0279 |
- 0.0394 |
-
-
- | 0.2 |
- 0.0172 |
- 0.0197 |
- 0.0152 |
- 0.0132 |
- 0.0389 |
- 0.0519 |
-
-
- | 0.25 |
- 0.0175 |
- 0.0168 |
- 0.0175 |
- 0.0134 |
- 0.0520 |
- 0.0649 |
-
-
- | 0.3 |
- 0.0176 |
- 0.0185 |
- 0.0169 |
- 0.0134 |
- 0.0639 |
- 0.0776 |
-
-
- | 0.35 |
- 0.0167 |
- 0.0157 |
- 0.0230 |
- 0.0158 |
- 0.0777 |
- 0.0922 |
-
-
- | 0.4 |
- 0.0154 |
- 0.0159 |
- 0.0244 |
- 0.0160 |
- 0.0915 |
- 0.1062 |
-
-
- | 0.45 |
- 0.0136 |
- 0.0150 |
- 0.0237 |
- 0.0152 |
- 0.1031 |
- 0.1184 |
-
-
- | 0.5 |
- 0.0160 |
- 0.0192 |
- 0.0274 |
- 0.0182 |
- 0.1159 |
- 0.1318 |
-
-
- | 0.55 |
- 0.0150 |
- 0.0192 |
- 0.0282 |
- 0.0168 |
- 0.1295 |
- 0.1456 |
-
-
- | 0.6 |
- 0.0153 |
- 0.0232 |
- 0.0304 |
- 0.0171 |
- 0.1396 |
- 0.1555 |
-
-
- | 0.65 |
- 0.0170 |
- 0.0261 |
- 0.0327 |
- 0.0193 |
- 0.1524 |
- 0.1693 |
-
-
- | 0.7 |
- 0.0237 |
- 0.0352 |
- 0.0372 |
- 0.0222 |
- 0.1663 |
- 0.1834 |
-
-
- | 0.75 |
- 0.0239 |
- 0.0384 |
- 0.0366 |
- 0.0205 |
- 0.1790 |
- 0.1969 |
-
-
- | 0.8 |
- 0.0265 |
- 0.0416 |
- 0.0400 |
- 0.0234 |
- 0.1889 |
- 0.2084 |
-
-
- | 0.85 |
- 0.0314 |
- 0.0504 |
- 0.0442 |
- 0.0233 |
- 0.2022 |
- 0.2216 |
-
-
- | 0.9 |
- 0.0329 |
- 0.0522 |
- 0.0458 |
- 0.0246 |
- 0.2141 |
- 0.2329 |
-
-
- | 0.95 |
- 0.0339 |
- 0.0540 |
- 0.0452 |
- 0.0227 |
- 0.2285 |
- 0.2493 |
-
-
- | 1.0 |
- 0.0030 |
- 0.0222 |
- 0.0406 |
- 0.0226 |
- 0.2394 |
- 0.2594 |
-
-
- | avg |
- 0.0182 |
- 0.0259 |
- 0.0274 |
- 0.0174 |
- 0.1163 |
- 0.1309 |
-
-
-
-
-
-
-
-
-
-
-## 40% positives
-> train: [0.5999424 0.4000576]
-> validation: [0.60008641 0.39991359]
-> bin_sld: 298.351s
-> mul_sld: 51.270s
-> bin_sld_gs: 1033.280s
-> mul_sld_gs: 546.452s
-> bin_sld_gsq: 421.394s
-> bin_pacc: 298.508s
-> mul_pacc: 34.186s
-> binmc_pacc: 289.145s
-> mulmc_pacc: 42.455s
-> binne_pacc: 296.554s
-> mulne_pacc: 45.269s
-> bin_pacc_gs: 645.096s
-> mul_pacc_gs: 145.337s
-> bin_cc: 300.133s
-> mul_cc: 42.690s
-> kfcv: 36.406s
-> ref: 22.353s
-> atc_mc: 38.798s
-> atc_ne: 34.811s
-> doc_feat: 13.850s
-> tot: 1034.124s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- bin_cc |
- mul_cc |
-
-
-
-
- | 0.0 |
- 0.0016 |
- 0.0042 |
- 0.0057 |
- 0.0137 |
- 0.0523 |
- 0.0567 |
-
-
- | 0.05 |
- 0.0082 |
- 0.0106 |
- 0.0129 |
- 0.0148 |
- 0.0579 |
- 0.0632 |
-
-
- | 0.1 |
- 0.0137 |
- 0.0151 |
- 0.0150 |
- 0.0154 |
- 0.0668 |
- 0.0716 |
-
-
- | 0.15 |
- 0.0173 |
- 0.0181 |
- 0.0180 |
- 0.0182 |
- 0.0731 |
- 0.0786 |
-
-
- | 0.2 |
- 0.0184 |
- 0.0204 |
- 0.0201 |
- 0.0194 |
- 0.0791 |
- 0.0851 |
-
-
- | 0.25 |
- 0.0167 |
- 0.0204 |
- 0.0173 |
- 0.0172 |
- 0.0868 |
- 0.0930 |
-
-
- | 0.3 |
- 0.0208 |
- 0.0247 |
- 0.0204 |
- 0.0207 |
- 0.0940 |
- 0.1005 |
-
-
- | 0.35 |
- 0.0181 |
- 0.0191 |
- 0.0263 |
- 0.0253 |
- 0.1002 |
- 0.1073 |
-
-
- | 0.4 |
- 0.0175 |
- 0.0178 |
- 0.0294 |
- 0.0275 |
- 0.1098 |
- 0.1172 |
-
-
- | 0.45 |
- 0.0188 |
- 0.0181 |
- 0.0293 |
- 0.0279 |
- 0.1143 |
- 0.1226 |
-
-
- | 0.5 |
- 0.0206 |
- 0.0183 |
- 0.0346 |
- 0.0321 |
- 0.1210 |
- 0.1295 |
-
-
- | 0.55 |
- 0.0183 |
- 0.0173 |
- 0.0342 |
- 0.0315 |
- 0.1308 |
- 0.1394 |
-
-
- | 0.6 |
- 0.0178 |
- 0.0165 |
- 0.0400 |
- 0.0354 |
- 0.1349 |
- 0.1445 |
-
-
- | 0.65 |
- 0.0158 |
- 0.0153 |
- 0.0411 |
- 0.0375 |
- 0.1416 |
- 0.1510 |
-
-
- | 0.7 |
- 0.0176 |
- 0.0173 |
- 0.0455 |
- 0.0393 |
- 0.1511 |
- 0.1611 |
-
-
- | 0.75 |
- 0.0173 |
- 0.0189 |
- 0.0475 |
- 0.0421 |
- 0.1556 |
- 0.1671 |
-
-
- | 0.8 |
- 0.0178 |
- 0.0206 |
- 0.0496 |
- 0.0438 |
- 0.1622 |
- 0.1742 |
-
-
- | 0.85 |
- 0.0210 |
- 0.0266 |
- 0.0547 |
- 0.0480 |
- 0.1699 |
- 0.1812 |
-
-
- | 0.9 |
- 0.0214 |
- 0.0267 |
- 0.0543 |
- 0.0468 |
- 0.1757 |
- 0.1875 |
-
-
- | 0.95 |
- 0.0236 |
- 0.0307 |
- 0.0581 |
- 0.0500 |
- 0.1842 |
- 0.1967 |
-
-
- | 1.0 |
- 0.0037 |
- 0.0109 |
- 0.0447 |
- 0.0509 |
- 0.1894 |
- 0.2025 |
-
-
- | avg |
- 0.0165 |
- 0.0185 |
- 0.0333 |
- 0.0313 |
- 0.1215 |
- 0.1300 |
-
-
-
-
-
-
-
-
-
-
-## 50% positives
-> train: [0.5 0.5]
-> validation: [0.5 0.5]
-> bin_sld: 303.489s
-> mul_sld: 50.183s
-> bin_sld_gs: 1015.361s
-> mul_sld_gs: 552.539s
-> bin_sld_gsq: 418.096s
-> bin_pacc: 296.283s
-> mul_pacc: 32.547s
-> binmc_pacc: 299.487s
-> mulmc_pacc: 40.506s
-> binne_pacc: 293.984s
-> mulne_pacc: 39.974s
-> bin_pacc_gs: 643.158s
-> mul_pacc_gs: 146.732s
-> bin_cc: 292.672s
-> mul_cc: 37.348s
-> kfcv: 29.093s
-> ref: 16.306s
-> atc_mc: 25.874s
-> atc_ne: 28.890s
-> doc_feat: 11.601s
-> tot: 1016.064s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- bin_cc |
- mul_cc |
-
-
-
-
- | 0.0 |
- 0.0010 |
- 0.0037 |
- 0.0117 |
- 0.0112 |
- 0.1202 |
- 0.1232 |
-
-
- | 0.05 |
- 0.0085 |
- 0.0101 |
- 0.0152 |
- 0.0123 |
- 0.1203 |
- 0.1228 |
-
-
- | 0.1 |
- 0.0082 |
- 0.0110 |
- 0.0151 |
- 0.0137 |
- 0.1195 |
- 0.1226 |
-
-
- | 0.15 |
- 0.0105 |
- 0.0135 |
- 0.0160 |
- 0.0154 |
- 0.1180 |
- 0.1209 |
-
-
- | 0.2 |
- 0.0132 |
- 0.0159 |
- 0.0158 |
- 0.0152 |
- 0.1182 |
- 0.1211 |
-
-
- | 0.25 |
- 0.0150 |
- 0.0170 |
- 0.0141 |
- 0.0153 |
- 0.1177 |
- 0.1210 |
-
-
- | 0.3 |
- 0.0192 |
- 0.0218 |
- 0.0156 |
- 0.0162 |
- 0.1165 |
- 0.1192 |
-
-
- | 0.35 |
- 0.0178 |
- 0.0203 |
- 0.0162 |
- 0.0138 |
- 0.1157 |
- 0.1193 |
-
-
- | 0.4 |
- 0.0166 |
- 0.0200 |
- 0.0154 |
- 0.0144 |
- 0.1168 |
- 0.1201 |
-
-
- | 0.45 |
- 0.0187 |
- 0.0237 |
- 0.0147 |
- 0.0142 |
- 0.1154 |
- 0.1181 |
-
-
- | 0.5 |
- 0.0179 |
- 0.0201 |
- 0.0177 |
- 0.0174 |
- 0.1147 |
- 0.1166 |
-
-
- | 0.55 |
- 0.0185 |
- 0.0226 |
- 0.0168 |
- 0.0183 |
- 0.1148 |
- 0.1175 |
-
-
- | 0.6 |
- 0.0201 |
- 0.0229 |
- 0.0172 |
- 0.0191 |
- 0.1146 |
- 0.1174 |
-
-
- | 0.65 |
- 0.0201 |
- 0.0219 |
- 0.0166 |
- 0.0178 |
- 0.1123 |
- 0.1151 |
-
-
- | 0.7 |
- 0.0171 |
- 0.0165 |
- 0.0154 |
- 0.0197 |
- 0.1136 |
- 0.1161 |
-
-
- | 0.75 |
- 0.0183 |
- 0.0166 |
- 0.0165 |
- 0.0227 |
- 0.1110 |
- 0.1136 |
-
-
- | 0.8 |
- 0.0173 |
- 0.0151 |
- 0.0164 |
- 0.0230 |
- 0.1109 |
- 0.1132 |
-
-
- | 0.85 |
- 0.0171 |
- 0.0134 |
- 0.0159 |
- 0.0248 |
- 0.1111 |
- 0.1137 |
-
-
- | 0.9 |
- 0.0140 |
- 0.0105 |
- 0.0146 |
- 0.0236 |
- 0.1093 |
- 0.1111 |
-
-
- | 0.95 |
- 0.0175 |
- 0.0146 |
- 0.0135 |
- 0.0291 |
- 0.1089 |
- 0.1119 |
-
-
- | 1.0 |
- 0.0062 |
- 0.0076 |
- 0.0111 |
- 0.0279 |
- 0.1086 |
- 0.1105 |
-
-
- | avg |
- 0.0149 |
- 0.0161 |
- 0.0153 |
- 0.0184 |
- 0.1147 |
- 0.1174 |
-
-
-
-
-
-
-
-
-
-
-## 60% positives
-> train: [0.39991359 0.60008641]
-> validation: [0.4000576 0.5999424]
-> bin_sld: 296.102s
-> mul_sld: 56.083s
-> bin_sld_gs: 1060.976s
-> mul_sld_gs: 551.619s
-> bin_sld_gsq: 425.664s
-> bin_pacc: 293.321s
-> mul_pacc: 44.690s
-> binmc_pacc: 296.400s
-> mulmc_pacc: 38.640s
-> binne_pacc: 288.195s
-> mulne_pacc: 44.768s
-> bin_pacc_gs: 645.660s
-> mul_pacc_gs: 146.232s
-> bin_cc: 299.198s
-> mul_cc: 41.642s
-> kfcv: 21.885s
-> ref: 26.261s
-> atc_mc: 37.391s
-> atc_ne: 35.750s
-> doc_feat: 19.963s
-> tot: 1061.773s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- bin_cc |
- mul_cc |
-
-
-
-
- | 0.0 |
- 0.0006 |
- 0.0046 |
- 0.0103 |
- 0.0234 |
- 0.1648 |
- 0.1842 |
-
-
- | 0.05 |
- 0.0227 |
- 0.0210 |
- 0.0211 |
- 0.0316 |
- 0.1570 |
- 0.1765 |
-
-
- | 0.1 |
- 0.0223 |
- 0.0205 |
- 0.0186 |
- 0.0290 |
- 0.1517 |
- 0.1710 |
-
-
- | 0.15 |
- 0.0226 |
- 0.0198 |
- 0.0218 |
- 0.0323 |
- 0.1406 |
- 0.1593 |
-
-
- | 0.2 |
- 0.0183 |
- 0.0186 |
- 0.0218 |
- 0.0334 |
- 0.1356 |
- 0.1550 |
-
-
- | 0.25 |
- 0.0160 |
- 0.0154 |
- 0.0206 |
- 0.0318 |
- 0.1287 |
- 0.1468 |
-
-
- | 0.3 |
- 0.0140 |
- 0.0156 |
- 0.0196 |
- 0.0325 |
- 0.1213 |
- 0.1395 |
-
-
- | 0.35 |
- 0.0165 |
- 0.0166 |
- 0.0222 |
- 0.0370 |
- 0.1129 |
- 0.1320 |
-
-
- | 0.4 |
- 0.0141 |
- 0.0148 |
- 0.0224 |
- 0.0379 |
- 0.1084 |
- 0.1264 |
-
-
- | 0.45 |
- 0.0138 |
- 0.0151 |
- 0.0214 |
- 0.0348 |
- 0.0992 |
- 0.1171 |
-
-
- | 0.5 |
- 0.0161 |
- 0.0165 |
- 0.0250 |
- 0.0389 |
- 0.0919 |
- 0.1098 |
-
-
- | 0.55 |
- 0.0150 |
- 0.0165 |
- 0.0224 |
- 0.0381 |
- 0.0838 |
- 0.1027 |
-
-
- | 0.6 |
- 0.0174 |
- 0.0183 |
- 0.0244 |
- 0.0415 |
- 0.0785 |
- 0.0960 |
-
-
- | 0.65 |
- 0.0184 |
- 0.0196 |
- 0.0219 |
- 0.0375 |
- 0.0704 |
- 0.0878 |
-
-
- | 0.7 |
- 0.0184 |
- 0.0152 |
- 0.0253 |
- 0.0451 |
- 0.0622 |
- 0.0794 |
-
-
- | 0.75 |
- 0.0196 |
- 0.0153 |
- 0.0241 |
- 0.0440 |
- 0.0551 |
- 0.0721 |
-
-
- | 0.8 |
- 0.0198 |
- 0.0178 |
- 0.0216 |
- 0.0417 |
- 0.0467 |
- 0.0644 |
-
-
- | 0.85 |
- 0.0206 |
- 0.0140 |
- 0.0219 |
- 0.0435 |
- 0.0436 |
- 0.0591 |
-
-
- | 0.9 |
- 0.0194 |
- 0.0114 |
- 0.0212 |
- 0.0420 |
- 0.0328 |
- 0.0492 |
-
-
- | 0.95 |
- 0.0240 |
- 0.0119 |
- 0.0242 |
- 0.0468 |
- 0.0257 |
- 0.0411 |
-
-
- | 1.0 |
- 0.0113 |
- 0.0075 |
- 0.0214 |
- 0.0459 |
- 0.0189 |
- 0.0349 |
-
-
- | avg |
- 0.0172 |
- 0.0155 |
- 0.0216 |
- 0.0375 |
- 0.0919 |
- 0.1097 |
-
-
-
-
-
-
-
-
-
-
-## 70% positives
-> train: [0.2999712 0.7000288]
-> validation: [0.2999712 0.7000288]
-> bin_sld: 303.930s
-> mul_sld: 40.110s
-> bin_sld_gs: 1015.962s
-> mul_sld_gs: 557.286s
-> bin_sld_gsq: 414.452s
-> bin_pacc: 292.176s
-> mul_pacc: 47.800s
-> binmc_pacc: 302.570s
-> mulmc_pacc: 44.408s
-> binne_pacc: 293.019s
-> mulne_pacc: 43.783s
-> bin_pacc_gs: 648.943s
-> mul_pacc_gs: 150.210s
-> bin_cc: 288.613s
-> mul_cc: 38.672s
-> kfcv: 32.153s
-> ref: 34.374s
-> atc_mc: 38.938s
-> atc_ne: 40.313s
-> doc_feat: 20.243s
-> tot: 1016.774s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- bin_cc |
- mul_cc |
-
-
-
-
- | 0.0 |
- 0.0005 |
- 0.0048 |
- 0.0045 |
- 0.0155 |
- 0.2153 |
- 0.2294 |
-
-
- | 0.05 |
- 0.0316 |
- 0.0345 |
- 0.0099 |
- 0.0135 |
- 0.2044 |
- 0.2170 |
-
-
- | 0.1 |
- 0.0315 |
- 0.0352 |
- 0.0107 |
- 0.0137 |
- 0.1950 |
- 0.2078 |
-
-
- | 0.15 |
- 0.0317 |
- 0.0331 |
- 0.0100 |
- 0.0127 |
- 0.1804 |
- 0.1937 |
-
-
- | 0.2 |
- 0.0279 |
- 0.0283 |
- 0.0121 |
- 0.0155 |
- 0.1697 |
- 0.1834 |
-
-
- | 0.25 |
- 0.0242 |
- 0.0239 |
- 0.0106 |
- 0.0151 |
- 0.1579 |
- 0.1710 |
-
-
- | 0.3 |
- 0.0204 |
- 0.0199 |
- 0.0106 |
- 0.0140 |
- 0.1466 |
- 0.1588 |
-
-
- | 0.35 |
- 0.0223 |
- 0.0208 |
- 0.0100 |
- 0.0144 |
- 0.1346 |
- 0.1472 |
-
-
- | 0.4 |
- 0.0186 |
- 0.0198 |
- 0.0112 |
- 0.0175 |
- 0.1250 |
- 0.1373 |
-
-
- | 0.45 |
- 0.0151 |
- 0.0163 |
- 0.0125 |
- 0.0160 |
- 0.1131 |
- 0.1254 |
-
-
- | 0.5 |
- 0.0150 |
- 0.0166 |
- 0.0123 |
- 0.0176 |
- 0.1018 |
- 0.1127 |
-
-
- | 0.55 |
- 0.0131 |
- 0.0146 |
- 0.0108 |
- 0.0182 |
- 0.0888 |
- 0.1007 |
-
-
- | 0.6 |
- 0.0115 |
- 0.0139 |
- 0.0106 |
- 0.0195 |
- 0.0793 |
- 0.0907 |
-
-
- | 0.65 |
- 0.0139 |
- 0.0187 |
- 0.0126 |
- 0.0205 |
- 0.0662 |
- 0.0767 |
-
-
- | 0.7 |
- 0.0108 |
- 0.0130 |
- 0.0096 |
- 0.0249 |
- 0.0528 |
- 0.0638 |
-
-
- | 0.75 |
- 0.0125 |
- 0.0133 |
- 0.0101 |
- 0.0249 |
- 0.0433 |
- 0.0545 |
-
-
- | 0.8 |
- 0.0141 |
- 0.0169 |
- 0.0113 |
- 0.0245 |
- 0.0314 |
- 0.0417 |
-
-
- | 0.85 |
- 0.0152 |
- 0.0166 |
- 0.0132 |
- 0.0280 |
- 0.0210 |
- 0.0312 |
-
-
- | 0.9 |
- 0.0152 |
- 0.0160 |
- 0.0139 |
- 0.0263 |
- 0.0106 |
- 0.0189 |
-
-
- | 0.95 |
- 0.0135 |
- 0.0090 |
- 0.0214 |
- 0.0325 |
- 0.0066 |
- 0.0074 |
-
-
- | 1.0 |
- 0.0033 |
- 0.0038 |
- 0.0178 |
- 0.0332 |
- 0.0146 |
- 0.0070 |
-
-
- | avg |
- 0.0172 |
- 0.0185 |
- 0.0117 |
- 0.0199 |
- 0.1028 |
- 0.1132 |
-
-
-
-
-
-
-
-
-
-
-## 80% positives
-> train: [0.2000288 0.7999712]
-> validation: [0.2000288 0.7999712]
-> bin_sld: 302.697s
-> mul_sld: 51.427s
-> bin_sld_gs: 1033.432s
-> mul_sld_gs: 553.840s
-> bin_sld_gsq: 405.825s
-> bin_pacc: 296.888s
-> mul_pacc: 34.390s
-> binmc_pacc: 300.681s
-> mulmc_pacc: 44.972s
-> binne_pacc: 284.115s
-> mulne_pacc: 37.204s
-> bin_pacc_gs: 637.277s
-> mul_pacc_gs: 146.708s
-> bin_cc: 297.171s
-> mul_cc: 42.941s
-> kfcv: 27.967s
-> ref: 32.469s
-> atc_mc: 22.965s
-> atc_ne: 39.769s
-> doc_feat: 19.964s
-> tot: 1034.198s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- bin_cc |
- mul_cc |
-
-
-
-
- | 0.0 |
- 0.0010 |
- 0.0300 |
- 0.0310 |
- 0.0233 |
- 0.3248 |
- 0.3023 |
-
-
- | 0.05 |
- 0.0467 |
- 0.0759 |
- 0.0392 |
- 0.0290 |
- 0.3068 |
- 0.2864 |
-
-
- | 0.1 |
- 0.0525 |
- 0.0770 |
- 0.0297 |
- 0.0212 |
- 0.2911 |
- 0.2718 |
-
-
- | 0.15 |
- 0.0512 |
- 0.0755 |
- 0.0324 |
- 0.0231 |
- 0.2722 |
- 0.2541 |
-
-
- | 0.2 |
- 0.0465 |
- 0.0678 |
- 0.0310 |
- 0.0226 |
- 0.2561 |
- 0.2404 |
-
-
- | 0.25 |
- 0.0418 |
- 0.0623 |
- 0.0316 |
- 0.0243 |
- 0.2363 |
- 0.2215 |
-
-
- | 0.3 |
- 0.0351 |
- 0.0539 |
- 0.0316 |
- 0.0231 |
- 0.2207 |
- 0.2071 |
-
-
- | 0.35 |
- 0.0330 |
- 0.0500 |
- 0.0302 |
- 0.0207 |
- 0.2028 |
- 0.1897 |
-
-
- | 0.4 |
- 0.0296 |
- 0.0454 |
- 0.0289 |
- 0.0214 |
- 0.1872 |
- 0.1741 |
-
-
- | 0.45 |
- 0.0213 |
- 0.0340 |
- 0.0251 |
- 0.0193 |
- 0.1695 |
- 0.1582 |
-
-
- | 0.5 |
- 0.0194 |
- 0.0297 |
- 0.0267 |
- 0.0189 |
- 0.1518 |
- 0.1428 |
-
-
- | 0.55 |
- 0.0167 |
- 0.0240 |
- 0.0245 |
- 0.0170 |
- 0.1350 |
- 0.1273 |
-
-
- | 0.6 |
- 0.0140 |
- 0.0214 |
- 0.0267 |
- 0.0181 |
- 0.1184 |
- 0.1118 |
-
-
- | 0.65 |
- 0.0133 |
- 0.0178 |
- 0.0239 |
- 0.0171 |
- 0.0988 |
- 0.0935 |
-
-
- | 0.7 |
- 0.0111 |
- 0.0154 |
- 0.0232 |
- 0.0168 |
- 0.0817 |
- 0.0772 |
-
-
- | 0.75 |
- 0.0108 |
- 0.0127 |
- 0.0230 |
- 0.0160 |
- 0.0651 |
- 0.0617 |
-
-
- | 0.8 |
- 0.0121 |
- 0.0127 |
- 0.0235 |
- 0.0152 |
- 0.0479 |
- 0.0455 |
-
-
- | 0.85 |
- 0.0135 |
- 0.0136 |
- 0.0203 |
- 0.0127 |
- 0.0308 |
- 0.0308 |
-
-
- | 0.9 |
- 0.0148 |
- 0.0133 |
- 0.0179 |
- 0.0114 |
- 0.0132 |
- 0.0138 |
-
-
- | 0.95 |
- 0.0110 |
- 0.0090 |
- 0.0188 |
- 0.0103 |
- 0.0065 |
- 0.0056 |
-
-
- | 1.0 |
- 0.0037 |
- 0.0028 |
- 0.0143 |
- 0.0077 |
- 0.0218 |
- 0.0179 |
-
-
- | avg |
- 0.0238 |
- 0.0354 |
- 0.0264 |
- 0.0185 |
- 0.1542 |
- 0.1444 |
-
-
-
-
-
-
-
-
-
-
-## 90% positives
-> train: [0.0999424 0.9000576]
-> validation: [0.10008641 0.89991359]
-> bin_sld: 170.505s
-> mul_sld: 31.294s
-> mul_sld_gs: 380.780s
-> bin_cc: 164.518s
-> mul_cc: 20.620s
-> kfcv: 15.634s
-> ref: 13.757s
-> atc_mc: 18.010s
-> atc_ne: 18.026s
-> doc_feat: 10.161s
-> tot: 381.531s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_cc |
- mul_cc |
-
-
-
-
- | 0.0 |
- 0.0007 |
- 0.0344 |
- 0.5311 |
- 0.4681 |
-
-
- | 0.05 |
- 0.0505 |
- 0.0911 |
- 0.5065 |
- 0.4477 |
-
-
- | 0.1 |
- 0.1002 |
- 0.1437 |
- 0.4802 |
- 0.4253 |
-
-
- | 0.15 |
- 0.1469 |
- 0.1731 |
- 0.4521 |
- 0.3997 |
-
-
- | 0.2 |
- 0.1547 |
- 0.1852 |
- 0.4277 |
- 0.3787 |
-
-
- | 0.25 |
- 0.1487 |
- 0.1871 |
- 0.3987 |
- 0.3526 |
-
-
- | 0.3 |
- 0.1367 |
- 0.1780 |
- 0.3701 |
- 0.3259 |
-
-
- | 0.35 |
- 0.1300 |
- 0.1780 |
- 0.3440 |
- 0.3045 |
-
-
- | 0.4 |
- 0.1164 |
- 0.1688 |
- 0.3190 |
- 0.2821 |
-
-
- | 0.45 |
- 0.1031 |
- 0.1328 |
- 0.2886 |
- 0.2537 |
-
-
- | 0.5 |
- 0.0899 |
- 0.1178 |
- 0.2629 |
- 0.2320 |
-
-
- | 0.55 |
- 0.0780 |
- 0.0932 |
- 0.2354 |
- 0.2070 |
-
-
- | 0.6 |
- 0.0632 |
- 0.0811 |
- 0.2108 |
- 0.1862 |
-
-
- | 0.65 |
- 0.0542 |
- 0.0624 |
- 0.1795 |
- 0.1575 |
-
-
- | 0.7 |
- 0.0422 |
- 0.0456 |
- 0.1539 |
- 0.1355 |
-
-
- | 0.75 |
- 0.0311 |
- 0.0315 |
- 0.1267 |
- 0.1118 |
-
-
- | 0.8 |
- 0.0214 |
- 0.0207 |
- 0.0985 |
- 0.0863 |
-
-
- | 0.85 |
- 0.0127 |
- 0.0123 |
- 0.0730 |
- 0.0646 |
-
-
- | 0.9 |
- 0.0098 |
- 0.0098 |
- 0.0449 |
- 0.0387 |
-
-
- | 0.95 |
- 0.0075 |
- 0.0090 |
- 0.0182 |
- 0.0159 |
-
-
- | 1.0 |
- 0.0014 |
- 0.0014 |
- 0.0090 |
- 0.0083 |
-
-
- | avg |
- 0.0714 |
- 0.0932 |
- 0.2634 |
- 0.2325 |
-
-
-
-
-
-
-
-
-
-
-## avg
-### avg on train
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- bin_cc |
- mul_cc |
-
-
-
-
- | 0.0 |
- 0.0011 |
- 0.0099 |
- 0.0096 |
- 0.0150 |
- 0.1614 |
- 0.1555 |
-
-
- | 0.05 |
- 0.0223 |
- 0.0316 |
- 0.0160 |
- 0.0169 |
- 0.1538 |
- 0.1500 |
-
-
- | 0.1 |
- 0.0302 |
- 0.0393 |
- 0.0155 |
- 0.0163 |
- 0.1534 |
- 0.1507 |
-
-
- | 0.15 |
- 0.0359 |
- 0.0430 |
- 0.0168 |
- 0.0171 |
- 0.1529 |
- 0.1506 |
-
-
- | 0.2 |
- 0.0356 |
- 0.0427 |
- 0.0172 |
- 0.0179 |
- 0.1537 |
- 0.1520 |
-
-
- | 0.25 |
- 0.0340 |
- 0.0413 |
- 0.0170 |
- 0.0179 |
- 0.1539 |
- 0.1524 |
-
-
- | 0.3 |
- 0.0329 |
- 0.0442 |
- 0.0172 |
- 0.0185 |
- 0.1539 |
- 0.1523 |
-
-
- | 0.35 |
- 0.0324 |
- 0.0477 |
- 0.0193 |
- 0.0202 |
- 0.1549 |
- 0.1542 |
-
-
- | 0.4 |
- 0.0307 |
- 0.0519 |
- 0.0201 |
- 0.0219 |
- 0.1570 |
- 0.1562 |
-
-
- | 0.45 |
- 0.0294 |
- 0.0492 |
- 0.0197 |
- 0.0209 |
- 0.1560 |
- 0.1554 |
-
-
- | 0.5 |
- 0.0296 |
- 0.0508 |
- 0.0219 |
- 0.0236 |
- 0.1565 |
- 0.1563 |
-
-
- | 0.55 |
- 0.0286 |
- 0.0506 |
- 0.0211 |
- 0.0243 |
- 0.1575 |
- 0.1578 |
-
-
- | 0.6 |
- 0.0291 |
- 0.0523 |
- 0.0228 |
- 0.0259 |
- 0.1577 |
- 0.1584 |
-
-
- | 0.65 |
- 0.0293 |
- 0.0510 |
- 0.0227 |
- 0.0266 |
- 0.1571 |
- 0.1579 |
-
-
- | 0.7 |
- 0.0298 |
- 0.0507 |
- 0.0237 |
- 0.0301 |
- 0.1586 |
- 0.1597 |
-
-
- | 0.75 |
- 0.0302 |
- 0.0497 |
- 0.0239 |
- 0.0301 |
- 0.1585 |
- 0.1601 |
-
-
- | 0.8 |
- 0.0311 |
- 0.0481 |
- 0.0246 |
- 0.0316 |
- 0.1582 |
- 0.1603 |
-
-
- | 0.85 |
- 0.0330 |
- 0.0446 |
- 0.0260 |
- 0.0335 |
- 0.1597 |
- 0.1619 |
-
-
- | 0.9 |
- 0.0310 |
- 0.0391 |
- 0.0257 |
- 0.0335 |
- 0.1590 |
- 0.1611 |
-
-
- | 0.95 |
- 0.0255 |
- 0.0335 |
- 0.0273 |
- 0.0359 |
- 0.1623 |
- 0.1640 |
-
-
- | 1.0 |
- 0.0039 |
- 0.0165 |
- 0.0221 |
- 0.0357 |
- 0.1696 |
- 0.1698 |
-
-
- | avg |
- 0.0279 |
- 0.0423 |
- 0.0205 |
- 0.0244 |
- 0.1574 |
- 0.1570 |
-
-
-
-
-
-
-### avg on test
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- bin_cc |
- mul_cc |
-
-
-
-
- | 0.1 |
- 0.0482 |
- 0.1127 |
- 0.0152 |
- 0.0267 |
- 0.2864 |
- 0.2749 |
-
-
- | 0.2 |
- 0.0235 |
- 0.0445 |
- 0.0131 |
- 0.0258 |
- 0.1655 |
- 0.1597 |
-
-
- | 0.3 |
- 0.0182 |
- 0.0259 |
- 0.0274 |
- 0.0174 |
- 0.1163 |
- 0.1309 |
-
-
- | 0.4 |
- 0.0165 |
- 0.0185 |
- 0.0333 |
- 0.0313 |
- 0.1215 |
- 0.1300 |
-
-
- | 0.5 |
- 0.0149 |
- 0.0161 |
- 0.0153 |
- 0.0184 |
- 0.1147 |
- 0.1174 |
-
-
- | 0.6 |
- 0.0172 |
- 0.0155 |
- 0.0216 |
- 0.0375 |
- 0.0919 |
- 0.1097 |
-
-
- | 0.7 |
- 0.0172 |
- 0.0185 |
- 0.0117 |
- 0.0199 |
- 0.1028 |
- 0.1132 |
-
-
- | 0.8 |
- 0.0238 |
- 0.0354 |
- 0.0264 |
- 0.0185 |
- 0.1542 |
- 0.1444 |
-
-
- | 0.9 |
- 0.0714 |
- 0.0932 |
- NaN |
- NaN |
- 0.2634 |
- 0.2325 |
-
-
- | avg |
- 0.0279 |
- 0.0423 |
- 0.0205 |
- 0.0244 |
- 0.1574 |
- 0.1570 |
-
-
-
-
-
-
-### avg dataset shift
-
diff --git a/output/main/imdb_9prevs/imdb_cc_vs_other_f1.md b/output/main/imdb_9prevs/imdb_cc_vs_other_f1.md
deleted file mode 100644
index 7d1612f..0000000
--- a/output/main/imdb_9prevs/imdb_cc_vs_other_f1.md
+++ /dev/null
@@ -1,2476 +0,0 @@
-# imdb_9prevs
-
-## 10% positives
-> train: [0.89991359 0.10008641]
-> validation: [0.9000576 0.0999424]
-> bin_sld: 249.048s
-> mul_sld: 71.459s
-> mul_sld_gs: 455.993s
-> bin_pacc: 244.563s
-> mul_pacc: 43.016s
-> binmc_pacc: 240.469s
-> mulmc_pacc: 41.750s
-> binne_pacc: 236.217s
-> mulne_pacc: 34.041s
-> bin_cc: 241.914s
-> mul_cc: 40.328s
-> kfcv: 24.723s
-> ref: 18.562s
-> atc_mc: 27.491s
-> atc_ne: 25.568s
-> doc_feat: 11.526s
-> tot: 456.775s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- bin_cc |
- mul_cc |
-
-
-
-
- | 0.0 |
- 0.0555 |
- 0.0259 |
- 0.0194 |
- 0.2076 |
- 0.0134 |
- 0.0000 |
-
-
- | 0.05 |
- 0.0109 |
- 0.0225 |
- 0.0113 |
- 0.0499 |
- 0.0162 |
- 0.0240 |
-
-
- | 0.1 |
- 0.0067 |
- 0.0138 |
- 0.0089 |
- 0.0305 |
- 0.0226 |
- 0.0244 |
-
-
- | 0.15 |
- 0.0062 |
- 0.0108 |
- 0.0095 |
- 0.0247 |
- 0.0263 |
- 0.0228 |
-
-
- | 0.2 |
- 0.0037 |
- 0.0114 |
- 0.0092 |
- 0.0240 |
- 0.0281 |
- 0.0245 |
-
-
- | 0.25 |
- 0.0030 |
- 0.0143 |
- 0.0061 |
- 0.0202 |
- 0.0298 |
- 0.0246 |
-
-
- | 0.3 |
- 0.0023 |
- 0.0192 |
- 0.0071 |
- 0.0217 |
- 0.0314 |
- 0.0266 |
-
-
- | 0.35 |
- 0.0029 |
- 0.0214 |
- 0.0062 |
- 0.0202 |
- 0.0315 |
- 0.0248 |
-
-
- | 0.4 |
- 0.0024 |
- 0.0217 |
- 0.0049 |
- 0.0174 |
- 0.0298 |
- 0.0230 |
-
-
- | 0.45 |
- 0.0033 |
- 0.0250 |
- 0.0065 |
- 0.0181 |
- 0.0329 |
- 0.0257 |
-
-
- | 0.5 |
- 0.0035 |
- 0.0259 |
- 0.0072 |
- 0.0218 |
- 0.0340 |
- 0.0264 |
-
-
- | 0.55 |
- 0.0028 |
- 0.0238 |
- 0.0064 |
- 0.0180 |
- 0.0316 |
- 0.0239 |
-
-
- | 0.6 |
- 0.0034 |
- 0.0247 |
- 0.0058 |
- 0.0192 |
- 0.0326 |
- 0.0248 |
-
-
- | 0.65 |
- 0.0036 |
- 0.0246 |
- 0.0072 |
- 0.0174 |
- 0.0329 |
- 0.0247 |
-
-
- | 0.7 |
- 0.0033 |
- 0.0239 |
- 0.0060 |
- 0.0180 |
- 0.0319 |
- 0.0239 |
-
-
- | 0.75 |
- 0.0031 |
- 0.0255 |
- 0.0050 |
- 0.0175 |
- 0.0339 |
- 0.0255 |
-
-
- | 0.8 |
- 0.0031 |
- 0.0242 |
- 0.0057 |
- 0.0173 |
- 0.0323 |
- 0.0242 |
-
-
- | 0.85 |
- 0.0030 |
- 0.0239 |
- 0.0056 |
- 0.0172 |
- 0.0321 |
- 0.0240 |
-
-
- | 0.9 |
- 0.0029 |
- 0.0255 |
- 0.0062 |
- 0.0186 |
- 0.0342 |
- 0.0256 |
-
-
- | 0.95 |
- 0.0015 |
- 0.0223 |
- 0.0046 |
- 0.0187 |
- 0.0332 |
- 0.0246 |
-
-
- | 1.0 |
- 0.0001 |
- 0.0208 |
- 0.0046 |
- 0.0180 |
- 0.0327 |
- 0.0246 |
-
-
- | avg |
- 0.0061 |
- 0.0215 |
- 0.0073 |
- 0.0303 |
- 0.0297 |
- 0.0234 |
-
-
-
-
-
-
-
-
-
-
-## 20% positives
-> train: [0.7999712 0.2000288]
-> validation: [0.7999712 0.2000288]
-> bin_sld: 312.036s
-> mul_sld: 63.355s
-> bin_sld_gs: 1039.328s
-> mul_sld_gs: 562.297s
-> bin_sld_gsq: 402.075s
-> bin_pacc: 297.187s
-> mul_pacc: 36.589s
-> binmc_pacc: 296.718s
-> mulmc_pacc: 36.777s
-> binne_pacc: 285.556s
-> mulne_pacc: 47.832s
-> bin_pacc_gs: 636.796s
-> mul_pacc_gs: 141.445s
-> bin_cc: 293.873s
-> mul_cc: 46.722s
-> kfcv: 30.476s
-> ref: 26.348s
-> atc_mc: 22.299s
-> atc_ne: 41.782s
-> doc_feat: 11.276s
-> tot: 1040.077s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- bin_cc |
- mul_cc |
-
-
-
-
- | 0.0 |
- 0.1705 |
- 0.3756 |
- 0.3041 |
- 0.5277 |
- 0.2207 |
- 0.2159 |
-
-
- | 0.05 |
- 0.2206 |
- 0.1554 |
- 0.1646 |
- 0.1447 |
- 0.0471 |
- 0.0498 |
-
-
- | 0.1 |
- 0.1383 |
- 0.1079 |
- 0.0968 |
- 0.0978 |
- 0.0816 |
- 0.0585 |
-
-
- | 0.15 |
- 0.0971 |
- 0.1115 |
- 0.0725 |
- 0.0792 |
- 0.1063 |
- 0.0846 |
-
-
- | 0.2 |
- 0.0581 |
- 0.0995 |
- 0.0513 |
- 0.0705 |
- 0.1220 |
- 0.0921 |
-
-
- | 0.25 |
- 0.0336 |
- 0.0906 |
- 0.0373 |
- 0.0634 |
- 0.1308 |
- 0.1044 |
-
-
- | 0.3 |
- 0.0298 |
- 0.0919 |
- 0.0274 |
- 0.0634 |
- 0.1383 |
- 0.1085 |
-
-
- | 0.35 |
- 0.0205 |
- 0.1001 |
- 0.0280 |
- 0.0672 |
- 0.1451 |
- 0.1158 |
-
-
- | 0.4 |
- 0.0178 |
- 0.1043 |
- 0.0272 |
- 0.0673 |
- 0.1496 |
- 0.1178 |
-
-
- | 0.45 |
- 0.0208 |
- 0.0928 |
- 0.0235 |
- 0.0588 |
- 0.1525 |
- 0.1220 |
-
-
- | 0.5 |
- 0.0133 |
- 0.0907 |
- 0.0171 |
- 0.0559 |
- 0.1543 |
- 0.1239 |
-
-
- | 0.55 |
- 0.0134 |
- 0.0953 |
- 0.0170 |
- 0.0598 |
- 0.1573 |
- 0.1268 |
-
-
- | 0.6 |
- 0.0170 |
- 0.0957 |
- 0.0165 |
- 0.0575 |
- 0.1575 |
- 0.1263 |
-
-
- | 0.65 |
- 0.0150 |
- 0.0953 |
- 0.0121 |
- 0.0554 |
- 0.1592 |
- 0.1288 |
-
-
- | 0.7 |
- 0.0227 |
- 0.0971 |
- 0.0137 |
- 0.0586 |
- 0.1630 |
- 0.1297 |
-
-
- | 0.75 |
- 0.0181 |
- 0.0909 |
- 0.0106 |
- 0.0493 |
- 0.1639 |
- 0.1315 |
-
-
- | 0.8 |
- 0.0222 |
- 0.0969 |
- 0.0106 |
- 0.0562 |
- 0.1639 |
- 0.1308 |
-
-
- | 0.85 |
- 0.0215 |
- 0.0968 |
- 0.0094 |
- 0.0560 |
- 0.1649 |
- 0.1314 |
-
-
- | 0.9 |
- 0.0218 |
- 0.0976 |
- 0.0100 |
- 0.0575 |
- 0.1641 |
- 0.1316 |
-
-
- | 0.95 |
- 0.0193 |
- 0.0958 |
- 0.0079 |
- 0.0551 |
- 0.1671 |
- 0.1353 |
-
-
- | 1.0 |
- 0.0027 |
- 0.1049 |
- 0.0073 |
- 0.0561 |
- 0.1665 |
- 0.1327 |
-
-
- | avg |
- 0.0473 |
- 0.1136 |
- 0.0459 |
- 0.0885 |
- 0.1465 |
- 0.1190 |
-
-
-
-
-
-
-
-
-
-
-## 30% positives
-> train: [0.7000288 0.2999712]
-> validation: [0.7000288 0.2999712]
-> bin_sld: 302.903s
-> mul_sld: 59.883s
-> bin_sld_gs: 1013.188s
-> mul_sld_gs: 556.087s
-> bin_sld_gsq: 413.115s
-> bin_pacc: 294.712s
-> mul_pacc: 45.954s
-> binmc_pacc: 300.950s
-> mulmc_pacc: 45.939s
-> binne_pacc: 289.350s
-> mulne_pacc: 38.137s
-> bin_pacc_gs: 643.072s
-> mul_pacc_gs: 149.582s
-> bin_cc: 298.684s
-> mul_cc: 43.908s
-> kfcv: 37.403s
-> ref: 28.756s
-> atc_mc: 39.420s
-> atc_ne: 24.347s
-> doc_feat: 22.815s
-> tot: 1014.314s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- bin_cc |
- mul_cc |
-
-
-
-
- | 0.0 |
- 0.0199 |
- 0.1538 |
- 0.1919 |
- 0.5442 |
- 0.5751 |
- 0.6815 |
-
-
- | 0.05 |
- 0.1334 |
- 0.1346 |
- 0.0921 |
- 0.1161 |
- 0.1355 |
- 0.1999 |
-
-
- | 0.1 |
- 0.1017 |
- 0.1009 |
- 0.0642 |
- 0.0682 |
- 0.1198 |
- 0.1679 |
-
-
- | 0.15 |
- 0.0725 |
- 0.0709 |
- 0.0519 |
- 0.0455 |
- 0.1190 |
- 0.1565 |
-
-
- | 0.2 |
- 0.0540 |
- 0.0505 |
- 0.0436 |
- 0.0373 |
- 0.1153 |
- 0.1502 |
-
-
- | 0.25 |
- 0.0482 |
- 0.0407 |
- 0.0459 |
- 0.0330 |
- 0.1187 |
- 0.1476 |
-
-
- | 0.3 |
- 0.0381 |
- 0.0344 |
- 0.0357 |
- 0.0283 |
- 0.1194 |
- 0.1461 |
-
-
- | 0.35 |
- 0.0316 |
- 0.0271 |
- 0.0467 |
- 0.0287 |
- 0.1232 |
- 0.1481 |
-
-
- | 0.4 |
- 0.0235 |
- 0.0233 |
- 0.0430 |
- 0.0253 |
- 0.1264 |
- 0.1492 |
-
-
- | 0.45 |
- 0.0197 |
- 0.0219 |
- 0.0389 |
- 0.0234 |
- 0.1262 |
- 0.1474 |
-
-
- | 0.5 |
- 0.0177 |
- 0.0237 |
- 0.0388 |
- 0.0250 |
- 0.1272 |
- 0.1474 |
-
-
- | 0.55 |
- 0.0158 |
- 0.0225 |
- 0.0396 |
- 0.0216 |
- 0.1293 |
- 0.1480 |
-
-
- | 0.6 |
- 0.0117 |
- 0.0243 |
- 0.0379 |
- 0.0203 |
- 0.1274 |
- 0.1444 |
-
-
- | 0.65 |
- 0.0123 |
- 0.0249 |
- 0.0381 |
- 0.0218 |
- 0.1284 |
- 0.1454 |
-
-
- | 0.7 |
- 0.0172 |
- 0.0314 |
- 0.0419 |
- 0.0246 |
- 0.1301 |
- 0.1460 |
-
-
- | 0.75 |
- 0.0144 |
- 0.0311 |
- 0.0377 |
- 0.0204 |
- 0.1307 |
- 0.1463 |
-
-
- | 0.8 |
- 0.0153 |
- 0.0318 |
- 0.0388 |
- 0.0219 |
- 0.1291 |
- 0.1453 |
-
-
- | 0.85 |
- 0.0166 |
- 0.0353 |
- 0.0401 |
- 0.0211 |
- 0.1302 |
- 0.1453 |
-
-
- | 0.9 |
- 0.0173 |
- 0.0352 |
- 0.0396 |
- 0.0217 |
- 0.1302 |
- 0.1441 |
-
-
- | 0.95 |
- 0.0172 |
- 0.0348 |
- 0.0375 |
- 0.0186 |
- 0.1317 |
- 0.1464 |
-
-
- | 1.0 |
- 0.0025 |
- 0.0182 |
- 0.0345 |
- 0.0194 |
- 0.1312 |
- 0.1445 |
-
-
- | avg |
- 0.0334 |
- 0.0462 |
- 0.0514 |
- 0.0565 |
- 0.1478 |
- 0.1761 |
-
-
-
-
-
-
-
-
-
-
-## 40% positives
-> train: [0.5999424 0.4000576]
-> validation: [0.60008641 0.39991359]
-> bin_sld: 298.351s
-> mul_sld: 51.270s
-> bin_sld_gs: 1033.280s
-> mul_sld_gs: 546.452s
-> bin_sld_gsq: 421.394s
-> bin_pacc: 298.508s
-> mul_pacc: 34.186s
-> binmc_pacc: 289.145s
-> mulmc_pacc: 42.455s
-> binne_pacc: 296.554s
-> mulne_pacc: 45.269s
-> bin_pacc_gs: 645.096s
-> mul_pacc_gs: 145.337s
-> bin_cc: 300.133s
-> mul_cc: 42.690s
-> kfcv: 36.406s
-> ref: 22.353s
-> atc_mc: 38.798s
-> atc_ne: 34.811s
-> doc_feat: 13.850s
-> tot: 1034.124s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- bin_cc |
- mul_cc |
-
-
-
-
- | 0.0 |
- 0.0071 |
- 0.0516 |
- 0.0586 |
- 0.0153 |
- 0.9221 |
- 0.9554 |
-
-
- | 0.05 |
- 0.1082 |
- 0.0865 |
- 0.0793 |
- 0.1568 |
- 0.4160 |
- 0.4420 |
-
-
- | 0.1 |
- 0.0651 |
- 0.0651 |
- 0.0586 |
- 0.0883 |
- 0.2956 |
- 0.3130 |
-
-
- | 0.15 |
- 0.0558 |
- 0.0545 |
- 0.0570 |
- 0.0723 |
- 0.2339 |
- 0.2498 |
-
-
- | 0.2 |
- 0.0451 |
- 0.0465 |
- 0.0482 |
- 0.0566 |
- 0.1983 |
- 0.2126 |
-
-
- | 0.25 |
- 0.0353 |
- 0.0394 |
- 0.0394 |
- 0.0466 |
- 0.1782 |
- 0.1910 |
-
-
- | 0.3 |
- 0.0367 |
- 0.0400 |
- 0.0391 |
- 0.0447 |
- 0.1632 |
- 0.1748 |
-
-
- | 0.35 |
- 0.0286 |
- 0.0280 |
- 0.0441 |
- 0.0478 |
- 0.1513 |
- 0.1625 |
-
-
- | 0.4 |
- 0.0237 |
- 0.0234 |
- 0.0428 |
- 0.0459 |
- 0.1461 |
- 0.1568 |
-
-
- | 0.45 |
- 0.0243 |
- 0.0224 |
- 0.0395 |
- 0.0414 |
- 0.1360 |
- 0.1468 |
-
-
- | 0.5 |
- 0.0237 |
- 0.0202 |
- 0.0421 |
- 0.0429 |
- 0.1303 |
- 0.1404 |
-
-
- | 0.55 |
- 0.0190 |
- 0.0172 |
- 0.0375 |
- 0.0380 |
- 0.1287 |
- 0.1382 |
-
-
- | 0.6 |
- 0.0161 |
- 0.0146 |
- 0.0403 |
- 0.0390 |
- 0.1220 |
- 0.1317 |
-
-
- | 0.65 |
- 0.0132 |
- 0.0126 |
- 0.0392 |
- 0.0389 |
- 0.1185 |
- 0.1274 |
-
-
- | 0.7 |
- 0.0132 |
- 0.0131 |
- 0.0398 |
- 0.0374 |
- 0.1180 |
- 0.1269 |
-
-
- | 0.75 |
- 0.0117 |
- 0.0135 |
- 0.0393 |
- 0.0377 |
- 0.1135 |
- 0.1230 |
-
-
- | 0.8 |
- 0.0109 |
- 0.0136 |
- 0.0381 |
- 0.0361 |
- 0.1111 |
- 0.1205 |
-
-
- | 0.85 |
- 0.0117 |
- 0.0165 |
- 0.0396 |
- 0.0372 |
- 0.1097 |
- 0.1181 |
-
-
- | 0.9 |
- 0.0115 |
- 0.0160 |
- 0.0370 |
- 0.0343 |
- 0.1072 |
- 0.1156 |
-
-
- | 0.95 |
- 0.0123 |
- 0.0176 |
- 0.0377 |
- 0.0349 |
- 0.1067 |
- 0.1152 |
-
-
- | 1.0 |
- 0.0024 |
- 0.0071 |
- 0.0296 |
- 0.0343 |
- 0.1043 |
- 0.1127 |
-
-
- | avg |
- 0.0274 |
- 0.0295 |
- 0.0441 |
- 0.0489 |
- 0.1957 |
- 0.2083 |
-
-
-
-
-
-
-
-
-
-
-## 50% positives
-> train: [0.5 0.5]
-> validation: [0.5 0.5]
-> bin_sld: 303.489s
-> mul_sld: 50.183s
-> bin_sld_gs: 1015.361s
-> mul_sld_gs: 552.539s
-> bin_sld_gsq: 418.096s
-> bin_pacc: 296.283s
-> mul_pacc: 32.547s
-> binmc_pacc: 299.487s
-> mulmc_pacc: 40.506s
-> binne_pacc: 293.984s
-> mulne_pacc: 39.974s
-> bin_pacc_gs: 643.158s
-> mul_pacc_gs: 146.732s
-> bin_cc: 292.672s
-> mul_cc: 37.348s
-> kfcv: 29.093s
-> ref: 16.306s
-> atc_mc: 25.874s
-> atc_ne: 28.890s
-> doc_feat: 11.601s
-> tot: 1016.064s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- bin_cc |
- mul_cc |
-
-
-
-
- | 0.0 |
- 0.0041 |
- 0.0125 |
- 0.0727 |
- 0.0999 |
- 0.9337 |
- 0.9449 |
-
-
- | 0.05 |
- 0.0882 |
- 0.0677 |
- 0.0546 |
- 0.0591 |
- 0.5598 |
- 0.5671 |
-
-
- | 0.1 |
- 0.0510 |
- 0.0458 |
- 0.0370 |
- 0.0421 |
- 0.3957 |
- 0.4030 |
-
-
- | 0.15 |
- 0.0382 |
- 0.0377 |
- 0.0356 |
- 0.0352 |
- 0.3037 |
- 0.3095 |
-
-
- | 0.2 |
- 0.0273 |
- 0.0326 |
- 0.0294 |
- 0.0293 |
- 0.2480 |
- 0.2531 |
-
-
- | 0.25 |
- 0.0250 |
- 0.0272 |
- 0.0237 |
- 0.0241 |
- 0.2082 |
- 0.2135 |
-
-
- | 0.3 |
- 0.0259 |
- 0.0302 |
- 0.0223 |
- 0.0237 |
- 0.1783 |
- 0.1820 |
-
-
- | 0.35 |
- 0.0220 |
- 0.0248 |
- 0.0221 |
- 0.0194 |
- 0.1560 |
- 0.1606 |
-
-
- | 0.4 |
- 0.0192 |
- 0.0225 |
- 0.0185 |
- 0.0191 |
- 0.1407 |
- 0.1445 |
-
-
- | 0.45 |
- 0.0197 |
- 0.0245 |
- 0.0163 |
- 0.0169 |
- 0.1256 |
- 0.1285 |
-
-
- | 0.5 |
- 0.0183 |
- 0.0193 |
- 0.0179 |
- 0.0194 |
- 0.1138 |
- 0.1158 |
-
-
- | 0.55 |
- 0.0174 |
- 0.0203 |
- 0.0160 |
- 0.0188 |
- 0.1048 |
- 0.1073 |
-
-
- | 0.6 |
- 0.0170 |
- 0.0191 |
- 0.0151 |
- 0.0184 |
- 0.0967 |
- 0.0991 |
-
-
- | 0.65 |
- 0.0159 |
- 0.0172 |
- 0.0135 |
- 0.0157 |
- 0.0882 |
- 0.0905 |
-
-
- | 0.7 |
- 0.0129 |
- 0.0124 |
- 0.0119 |
- 0.0169 |
- 0.0835 |
- 0.0854 |
-
-
- | 0.75 |
- 0.0133 |
- 0.0117 |
- 0.0124 |
- 0.0182 |
- 0.0765 |
- 0.0784 |
-
-
- | 0.8 |
- 0.0116 |
- 0.0100 |
- 0.0114 |
- 0.0172 |
- 0.0721 |
- 0.0737 |
-
-
- | 0.85 |
- 0.0105 |
- 0.0081 |
- 0.0104 |
- 0.0175 |
- 0.0682 |
- 0.0700 |
-
-
- | 0.9 |
- 0.0081 |
- 0.0060 |
- 0.0091 |
- 0.0158 |
- 0.0636 |
- 0.0648 |
-
-
- | 0.95 |
- 0.0094 |
- 0.0080 |
- 0.0081 |
- 0.0185 |
- 0.0603 |
- 0.0621 |
-
-
- | 1.0 |
- 0.0036 |
- 0.0043 |
- 0.0064 |
- 0.0168 |
- 0.0574 |
- 0.0585 |
-
-
- | avg |
- 0.0218 |
- 0.0220 |
- 0.0221 |
- 0.0268 |
- 0.1969 |
- 0.2006 |
-
-
-
-
-
-
-
-
-
-
-## 60% positives
-> train: [0.39991359 0.60008641]
-> validation: [0.4000576 0.5999424]
-> bin_sld: 296.102s
-> mul_sld: 56.083s
-> bin_sld_gs: 1060.976s
-> mul_sld_gs: 551.619s
-> bin_sld_gsq: 425.664s
-> bin_pacc: 293.321s
-> mul_pacc: 44.690s
-> binmc_pacc: 296.400s
-> mulmc_pacc: 38.640s
-> binne_pacc: 288.195s
-> mulne_pacc: 44.768s
-> bin_pacc_gs: 645.660s
-> mul_pacc_gs: 146.232s
-> bin_cc: 299.198s
-> mul_cc: 41.642s
-> kfcv: 21.885s
-> ref: 26.261s
-> atc_mc: 37.391s
-> atc_ne: 35.750s
-> doc_feat: 19.963s
-> tot: 1061.773s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- bin_cc |
- mul_cc |
-
-
-
-
- | 0.0 |
- 0.0004 |
- 0.0002 |
- 0.0129 |
- 0.0047 |
- 0.7988 |
- 0.8471 |
-
-
- | 0.05 |
- 0.1371 |
- 0.1108 |
- 0.0626 |
- 0.1122 |
- 0.5483 |
- 0.5897 |
-
-
- | 0.1 |
- 0.1027 |
- 0.0815 |
- 0.0488 |
- 0.0845 |
- 0.4075 |
- 0.4428 |
-
-
- | 0.15 |
- 0.0826 |
- 0.0628 |
- 0.0454 |
- 0.0760 |
- 0.3101 |
- 0.3408 |
-
-
- | 0.2 |
- 0.0571 |
- 0.0464 |
- 0.0374 |
- 0.0646 |
- 0.2507 |
- 0.2790 |
-
-
- | 0.25 |
- 0.0429 |
- 0.0326 |
- 0.0320 |
- 0.0543 |
- 0.2052 |
- 0.2291 |
-
-
- | 0.3 |
- 0.0315 |
- 0.0276 |
- 0.0275 |
- 0.0490 |
- 0.1695 |
- 0.1915 |
-
-
- | 0.35 |
- 0.0309 |
- 0.0261 |
- 0.0292 |
- 0.0504 |
- 0.1405 |
- 0.1617 |
-
-
- | 0.4 |
- 0.0235 |
- 0.0205 |
- 0.0257 |
- 0.0469 |
- 0.1211 |
- 0.1396 |
-
-
- | 0.45 |
- 0.0180 |
- 0.0172 |
- 0.0230 |
- 0.0398 |
- 0.1008 |
- 0.1179 |
-
-
- | 0.5 |
- 0.0189 |
- 0.0175 |
- 0.0246 |
- 0.0403 |
- 0.0854 |
- 0.1014 |
-
-
- | 0.55 |
- 0.0150 |
- 0.0150 |
- 0.0204 |
- 0.0366 |
- 0.0719 |
- 0.0877 |
-
-
- | 0.6 |
- 0.0152 |
- 0.0151 |
- 0.0206 |
- 0.0362 |
- 0.0624 |
- 0.0762 |
-
-
- | 0.65 |
- 0.0144 |
- 0.0148 |
- 0.0172 |
- 0.0311 |
- 0.0521 |
- 0.0651 |
-
-
- | 0.7 |
- 0.0140 |
- 0.0111 |
- 0.0189 |
- 0.0345 |
- 0.0429 |
- 0.0551 |
-
-
- | 0.75 |
- 0.0139 |
- 0.0104 |
- 0.0169 |
- 0.0317 |
- 0.0357 |
- 0.0471 |
-
-
- | 0.8 |
- 0.0129 |
- 0.0113 |
- 0.0143 |
- 0.0282 |
- 0.0284 |
- 0.0398 |
-
-
- | 0.85 |
- 0.0124 |
- 0.0083 |
- 0.0136 |
- 0.0277 |
- 0.0251 |
- 0.0346 |
-
-
- | 0.9 |
- 0.0112 |
- 0.0065 |
- 0.0126 |
- 0.0254 |
- 0.0176 |
- 0.0273 |
-
-
- | 0.95 |
- 0.0130 |
- 0.0063 |
- 0.0137 |
- 0.0269 |
- 0.0130 |
- 0.0217 |
-
-
- | 1.0 |
- 0.0060 |
- 0.0040 |
- 0.0115 |
- 0.0251 |
- 0.0089 |
- 0.0175 |
-
-
- | avg |
- 0.0321 |
- 0.0260 |
- 0.0252 |
- 0.0441 |
- 0.1665 |
- 0.1863 |
-
-
-
-
-
-
-
-
-
-
-## 70% positives
-> train: [0.2999712 0.7000288]
-> validation: [0.2999712 0.7000288]
-> bin_sld: 303.930s
-> mul_sld: 40.110s
-> bin_sld_gs: 1015.962s
-> mul_sld_gs: 557.286s
-> bin_sld_gsq: 414.452s
-> bin_pacc: 292.176s
-> mul_pacc: 47.800s
-> binmc_pacc: 302.570s
-> mulmc_pacc: 44.408s
-> binne_pacc: 293.019s
-> mulne_pacc: 43.783s
-> bin_pacc_gs: 648.943s
-> mul_pacc_gs: 150.210s
-> bin_cc: 288.613s
-> mul_cc: 38.672s
-> kfcv: 32.153s
-> ref: 34.374s
-> atc_mc: 38.938s
-> atc_ne: 40.313s
-> doc_feat: 20.243s
-> tot: 1016.774s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- bin_cc |
- mul_cc |
-
-
-
-
- | 0.0 |
- 0.0003 |
- 0.0000 |
- 0.0208 |
- 0.0112 |
- 0.6847 |
- 0.7141 |
-
-
- | 0.05 |
- 0.1263 |
- 0.1132 |
- 0.0385 |
- 0.0461 |
- 0.5279 |
- 0.5515 |
-
-
- | 0.1 |
- 0.1016 |
- 0.0917 |
- 0.0319 |
- 0.0378 |
- 0.4199 |
- 0.4410 |
-
-
- | 0.15 |
- 0.0849 |
- 0.0747 |
- 0.0258 |
- 0.0342 |
- 0.3348 |
- 0.3545 |
-
-
- | 0.2 |
- 0.0645 |
- 0.0551 |
- 0.0256 |
- 0.0309 |
- 0.2742 |
- 0.2926 |
-
-
- | 0.25 |
- 0.0489 |
- 0.0408 |
- 0.0192 |
- 0.0267 |
- 0.2264 |
- 0.2426 |
-
-
- | 0.3 |
- 0.0369 |
- 0.0297 |
- 0.0165 |
- 0.0226 |
- 0.1881 |
- 0.2020 |
-
-
- | 0.35 |
- 0.0350 |
- 0.0281 |
- 0.0145 |
- 0.0245 |
- 0.1562 |
- 0.1693 |
-
-
- | 0.4 |
- 0.0265 |
- 0.0233 |
- 0.0139 |
- 0.0246 |
- 0.1320 |
- 0.1439 |
-
-
- | 0.45 |
- 0.0191 |
- 0.0173 |
- 0.0131 |
- 0.0194 |
- 0.1098 |
- 0.1209 |
-
-
- | 0.5 |
- 0.0165 |
- 0.0158 |
- 0.0121 |
- 0.0202 |
- 0.0911 |
- 0.1004 |
-
-
- | 0.55 |
- 0.0133 |
- 0.0126 |
- 0.0100 |
- 0.0197 |
- 0.0738 |
- 0.0833 |
-
-
- | 0.6 |
- 0.0098 |
- 0.0111 |
- 0.0083 |
- 0.0182 |
- 0.0613 |
- 0.0699 |
-
-
- | 0.65 |
- 0.0109 |
- 0.0136 |
- 0.0098 |
- 0.0172 |
- 0.0479 |
- 0.0555 |
-
-
- | 0.7 |
- 0.0080 |
- 0.0089 |
- 0.0075 |
- 0.0197 |
- 0.0358 |
- 0.0433 |
-
-
- | 0.75 |
- 0.0082 |
- 0.0085 |
- 0.0069 |
- 0.0178 |
- 0.0276 |
- 0.0349 |
-
-
- | 0.8 |
- 0.0086 |
- 0.0104 |
- 0.0073 |
- 0.0164 |
- 0.0188 |
- 0.0252 |
-
-
- | 0.85 |
- 0.0088 |
- 0.0097 |
- 0.0080 |
- 0.0174 |
- 0.0117 |
- 0.0178 |
-
-
- | 0.9 |
- 0.0083 |
- 0.0089 |
- 0.0080 |
- 0.0155 |
- 0.0055 |
- 0.0101 |
-
-
- | 0.95 |
- 0.0070 |
- 0.0047 |
- 0.0116 |
- 0.0179 |
- 0.0038 |
- 0.0037 |
-
-
- | 1.0 |
- 0.0017 |
- 0.0019 |
- 0.0092 |
- 0.0174 |
- 0.0079 |
- 0.0038 |
-
-
- | avg |
- 0.0307 |
- 0.0276 |
- 0.0152 |
- 0.0227 |
- 0.1638 |
- 0.1752 |
-
-
-
-
-
-
-
-
-
-
-## 80% positives
-> train: [0.2000288 0.7999712]
-> validation: [0.2000288 0.7999712]
-> bin_sld: 302.697s
-> mul_sld: 51.427s
-> bin_sld_gs: 1033.432s
-> mul_sld_gs: 553.840s
-> bin_sld_gsq: 405.825s
-> bin_pacc: 296.888s
-> mul_pacc: 34.390s
-> binmc_pacc: 300.681s
-> mulmc_pacc: 44.972s
-> binne_pacc: 284.115s
-> mulne_pacc: 37.204s
-> bin_pacc_gs: 637.277s
-> mul_pacc_gs: 146.708s
-> bin_cc: 297.171s
-> mul_cc: 42.941s
-> kfcv: 27.967s
-> ref: 32.469s
-> atc_mc: 22.965s
-> atc_ne: 39.769s
-> doc_feat: 19.964s
-> tot: 1034.198s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- bin_cc |
- mul_cc |
-
-
-
-
- | 0.0 |
- 0.0002 |
- 0.0000 |
- 0.0556 |
- 0.0701 |
- 0.6701 |
- 0.6631 |
-
-
- | 0.05 |
- 0.1273 |
- 0.1196 |
- 0.0345 |
- 0.0436 |
- 0.5580 |
- 0.5515 |
-
-
- | 0.1 |
- 0.1246 |
- 0.1176 |
- 0.0310 |
- 0.0399 |
- 0.4724 |
- 0.4654 |
-
-
- | 0.15 |
- 0.1053 |
- 0.1040 |
- 0.0216 |
- 0.0251 |
- 0.3993 |
- 0.3923 |
-
-
- | 0.2 |
- 0.0819 |
- 0.0836 |
- 0.0241 |
- 0.0277 |
- 0.3412 |
- 0.3351 |
-
-
- | 0.25 |
- 0.0665 |
- 0.0700 |
- 0.0218 |
- 0.0228 |
- 0.2886 |
- 0.2825 |
-
-
- | 0.3 |
- 0.0501 |
- 0.0545 |
- 0.0195 |
- 0.0189 |
- 0.2478 |
- 0.2422 |
-
-
- | 0.35 |
- 0.0427 |
- 0.0472 |
- 0.0186 |
- 0.0160 |
- 0.2108 |
- 0.2050 |
-
-
- | 0.4 |
- 0.0341 |
- 0.0391 |
- 0.0186 |
- 0.0160 |
- 0.1806 |
- 0.1743 |
-
-
- | 0.45 |
- 0.0230 |
- 0.0272 |
- 0.0156 |
- 0.0139 |
- 0.1527 |
- 0.1474 |
-
-
- | 0.5 |
- 0.0192 |
- 0.0220 |
- 0.0168 |
- 0.0132 |
- 0.1280 |
- 0.1241 |
-
-
- | 0.55 |
- 0.0150 |
- 0.0169 |
- 0.0154 |
- 0.0113 |
- 0.1069 |
- 0.1035 |
-
-
- | 0.6 |
- 0.0115 |
- 0.0138 |
- 0.0160 |
- 0.0108 |
- 0.0883 |
- 0.0854 |
-
-
- | 0.65 |
- 0.0102 |
- 0.0118 |
- 0.0148 |
- 0.0109 |
- 0.0697 |
- 0.0675 |
-
-
- | 0.7 |
- 0.0080 |
- 0.0095 |
- 0.0141 |
- 0.0104 |
- 0.0546 |
- 0.0526 |
-
-
- | 0.75 |
- 0.0070 |
- 0.0072 |
- 0.0136 |
- 0.0093 |
- 0.0413 |
- 0.0398 |
-
-
- | 0.8 |
- 0.0073 |
- 0.0076 |
- 0.0135 |
- 0.0088 |
- 0.0289 |
- 0.0279 |
-
-
- | 0.85 |
- 0.0076 |
- 0.0079 |
- 0.0114 |
- 0.0071 |
- 0.0176 |
- 0.0179 |
-
-
- | 0.9 |
- 0.0079 |
- 0.0074 |
- 0.0097 |
- 0.0061 |
- 0.0072 |
- 0.0076 |
-
-
- | 0.95 |
- 0.0057 |
- 0.0047 |
- 0.0099 |
- 0.0054 |
- 0.0035 |
- 0.0030 |
-
-
- | 1.0 |
- 0.0018 |
- 0.0014 |
- 0.0072 |
- 0.0039 |
- 0.0111 |
- 0.0091 |
-
-
- | avg |
- 0.0360 |
- 0.0368 |
- 0.0192 |
- 0.0186 |
- 0.1942 |
- 0.1903 |
-
-
-
-
-
-
-
-
-
-
-## 90% positives
-> train: [0.0999424 0.9000576]
-> validation: [0.10008641 0.89991359]
-> bin_sld: 170.505s
-> mul_sld: 31.294s
-> mul_sld_gs: 380.780s
-> bin_cc: 164.518s
-> mul_cc: 20.620s
-> kfcv: 15.634s
-> ref: 13.757s
-> atc_mc: 18.010s
-> atc_ne: 18.026s
-> doc_feat: 10.161s
-> tot: 381.531s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_cc |
- mul_cc |
-
-
-
-
- | 0.0 |
- 0.0001 |
- 0.0000 |
- 0.7245 |
- 0.6929 |
-
-
- | 0.05 |
- 0.1008 |
- 0.1010 |
- 0.6428 |
- 0.6128 |
-
-
- | 0.1 |
- 0.1910 |
- 0.1895 |
- 0.5699 |
- 0.5420 |
-
-
- | 0.15 |
- 0.2661 |
- 0.2388 |
- 0.5041 |
- 0.4773 |
-
-
- | 0.2 |
- 0.2564 |
- 0.2559 |
- 0.4481 |
- 0.4231 |
-
-
- | 0.25 |
- 0.2231 |
- 0.2454 |
- 0.3944 |
- 0.3707 |
-
-
- | 0.3 |
- 0.1857 |
- 0.2215 |
- 0.3465 |
- 0.3238 |
-
-
- | 0.35 |
- 0.1615 |
- 0.2125 |
- 0.3049 |
- 0.2846 |
-
-
- | 0.4 |
- 0.1319 |
- 0.1868 |
- 0.2680 |
- 0.2492 |
-
-
- | 0.45 |
- 0.1072 |
- 0.1287 |
- 0.2311 |
- 0.2132 |
-
-
- | 0.5 |
- 0.0860 |
- 0.1060 |
- 0.2003 |
- 0.1845 |
-
-
- | 0.55 |
- 0.0690 |
- 0.0759 |
- 0.1711 |
- 0.1566 |
-
-
- | 0.6 |
- 0.0519 |
- 0.0623 |
- 0.1461 |
- 0.1336 |
-
-
- | 0.65 |
- 0.0414 |
- 0.0441 |
- 0.1193 |
- 0.1082 |
-
-
- | 0.7 |
- 0.0301 |
- 0.0297 |
- 0.0979 |
- 0.0885 |
-
-
- | 0.75 |
- 0.0208 |
- 0.0194 |
- 0.0773 |
- 0.0697 |
-
-
- | 0.8 |
- 0.0134 |
- 0.0122 |
- 0.0577 |
- 0.0515 |
-
-
- | 0.85 |
- 0.0075 |
- 0.0070 |
- 0.0410 |
- 0.0368 |
-
-
- | 0.9 |
- 0.0054 |
- 0.0054 |
- 0.0243 |
- 0.0212 |
-
-
- | 0.95 |
- 0.0039 |
- 0.0047 |
- 0.0095 |
- 0.0083 |
-
-
- | 1.0 |
- 0.0007 |
- 0.0007 |
- 0.0045 |
- 0.0041 |
-
-
- | avg |
- 0.0930 |
- 0.1023 |
- 0.2563 |
- 0.2406 |
-
-
-
-
-
-
-
-
-
-
-## avg
-### avg on train
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- bin_cc |
- mul_cc |
-
-
-
-
- | 0.0 |
- 0.0287 |
- 0.0689 |
- 0.0920 |
- 0.1851 |
- 0.6159 |
- 0.6350 |
-
-
- | 0.05 |
- 0.1170 |
- 0.1012 |
- 0.0672 |
- 0.0911 |
- 0.3835 |
- 0.3987 |
-
-
- | 0.1 |
- 0.0981 |
- 0.0904 |
- 0.0472 |
- 0.0611 |
- 0.3095 |
- 0.3175 |
-
-
- | 0.15 |
- 0.0899 |
- 0.0851 |
- 0.0399 |
- 0.0490 |
- 0.2597 |
- 0.2653 |
-
-
- | 0.2 |
- 0.0720 |
- 0.0757 |
- 0.0336 |
- 0.0426 |
- 0.2251 |
- 0.2292 |
-
-
- | 0.25 |
- 0.0585 |
- 0.0668 |
- 0.0282 |
- 0.0364 |
- 0.1978 |
- 0.2007 |
-
-
- | 0.3 |
- 0.0486 |
- 0.0610 |
- 0.0244 |
- 0.0341 |
- 0.1758 |
- 0.1775 |
-
-
- | 0.35 |
- 0.0418 |
- 0.0573 |
- 0.0262 |
- 0.0343 |
- 0.1577 |
- 0.1592 |
-
-
- | 0.4 |
- 0.0336 |
- 0.0517 |
- 0.0243 |
- 0.0328 |
- 0.1438 |
- 0.1442 |
-
-
- | 0.45 |
- 0.0284 |
- 0.0419 |
- 0.0220 |
- 0.0290 |
- 0.1297 |
- 0.1300 |
-
-
- | 0.5 |
- 0.0241 |
- 0.0379 |
- 0.0221 |
- 0.0298 |
- 0.1183 |
- 0.1182 |
-
-
- | 0.55 |
- 0.0201 |
- 0.0333 |
- 0.0203 |
- 0.0280 |
- 0.1084 |
- 0.1084 |
-
-
- | 0.6 |
- 0.0171 |
- 0.0312 |
- 0.0201 |
- 0.0274 |
- 0.0994 |
- 0.0991 |
-
-
- | 0.65 |
- 0.0152 |
- 0.0288 |
- 0.0190 |
- 0.0260 |
- 0.0907 |
- 0.0903 |
-
-
- | 0.7 |
- 0.0144 |
- 0.0263 |
- 0.0192 |
- 0.0275 |
- 0.0842 |
- 0.0835 |
-
-
- | 0.75 |
- 0.0123 |
- 0.0242 |
- 0.0178 |
- 0.0252 |
- 0.0778 |
- 0.0774 |
-
-
- | 0.8 |
- 0.0117 |
- 0.0242 |
- 0.0175 |
- 0.0253 |
- 0.0714 |
- 0.0710 |
-
-
- | 0.85 |
- 0.0111 |
- 0.0237 |
- 0.0173 |
- 0.0251 |
- 0.0667 |
- 0.0662 |
-
-
- | 0.9 |
- 0.0105 |
- 0.0231 |
- 0.0165 |
- 0.0244 |
- 0.0616 |
- 0.0609 |
-
-
- | 0.95 |
- 0.0099 |
- 0.0221 |
- 0.0164 |
- 0.0245 |
- 0.0587 |
- 0.0578 |
-
-
- | 1.0 |
- 0.0024 |
- 0.0181 |
- 0.0138 |
- 0.0239 |
- 0.0583 |
- 0.0564 |
-
-
- | avg |
- 0.0364 |
- 0.0473 |
- 0.0288 |
- 0.0420 |
- 0.1664 |
- 0.1689 |
-
-
-
-
-
-
-### avg on test
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- bin_cc |
- mul_cc |
-
-
-
-
- | 0.1 |
- 0.0061 |
- 0.0215 |
- 0.0073 |
- 0.0303 |
- 0.0297 |
- 0.0234 |
-
-
- | 0.2 |
- 0.0473 |
- 0.1136 |
- 0.0459 |
- 0.0885 |
- 0.1465 |
- 0.1190 |
-
-
- | 0.3 |
- 0.0334 |
- 0.0462 |
- 0.0514 |
- 0.0565 |
- 0.1478 |
- 0.1761 |
-
-
- | 0.4 |
- 0.0274 |
- 0.0295 |
- 0.0441 |
- 0.0489 |
- 0.1957 |
- 0.2083 |
-
-
- | 0.5 |
- 0.0218 |
- 0.0220 |
- 0.0221 |
- 0.0268 |
- 0.1969 |
- 0.2006 |
-
-
- | 0.6 |
- 0.0321 |
- 0.0260 |
- 0.0252 |
- 0.0441 |
- 0.1665 |
- 0.1863 |
-
-
- | 0.7 |
- 0.0307 |
- 0.0276 |
- 0.0152 |
- 0.0227 |
- 0.1638 |
- 0.1752 |
-
-
- | 0.8 |
- 0.0360 |
- 0.0368 |
- 0.0192 |
- 0.0186 |
- 0.1942 |
- 0.1903 |
-
-
- | 0.9 |
- 0.0930 |
- 0.1023 |
- NaN |
- NaN |
- 0.2563 |
- 0.2406 |
-
-
- | avg |
- 0.0364 |
- 0.0473 |
- 0.0288 |
- 0.0420 |
- 0.1664 |
- 0.1689 |
-
-
-
-
-
-
-### avg dataset shift
-
diff --git a/output/main/imdb_9prevs/imdb_gs_vs_all_acc.md b/output/main/imdb_9prevs/imdb_gs_vs_all_acc.md
deleted file mode 100644
index 1820539..0000000
--- a/output/main/imdb_9prevs/imdb_gs_vs_all_acc.md
+++ /dev/null
@@ -1,2625 +0,0 @@
-# imdb_9prevs
-
-## 10% positives
-> train: [0.89991359 0.10008641]
-> validation: [0.9000576 0.0999424]
-> bin_sld: 249.048s
-> mul_sld: 71.459s
-> mul_sld_gs: 455.993s
-> bin_pacc: 244.563s
-> mul_pacc: 43.016s
-> binmc_pacc: 240.469s
-> mulmc_pacc: 41.750s
-> binne_pacc: 236.217s
-> mulne_pacc: 34.041s
-> bin_cc: 241.914s
-> mul_cc: 40.328s
-> kfcv: 24.723s
-> ref: 18.562s
-> atc_mc: 27.491s
-> atc_ne: 25.568s
-> doc_feat: 11.526s
-> tot: 456.775s
-
-
-
-
- |
- mul_sld_gs |
- kfcv |
- atc_mc |
- doc_feat |
-
-
-
-
- | 0.0 |
- 0.0220 |
- 0.0993 |
- 0.0370 |
- 0.0977 |
-
-
- | 0.05 |
- 0.0151 |
- 0.0499 |
- 0.0155 |
- 0.0484 |
-
-
- | 0.1 |
- 0.0114 |
- 0.0009 |
- 0.0067 |
- 0.0013 |
-
-
- | 0.15 |
- 0.0072 |
- 0.0490 |
- 0.0255 |
- 0.0503 |
-
-
- | 0.2 |
- 0.0088 |
- 0.0982 |
- 0.0457 |
- 0.0995 |
-
-
- | 0.25 |
- 0.0145 |
- 0.1476 |
- 0.0664 |
- 0.1488 |
-
-
- | 0.3 |
- 0.0199 |
- 0.1966 |
- 0.0858 |
- 0.1978 |
-
-
- | 0.35 |
- 0.0276 |
- 0.2463 |
- 0.1100 |
- 0.2474 |
-
-
- | 0.4 |
- 0.0348 |
- 0.2960 |
- 0.1302 |
- 0.2970 |
-
-
- | 0.45 |
- 0.0394 |
- 0.3448 |
- 0.1477 |
- 0.3457 |
-
-
- | 0.5 |
- 0.0455 |
- 0.3940 |
- 0.1697 |
- 0.3948 |
-
-
- | 0.55 |
- 0.0518 |
- 0.4440 |
- 0.1922 |
- 0.4448 |
-
-
- | 0.6 |
- 0.0542 |
- 0.4931 |
- 0.2117 |
- 0.4939 |
-
-
- | 0.65 |
- 0.0595 |
- 0.5425 |
- 0.2314 |
- 0.5432 |
-
-
- | 0.7 |
- 0.0653 |
- 0.5922 |
- 0.2566 |
- 0.5927 |
-
-
- | 0.75 |
- 0.0678 |
- 0.6409 |
- 0.2750 |
- 0.6414 |
-
-
- | 0.8 |
- 0.0695 |
- 0.6908 |
- 0.2944 |
- 0.6912 |
-
-
- | 0.85 |
- 0.0697 |
- 0.7403 |
- 0.3139 |
- 0.7407 |
-
-
- | 0.9 |
- 0.0681 |
- 0.7890 |
- 0.3317 |
- 0.7893 |
-
-
- | 0.95 |
- 0.0683 |
- 0.8388 |
- 0.3558 |
- 0.8390 |
-
-
- | 1.0 |
- 0.0568 |
- 0.8882 |
- 0.3755 |
- 0.8883 |
-
-
- | avg |
- 0.0418 |
- 0.4087 |
- 0.1752 |
- 0.4092 |
-
-
-
-
-
-
-
-
-
-
-## 20% positives
-> train: [0.7999712 0.2000288]
-> validation: [0.7999712 0.2000288]
-> bin_sld: 312.036s
-> mul_sld: 63.355s
-> bin_sld_gs: 1039.328s
-> mul_sld_gs: 562.297s
-> bin_sld_gsq: 402.075s
-> bin_pacc: 297.187s
-> mul_pacc: 36.589s
-> binmc_pacc: 296.718s
-> mulmc_pacc: 36.777s
-> binne_pacc: 285.556s
-> mulne_pacc: 47.832s
-> bin_pacc_gs: 636.796s
-> mul_pacc_gs: 141.445s
-> bin_cc: 293.873s
-> mul_cc: 46.722s
-> kfcv: 30.476s
-> ref: 26.348s
-> atc_mc: 22.299s
-> atc_ne: 41.782s
-> doc_feat: 11.276s
-> tot: 1040.077s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- kfcv |
- atc_mc |
- doc_feat |
-
-
-
-
- | 0.0 |
- 0.0094 |
- 0.0149 |
- 0.0035 |
- 0.0039 |
- 0.1502 |
- 0.0286 |
- 0.1342 |
-
-
- | 0.05 |
- 0.0106 |
- 0.0135 |
- 0.0118 |
- 0.0101 |
- 0.1150 |
- 0.0195 |
- 0.0992 |
-
-
- | 0.1 |
- 0.0112 |
- 0.0126 |
- 0.0120 |
- 0.0105 |
- 0.0793 |
- 0.0114 |
- 0.0636 |
-
-
- | 0.15 |
- 0.0121 |
- 0.0112 |
- 0.0128 |
- 0.0098 |
- 0.0437 |
- 0.0075 |
- 0.0281 |
-
-
- | 0.2 |
- 0.0130 |
- 0.0115 |
- 0.0126 |
- 0.0104 |
- 0.0096 |
- 0.0108 |
- 0.0077 |
-
-
- | 0.25 |
- 0.0129 |
- 0.0120 |
- 0.0130 |
- 0.0119 |
- 0.0266 |
- 0.0177 |
- 0.0420 |
-
-
- | 0.3 |
- 0.0132 |
- 0.0119 |
- 0.0132 |
- 0.0122 |
- 0.0594 |
- 0.0238 |
- 0.0747 |
-
-
- | 0.35 |
- 0.0142 |
- 0.0119 |
- 0.0140 |
- 0.0135 |
- 0.0975 |
- 0.0367 |
- 0.1127 |
-
-
- | 0.4 |
- 0.0142 |
- 0.0105 |
- 0.0166 |
- 0.0130 |
- 0.1322 |
- 0.0448 |
- 0.1473 |
-
-
- | 0.45 |
- 0.0137 |
- 0.0099 |
- 0.0153 |
- 0.0129 |
- 0.1669 |
- 0.0538 |
- 0.1819 |
-
-
- | 0.5 |
- 0.0157 |
- 0.0117 |
- 0.0176 |
- 0.0146 |
- 0.2017 |
- 0.0640 |
- 0.2166 |
-
-
- | 0.55 |
- 0.0144 |
- 0.0108 |
- 0.0168 |
- 0.0143 |
- 0.2384 |
- 0.0729 |
- 0.2532 |
-
-
- | 0.6 |
- 0.0166 |
- 0.0107 |
- 0.0204 |
- 0.0156 |
- 0.2724 |
- 0.0810 |
- 0.2871 |
-
-
- | 0.65 |
- 0.0165 |
- 0.0118 |
- 0.0203 |
- 0.0163 |
- 0.3081 |
- 0.0895 |
- 0.3226 |
-
-
- | 0.7 |
- 0.0173 |
- 0.0120 |
- 0.0214 |
- 0.0160 |
- 0.3454 |
- 0.1031 |
- 0.3599 |
-
-
- | 0.75 |
- 0.0158 |
- 0.0093 |
- 0.0190 |
- 0.0150 |
- 0.3770 |
- 0.1092 |
- 0.3914 |
-
-
- | 0.8 |
- 0.0177 |
- 0.0114 |
- 0.0234 |
- 0.0174 |
- 0.4131 |
- 0.1170 |
- 0.4274 |
-
-
- | 0.85 |
- 0.0222 |
- 0.0117 |
- 0.0277 |
- 0.0199 |
- 0.4482 |
- 0.1265 |
- 0.4623 |
-
-
- | 0.9 |
- 0.0199 |
- 0.0111 |
- 0.0267 |
- 0.0208 |
- 0.4831 |
- 0.1322 |
- 0.4972 |
-
-
- | 0.95 |
- 0.0231 |
- 0.0115 |
- 0.0279 |
- 0.0204 |
- 0.5182 |
- 0.1443 |
- 0.5321 |
-
-
- | 1.0 |
- 0.0141 |
- 0.0121 |
- 0.0179 |
- 0.0200 |
- 0.5512 |
- 0.1494 |
- 0.5650 |
-
-
- | avg |
- 0.0151 |
- 0.0116 |
- 0.0173 |
- 0.0142 |
- 0.2399 |
- 0.0687 |
- 0.2479 |
-
-
-
-
-
-
-
-
-
-
-## 30% positives
-> train: [0.7000288 0.2999712]
-> validation: [0.7000288 0.2999712]
-> bin_sld: 302.903s
-> mul_sld: 59.883s
-> bin_sld_gs: 1013.188s
-> mul_sld_gs: 556.087s
-> bin_sld_gsq: 413.115s
-> bin_pacc: 294.712s
-> mul_pacc: 45.954s
-> binmc_pacc: 300.950s
-> mulmc_pacc: 45.939s
-> binne_pacc: 289.350s
-> mulne_pacc: 38.137s
-> bin_pacc_gs: 643.072s
-> mul_pacc_gs: 149.582s
-> bin_cc: 298.684s
-> mul_cc: 43.908s
-> kfcv: 37.403s
-> ref: 28.756s
-> atc_mc: 39.420s
-> atc_ne: 24.347s
-> doc_feat: 22.815s
-> tot: 1014.314s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- kfcv |
- atc_mc |
- doc_feat |
-
-
-
-
- | 0.0 |
- 0.0060 |
- 0.0135 |
- 0.0182 |
- 0.0103 |
- 0.1183 |
- 0.0279 |
- 0.1152 |
-
-
- | 0.05 |
- 0.0101 |
- 0.0130 |
- 0.0219 |
- 0.0124 |
- 0.0990 |
- 0.0220 |
- 0.0959 |
-
-
- | 0.1 |
- 0.0120 |
- 0.0123 |
- 0.0195 |
- 0.0128 |
- 0.0781 |
- 0.0157 |
- 0.0752 |
-
-
- | 0.15 |
- 0.0126 |
- 0.0118 |
- 0.0204 |
- 0.0136 |
- 0.0569 |
- 0.0111 |
- 0.0541 |
-
-
- | 0.2 |
- 0.0136 |
- 0.0128 |
- 0.0186 |
- 0.0153 |
- 0.0387 |
- 0.0108 |
- 0.0360 |
-
-
- | 0.25 |
- 0.0163 |
- 0.0144 |
- 0.0215 |
- 0.0185 |
- 0.0185 |
- 0.0106 |
- 0.0159 |
-
-
- | 0.3 |
- 0.0146 |
- 0.0120 |
- 0.0168 |
- 0.0154 |
- 0.0073 |
- 0.0105 |
- 0.0079 |
-
-
- | 0.35 |
- 0.0185 |
- 0.0132 |
- 0.0201 |
- 0.0194 |
- 0.0220 |
- 0.0143 |
- 0.0245 |
-
-
- | 0.4 |
- 0.0197 |
- 0.0137 |
- 0.0185 |
- 0.0211 |
- 0.0435 |
- 0.0199 |
- 0.0459 |
-
-
- | 0.45 |
- 0.0189 |
- 0.0125 |
- 0.0185 |
- 0.0223 |
- 0.0627 |
- 0.0235 |
- 0.0650 |
-
-
- | 0.5 |
- 0.0226 |
- 0.0141 |
- 0.0193 |
- 0.0237 |
- 0.0830 |
- 0.0301 |
- 0.0852 |
-
-
- | 0.55 |
- 0.0225 |
- 0.0117 |
- 0.0163 |
- 0.0212 |
- 0.1028 |
- 0.0355 |
- 0.1050 |
-
-
- | 0.6 |
- 0.0247 |
- 0.0129 |
- 0.0177 |
- 0.0255 |
- 0.1227 |
- 0.0404 |
- 0.1247 |
-
-
- | 0.65 |
- 0.0271 |
- 0.0136 |
- 0.0174 |
- 0.0266 |
- 0.1421 |
- 0.0442 |
- 0.1441 |
-
-
- | 0.7 |
- 0.0315 |
- 0.0145 |
- 0.0176 |
- 0.0283 |
- 0.1632 |
- 0.0517 |
- 0.1651 |
-
-
- | 0.75 |
- 0.0325 |
- 0.0147 |
- 0.0166 |
- 0.0290 |
- 0.1833 |
- 0.0584 |
- 0.1851 |
-
-
- | 0.8 |
- 0.0353 |
- 0.0164 |
- 0.0185 |
- 0.0322 |
- 0.2015 |
- 0.0608 |
- 0.2033 |
-
-
- | 0.85 |
- 0.0409 |
- 0.0168 |
- 0.0179 |
- 0.0320 |
- 0.2215 |
- 0.0669 |
- 0.2232 |
-
-
- | 0.9 |
- 0.0436 |
- 0.0188 |
- 0.0201 |
- 0.0355 |
- 0.2391 |
- 0.0698 |
- 0.2406 |
-
-
- | 0.95 |
- 0.0455 |
- 0.0203 |
- 0.0172 |
- 0.0332 |
- 0.2625 |
- 0.0804 |
- 0.2639 |
-
-
- | 1.0 |
- 0.0415 |
- 0.0296 |
- 0.0054 |
- 0.0221 |
- 0.2779 |
- 0.0817 |
- 0.2793 |
-
-
- | avg |
- 0.0243 |
- 0.0149 |
- 0.0180 |
- 0.0224 |
- 0.1212 |
- 0.0374 |
- 0.1217 |
-
-
-
-
-
-
-
-
-
-
-## 40% positives
-> train: [0.5999424 0.4000576]
-> validation: [0.60008641 0.39991359]
-> bin_sld: 298.351s
-> mul_sld: 51.270s
-> bin_sld_gs: 1033.280s
-> mul_sld_gs: 546.452s
-> bin_sld_gsq: 421.394s
-> bin_pacc: 298.508s
-> mul_pacc: 34.186s
-> binmc_pacc: 289.145s
-> mulmc_pacc: 42.455s
-> binne_pacc: 296.554s
-> mulne_pacc: 45.269s
-> bin_pacc_gs: 645.096s
-> mul_pacc_gs: 145.337s
-> bin_cc: 300.133s
-> mul_cc: 42.690s
-> kfcv: 36.406s
-> ref: 22.353s
-> atc_mc: 38.798s
-> atc_ne: 34.811s
-> doc_feat: 13.850s
-> tot: 1034.124s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- kfcv |
- atc_mc |
- doc_feat |
-
-
-
-
- | 0.0 |
- 0.0088 |
- 0.0137 |
- 0.0080 |
- 0.0108 |
- 0.0693 |
- 0.0207 |
- 0.0581 |
-
-
- | 0.05 |
- 0.0135 |
- 0.0159 |
- 0.0129 |
- 0.0128 |
- 0.0617 |
- 0.0204 |
- 0.0505 |
-
-
- | 0.1 |
- 0.0148 |
- 0.0169 |
- 0.0134 |
- 0.0141 |
- 0.0515 |
- 0.0160 |
- 0.0404 |
-
-
- | 0.15 |
- 0.0163 |
- 0.0197 |
- 0.0162 |
- 0.0160 |
- 0.0436 |
- 0.0151 |
- 0.0325 |
-
-
- | 0.2 |
- 0.0180 |
- 0.0204 |
- 0.0182 |
- 0.0165 |
- 0.0357 |
- 0.0133 |
- 0.0247 |
-
-
- | 0.25 |
- 0.0159 |
- 0.0203 |
- 0.0159 |
- 0.0155 |
- 0.0265 |
- 0.0099 |
- 0.0159 |
-
-
- | 0.3 |
- 0.0176 |
- 0.0199 |
- 0.0175 |
- 0.0142 |
- 0.0188 |
- 0.0107 |
- 0.0102 |
-
-
- | 0.35 |
- 0.0218 |
- 0.0242 |
- 0.0212 |
- 0.0185 |
- 0.0115 |
- 0.0089 |
- 0.0072 |
-
-
- | 0.4 |
- 0.0233 |
- 0.0250 |
- 0.0228 |
- 0.0187 |
- 0.0081 |
- 0.0099 |
- 0.0126 |
-
-
- | 0.45 |
- 0.0234 |
- 0.0242 |
- 0.0223 |
- 0.0172 |
- 0.0107 |
- 0.0109 |
- 0.0183 |
-
-
- | 0.5 |
- 0.0270 |
- 0.0273 |
- 0.0277 |
- 0.0214 |
- 0.0158 |
- 0.0115 |
- 0.0256 |
-
-
- | 0.55 |
- 0.0249 |
- 0.0238 |
- 0.0250 |
- 0.0202 |
- 0.0267 |
- 0.0117 |
- 0.0374 |
-
-
- | 0.6 |
- 0.0299 |
- 0.0271 |
- 0.0294 |
- 0.0207 |
- 0.0329 |
- 0.0135 |
- 0.0435 |
-
-
- | 0.65 |
- 0.0291 |
- 0.0266 |
- 0.0293 |
- 0.0223 |
- 0.0403 |
- 0.0142 |
- 0.0509 |
-
-
- | 0.7 |
- 0.0313 |
- 0.0268 |
- 0.0308 |
- 0.0225 |
- 0.0523 |
- 0.0168 |
- 0.0627 |
-
-
- | 0.75 |
- 0.0335 |
- 0.0282 |
- 0.0332 |
- 0.0246 |
- 0.0579 |
- 0.0182 |
- 0.0683 |
-
-
- | 0.8 |
- 0.0326 |
- 0.0277 |
- 0.0360 |
- 0.0285 |
- 0.0669 |
- 0.0198 |
- 0.0772 |
-
-
- | 0.85 |
- 0.0376 |
- 0.0304 |
- 0.0385 |
- 0.0296 |
- 0.0753 |
- 0.0229 |
- 0.0857 |
-
-
- | 0.9 |
- 0.0350 |
- 0.0281 |
- 0.0377 |
- 0.0310 |
- 0.0827 |
- 0.0272 |
- 0.0930 |
-
-
- | 0.95 |
- 0.0388 |
- 0.0298 |
- 0.0405 |
- 0.0314 |
- 0.0931 |
- 0.0283 |
- 0.1034 |
-
-
- | 1.0 |
- 0.0358 |
- 0.0376 |
- 0.0370 |
- 0.0352 |
- 0.0997 |
- 0.0310 |
- 0.1099 |
-
-
- | avg |
- 0.0252 |
- 0.0244 |
- 0.0254 |
- 0.0210 |
- 0.0467 |
- 0.0167 |
- 0.0490 |
-
-
-
-
-
-
-
-
-
-
-## 50% positives
-> train: [0.5 0.5]
-> validation: [0.5 0.5]
-> bin_sld: 303.489s
-> mul_sld: 50.183s
-> bin_sld_gs: 1015.361s
-> mul_sld_gs: 552.539s
-> bin_sld_gsq: 418.096s
-> bin_pacc: 296.283s
-> mul_pacc: 32.547s
-> binmc_pacc: 299.487s
-> mulmc_pacc: 40.506s
-> binne_pacc: 293.984s
-> mulne_pacc: 39.974s
-> bin_pacc_gs: 643.158s
-> mul_pacc_gs: 146.732s
-> bin_cc: 292.672s
-> mul_cc: 37.348s
-> kfcv: 29.093s
-> ref: 16.306s
-> atc_mc: 25.874s
-> atc_ne: 28.890s
-> doc_feat: 11.601s
-> tot: 1016.064s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- kfcv |
- atc_mc |
- doc_feat |
-
-
-
-
- | 0.0 |
- 0.0085 |
- 0.0080 |
- 0.0061 |
- 0.0111 |
- 0.0084 |
- 0.0100 |
- 0.0094 |
-
-
- | 0.05 |
- 0.0114 |
- 0.0086 |
- 0.0190 |
- 0.0144 |
- 0.0084 |
- 0.0090 |
- 0.0096 |
-
-
- | 0.1 |
- 0.0145 |
- 0.0093 |
- 0.0205 |
- 0.0141 |
- 0.0089 |
- 0.0096 |
- 0.0097 |
-
-
- | 0.15 |
- 0.0154 |
- 0.0106 |
- 0.0212 |
- 0.0141 |
- 0.0082 |
- 0.0085 |
- 0.0089 |
-
-
- | 0.2 |
- 0.0151 |
- 0.0108 |
- 0.0213 |
- 0.0169 |
- 0.0087 |
- 0.0086 |
- 0.0092 |
-
-
- | 0.25 |
- 0.0156 |
- 0.0108 |
- 0.0209 |
- 0.0164 |
- 0.0083 |
- 0.0094 |
- 0.0089 |
-
-
- | 0.3 |
- 0.0161 |
- 0.0128 |
- 0.0242 |
- 0.0165 |
- 0.0089 |
- 0.0098 |
- 0.0092 |
-
-
- | 0.35 |
- 0.0188 |
- 0.0131 |
- 0.0262 |
- 0.0152 |
- 0.0077 |
- 0.0094 |
- 0.0080 |
-
-
- | 0.4 |
- 0.0188 |
- 0.0128 |
- 0.0266 |
- 0.0157 |
- 0.0087 |
- 0.0101 |
- 0.0093 |
-
-
- | 0.45 |
- 0.0183 |
- 0.0132 |
- 0.0265 |
- 0.0169 |
- 0.0095 |
- 0.0103 |
- 0.0097 |
-
-
- | 0.5 |
- 0.0231 |
- 0.0173 |
- 0.0316 |
- 0.0208 |
- 0.0097 |
- 0.0124 |
- 0.0097 |
-
-
- | 0.55 |
- 0.0198 |
- 0.0172 |
- 0.0276 |
- 0.0189 |
- 0.0075 |
- 0.0113 |
- 0.0074 |
-
-
- | 0.6 |
- 0.0209 |
- 0.0176 |
- 0.0299 |
- 0.0214 |
- 0.0080 |
- 0.0110 |
- 0.0080 |
-
-
- | 0.65 |
- 0.0196 |
- 0.0167 |
- 0.0267 |
- 0.0200 |
- 0.0076 |
- 0.0112 |
- 0.0073 |
-
-
- | 0.7 |
- 0.0222 |
- 0.0189 |
- 0.0310 |
- 0.0202 |
- 0.0082 |
- 0.0109 |
- 0.0077 |
-
-
- | 0.75 |
- 0.0227 |
- 0.0203 |
- 0.0313 |
- 0.0203 |
- 0.0095 |
- 0.0109 |
- 0.0086 |
-
-
- | 0.8 |
- 0.0215 |
- 0.0192 |
- 0.0324 |
- 0.0215 |
- 0.0102 |
- 0.0100 |
- 0.0092 |
-
-
- | 0.85 |
- 0.0246 |
- 0.0210 |
- 0.0328 |
- 0.0207 |
- 0.0100 |
- 0.0107 |
- 0.0092 |
-
-
- | 0.9 |
- 0.0211 |
- 0.0204 |
- 0.0324 |
- 0.0215 |
- 0.0111 |
- 0.0114 |
- 0.0100 |
-
-
- | 0.95 |
- 0.0252 |
- 0.0243 |
- 0.0360 |
- 0.0226 |
- 0.0098 |
- 0.0119 |
- 0.0087 |
-
-
- | 1.0 |
- 0.0266 |
- 0.0292 |
- 0.0316 |
- 0.0230 |
- 0.0113 |
- 0.0107 |
- 0.0100 |
-
-
- | avg |
- 0.0190 |
- 0.0158 |
- 0.0265 |
- 0.0182 |
- 0.0090 |
- 0.0103 |
- 0.0089 |
-
-
-
-
-
-
-
-
-
-
-## 60% positives
-> train: [0.39991359 0.60008641]
-> validation: [0.4000576 0.5999424]
-> bin_sld: 296.102s
-> mul_sld: 56.083s
-> bin_sld_gs: 1060.976s
-> mul_sld_gs: 551.619s
-> bin_sld_gsq: 425.664s
-> bin_pacc: 293.321s
-> mul_pacc: 44.690s
-> binmc_pacc: 296.400s
-> mulmc_pacc: 38.640s
-> binne_pacc: 288.195s
-> mulne_pacc: 44.768s
-> bin_pacc_gs: 645.660s
-> mul_pacc_gs: 146.232s
-> bin_cc: 299.198s
-> mul_cc: 41.642s
-> kfcv: 21.885s
-> ref: 26.261s
-> atc_mc: 37.391s
-> atc_ne: 35.750s
-> doc_feat: 19.963s
-> tot: 1061.773s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- kfcv |
- atc_mc |
- doc_feat |
-
-
-
-
- | 0.0 |
- 0.0028 |
- 0.0064 |
- 0.0078 |
- 0.0130 |
- 0.1073 |
- 0.0238 |
- 0.1133 |
-
-
- | 0.05 |
- 0.0139 |
- 0.0081 |
- 0.0152 |
- 0.0141 |
- 0.0966 |
- 0.0205 |
- 0.1026 |
-
-
- | 0.1 |
- 0.0161 |
- 0.0098 |
- 0.0162 |
- 0.0144 |
- 0.0909 |
- 0.0209 |
- 0.0970 |
-
-
- | 0.15 |
- 0.0188 |
- 0.0111 |
- 0.0147 |
- 0.0159 |
- 0.0765 |
- 0.0139 |
- 0.0826 |
-
-
- | 0.2 |
- 0.0194 |
- 0.0131 |
- 0.0155 |
- 0.0186 |
- 0.0693 |
- 0.0166 |
- 0.0755 |
-
-
- | 0.25 |
- 0.0199 |
- 0.0137 |
- 0.0170 |
- 0.0163 |
- 0.0582 |
- 0.0133 |
- 0.0644 |
-
-
- | 0.3 |
- 0.0189 |
- 0.0152 |
- 0.0164 |
- 0.0186 |
- 0.0479 |
- 0.0127 |
- 0.0542 |
-
-
- | 0.35 |
- 0.0242 |
- 0.0195 |
- 0.0194 |
- 0.0208 |
- 0.0388 |
- 0.0116 |
- 0.0451 |
-
-
- | 0.4 |
- 0.0257 |
- 0.0214 |
- 0.0196 |
- 0.0217 |
- 0.0307 |
- 0.0120 |
- 0.0370 |
-
-
- | 0.45 |
- 0.0235 |
- 0.0206 |
- 0.0177 |
- 0.0207 |
- 0.0198 |
- 0.0118 |
- 0.0259 |
-
-
- | 0.5 |
- 0.0288 |
- 0.0257 |
- 0.0224 |
- 0.0253 |
- 0.0128 |
- 0.0122 |
- 0.0178 |
-
-
- | 0.55 |
- 0.0266 |
- 0.0247 |
- 0.0203 |
- 0.0244 |
- 0.0086 |
- 0.0127 |
- 0.0099 |
-
-
- | 0.6 |
- 0.0296 |
- 0.0272 |
- 0.0228 |
- 0.0269 |
- 0.0102 |
- 0.0134 |
- 0.0081 |
-
-
- | 0.65 |
- 0.0272 |
- 0.0265 |
- 0.0216 |
- 0.0260 |
- 0.0197 |
- 0.0147 |
- 0.0137 |
-
-
- | 0.7 |
- 0.0325 |
- 0.0329 |
- 0.0241 |
- 0.0338 |
- 0.0283 |
- 0.0193 |
- 0.0219 |
-
-
- | 0.75 |
- 0.0316 |
- 0.0328 |
- 0.0241 |
- 0.0334 |
- 0.0385 |
- 0.0206 |
- 0.0320 |
-
-
- | 0.8 |
- 0.0285 |
- 0.0315 |
- 0.0234 |
- 0.0318 |
- 0.0503 |
- 0.0241 |
- 0.0437 |
-
-
- | 0.85 |
- 0.0292 |
- 0.0333 |
- 0.0210 |
- 0.0344 |
- 0.0566 |
- 0.0237 |
- 0.0500 |
-
-
- | 0.9 |
- 0.0281 |
- 0.0332 |
- 0.0218 |
- 0.0349 |
- 0.0687 |
- 0.0286 |
- 0.0620 |
-
-
- | 0.95 |
- 0.0320 |
- 0.0382 |
- 0.0250 |
- 0.0417 |
- 0.0780 |
- 0.0316 |
- 0.0713 |
-
-
- | 1.0 |
- 0.0286 |
- 0.0395 |
- 0.0234 |
- 0.0412 |
- 0.0876 |
- 0.0343 |
- 0.0809 |
-
-
- | avg |
- 0.0241 |
- 0.0231 |
- 0.0195 |
- 0.0251 |
- 0.0522 |
- 0.0187 |
- 0.0528 |
-
-
-
-
-
-
-
-
-
-
-## 70% positives
-> train: [0.2999712 0.7000288]
-> validation: [0.2999712 0.7000288]
-> bin_sld: 303.930s
-> mul_sld: 40.110s
-> bin_sld_gs: 1015.962s
-> mul_sld_gs: 557.286s
-> bin_sld_gsq: 414.452s
-> bin_pacc: 292.176s
-> mul_pacc: 47.800s
-> binmc_pacc: 302.570s
-> mulmc_pacc: 44.408s
-> binne_pacc: 293.019s
-> mulne_pacc: 43.783s
-> bin_pacc_gs: 648.943s
-> mul_pacc_gs: 150.210s
-> bin_cc: 288.613s
-> mul_cc: 38.672s
-> kfcv: 32.153s
-> ref: 34.374s
-> atc_mc: 38.938s
-> atc_ne: 40.313s
-> doc_feat: 20.243s
-> tot: 1016.774s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- kfcv |
- atc_mc |
- doc_feat |
-
-
-
-
- | 0.0 |
- 0.0371 |
- 0.0064 |
- 0.0180 |
- 0.0284 |
- 0.2598 |
- 0.0699 |
- 0.2720 |
-
-
- | 0.05 |
- 0.0384 |
- 0.0087 |
- 0.0170 |
- 0.0258 |
- 0.2399 |
- 0.0635 |
- 0.2522 |
-
-
- | 0.1 |
- 0.0392 |
- 0.0089 |
- 0.0188 |
- 0.0248 |
- 0.2224 |
- 0.0617 |
- 0.2348 |
-
-
- | 0.15 |
- 0.0361 |
- 0.0109 |
- 0.0164 |
- 0.0213 |
- 0.2010 |
- 0.0528 |
- 0.2134 |
-
-
- | 0.2 |
- 0.0337 |
- 0.0112 |
- 0.0171 |
- 0.0204 |
- 0.1842 |
- 0.0507 |
- 0.1967 |
-
-
- | 0.25 |
- 0.0313 |
- 0.0105 |
- 0.0162 |
- 0.0208 |
- 0.1607 |
- 0.0430 |
- 0.1733 |
-
-
- | 0.3 |
- 0.0280 |
- 0.0100 |
- 0.0156 |
- 0.0191 |
- 0.1416 |
- 0.0386 |
- 0.1543 |
-
-
- | 0.35 |
- 0.0219 |
- 0.0104 |
- 0.0131 |
- 0.0160 |
- 0.1228 |
- 0.0338 |
- 0.1356 |
-
-
- | 0.4 |
- 0.0190 |
- 0.0106 |
- 0.0144 |
- 0.0165 |
- 0.1045 |
- 0.0306 |
- 0.1172 |
-
-
- | 0.45 |
- 0.0177 |
- 0.0115 |
- 0.0154 |
- 0.0172 |
- 0.0834 |
- 0.0265 |
- 0.0962 |
-
-
- | 0.5 |
- 0.0144 |
- 0.0128 |
- 0.0153 |
- 0.0170 |
- 0.0646 |
- 0.0207 |
- 0.0776 |
-
-
- | 0.55 |
- 0.0101 |
- 0.0117 |
- 0.0121 |
- 0.0132 |
- 0.0450 |
- 0.0167 |
- 0.0580 |
-
-
- | 0.6 |
- 0.0096 |
- 0.0111 |
- 0.0145 |
- 0.0148 |
- 0.0278 |
- 0.0144 |
- 0.0407 |
-
-
- | 0.65 |
- 0.0107 |
- 0.0135 |
- 0.0140 |
- 0.0160 |
- 0.0088 |
- 0.0118 |
- 0.0178 |
-
-
- | 0.7 |
- 0.0106 |
- 0.0136 |
- 0.0109 |
- 0.0145 |
- 0.0145 |
- 0.0100 |
- 0.0072 |
-
-
- | 0.75 |
- 0.0113 |
- 0.0130 |
- 0.0134 |
- 0.0137 |
- 0.0333 |
- 0.0090 |
- 0.0201 |
-
-
- | 0.8 |
- 0.0135 |
- 0.0128 |
- 0.0148 |
- 0.0154 |
- 0.0541 |
- 0.0125 |
- 0.0407 |
-
-
- | 0.85 |
- 0.0171 |
- 0.0151 |
- 0.0171 |
- 0.0184 |
- 0.0721 |
- 0.0141 |
- 0.0587 |
-
-
- | 0.9 |
- 0.0190 |
- 0.0145 |
- 0.0168 |
- 0.0173 |
- 0.0931 |
- 0.0185 |
- 0.0796 |
-
-
- | 0.95 |
- 0.0283 |
- 0.0181 |
- 0.0266 |
- 0.0226 |
- 0.1124 |
- 0.0250 |
- 0.0988 |
-
-
- | 1.0 |
- 0.0404 |
- 0.0202 |
- 0.0205 |
- 0.0238 |
- 0.1322 |
- 0.0288 |
- 0.1186 |
-
-
- | avg |
- 0.0232 |
- 0.0122 |
- 0.0161 |
- 0.0189 |
- 0.1133 |
- 0.0311 |
- 0.1173 |
-
-
-
-
-
-
-
-
-
-
-## 80% positives
-> train: [0.2000288 0.7999712]
-> validation: [0.2000288 0.7999712]
-> bin_sld: 302.697s
-> mul_sld: 51.427s
-> bin_sld_gs: 1033.432s
-> mul_sld_gs: 553.840s
-> bin_sld_gsq: 405.825s
-> bin_pacc: 296.888s
-> mul_pacc: 34.390s
-> binmc_pacc: 300.681s
-> mulmc_pacc: 44.972s
-> binne_pacc: 284.115s
-> mulne_pacc: 37.204s
-> bin_pacc_gs: 637.277s
-> mul_pacc_gs: 146.708s
-> bin_cc: 297.171s
-> mul_cc: 42.941s
-> kfcv: 27.967s
-> ref: 32.469s
-> atc_mc: 22.965s
-> atc_ne: 39.769s
-> doc_feat: 19.964s
-> tot: 1034.198s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- kfcv |
- atc_mc |
- doc_feat |
-
-
-
-
- | 0.0 |
- 0.0147 |
- 0.0059 |
- 0.0387 |
- 0.0267 |
- 0.4991 |
- 0.1270 |
- 0.5060 |
-
-
- | 0.05 |
- 0.0332 |
- 0.0087 |
- 0.0323 |
- 0.0201 |
- 0.4710 |
- 0.1198 |
- 0.4780 |
-
-
- | 0.1 |
- 0.0221 |
- 0.0082 |
- 0.0321 |
- 0.0209 |
- 0.4396 |
- 0.1165 |
- 0.4468 |
-
-
- | 0.15 |
- 0.0242 |
- 0.0091 |
- 0.0267 |
- 0.0158 |
- 0.4063 |
- 0.1057 |
- 0.4135 |
-
-
- | 0.2 |
- 0.0245 |
- 0.0106 |
- 0.0256 |
- 0.0174 |
- 0.3744 |
- 0.0976 |
- 0.3817 |
-
-
- | 0.25 |
- 0.0240 |
- 0.0119 |
- 0.0224 |
- 0.0158 |
- 0.3419 |
- 0.0873 |
- 0.3493 |
-
-
- | 0.3 |
- 0.0232 |
- 0.0101 |
- 0.0201 |
- 0.0134 |
- 0.3098 |
- 0.0804 |
- 0.3173 |
-
-
- | 0.35 |
- 0.0250 |
- 0.0103 |
- 0.0161 |
- 0.0127 |
- 0.2767 |
- 0.0719 |
- 0.2843 |
-
-
- | 0.4 |
- 0.0238 |
- 0.0121 |
- 0.0161 |
- 0.0129 |
- 0.2452 |
- 0.0668 |
- 0.2529 |
-
-
- | 0.45 |
- 0.0221 |
- 0.0121 |
- 0.0148 |
- 0.0131 |
- 0.2111 |
- 0.0571 |
- 0.2189 |
-
-
- | 0.5 |
- 0.0240 |
- 0.0128 |
- 0.0121 |
- 0.0139 |
- 0.1813 |
- 0.0507 |
- 0.1892 |
-
-
- | 0.55 |
- 0.0239 |
- 0.0118 |
- 0.0106 |
- 0.0126 |
- 0.1485 |
- 0.0430 |
- 0.1565 |
-
-
- | 0.6 |
- 0.0295 |
- 0.0132 |
- 0.0099 |
- 0.0161 |
- 0.1188 |
- 0.0363 |
- 0.1269 |
-
-
- | 0.65 |
- 0.0214 |
- 0.0134 |
- 0.0104 |
- 0.0147 |
- 0.0831 |
- 0.0247 |
- 0.0912 |
-
-
- | 0.7 |
- 0.0260 |
- 0.0149 |
- 0.0114 |
- 0.0186 |
- 0.0519 |
- 0.0184 |
- 0.0602 |
-
-
- | 0.75 |
- 0.0307 |
- 0.0149 |
- 0.0122 |
- 0.0204 |
- 0.0202 |
- 0.0119 |
- 0.0286 |
-
-
- | 0.8 |
- 0.0308 |
- 0.0152 |
- 0.0137 |
- 0.0209 |
- 0.0129 |
- 0.0099 |
- 0.0068 |
-
-
- | 0.85 |
- 0.0330 |
- 0.0144 |
- 0.0161 |
- 0.0233 |
- 0.0438 |
- 0.0101 |
- 0.0352 |
-
-
- | 0.9 |
- 0.0311 |
- 0.0128 |
- 0.0168 |
- 0.0225 |
- 0.0767 |
- 0.0152 |
- 0.0680 |
-
-
- | 0.95 |
- 0.0336 |
- 0.0146 |
- 0.0220 |
- 0.0276 |
- 0.1089 |
- 0.0224 |
- 0.1001 |
-
-
- | 1.0 |
- 0.0293 |
- 0.0125 |
- 0.0230 |
- 0.0281 |
- 0.1408 |
- 0.0294 |
- 0.1320 |
-
-
- | avg |
- 0.0262 |
- 0.0119 |
- 0.0192 |
- 0.0185 |
- 0.2172 |
- 0.0572 |
- 0.2211 |
-
-
-
-
-
-
-
-
-
-
-## 90% positives
-> train: [0.0999424 0.9000576]
-> validation: [0.10008641 0.89991359]
-> bin_sld: 170.505s
-> mul_sld: 31.294s
-> mul_sld_gs: 380.780s
-> bin_cc: 164.518s
-> mul_cc: 20.620s
-> kfcv: 15.634s
-> ref: 13.757s
-> atc_mc: 18.010s
-> atc_ne: 18.026s
-> doc_feat: 10.161s
-> tot: 381.531s
-
-
-
-
- |
- mul_sld_gs |
- kfcv |
- atc_mc |
- doc_feat |
-
-
-
-
- | 0.0 |
- 0.0502 |
- 0.8376 |
- 0.2957 |
- 0.8389 |
-
-
- | 0.05 |
- 0.0550 |
- 0.7925 |
- 0.2812 |
- 0.7938 |
-
-
- | 0.1 |
- 0.0580 |
- 0.7460 |
- 0.2658 |
- 0.7475 |
-
-
- | 0.15 |
- 0.0561 |
- 0.6986 |
- 0.2470 |
- 0.7001 |
-
-
- | 0.2 |
- 0.0549 |
- 0.6517 |
- 0.2327 |
- 0.6533 |
-
-
- | 0.25 |
- 0.0514 |
- 0.6056 |
- 0.2133 |
- 0.6072 |
-
-
- | 0.3 |
- 0.0490 |
- 0.5577 |
- 0.1958 |
- 0.5595 |
-
-
- | 0.35 |
- 0.0448 |
- 0.5117 |
- 0.1800 |
- 0.5135 |
-
-
- | 0.4 |
- 0.0421 |
- 0.4644 |
- 0.1661 |
- 0.4663 |
-
-
- | 0.45 |
- 0.0370 |
- 0.4167 |
- 0.1473 |
- 0.4187 |
-
-
- | 0.5 |
- 0.0324 |
- 0.3701 |
- 0.1307 |
- 0.3722 |
-
-
- | 0.55 |
- 0.0276 |
- 0.3232 |
- 0.1150 |
- 0.3254 |
-
-
- | 0.6 |
- 0.0237 |
- 0.2776 |
- 0.0995 |
- 0.2798 |
-
-
- | 0.65 |
- 0.0171 |
- 0.2296 |
- 0.0798 |
- 0.2319 |
-
-
- | 0.7 |
- 0.0108 |
- 0.1832 |
- 0.0650 |
- 0.1856 |
-
-
- | 0.75 |
- 0.0084 |
- 0.1372 |
- 0.0479 |
- 0.1396 |
-
-
- | 0.8 |
- 0.0084 |
- 0.0900 |
- 0.0312 |
- 0.0926 |
-
-
- | 0.85 |
- 0.0087 |
- 0.0438 |
- 0.0160 |
- 0.0464 |
-
-
- | 0.9 |
- 0.0111 |
- 0.0038 |
- 0.0060 |
- 0.0022 |
-
-
- | 0.95 |
- 0.0168 |
- 0.0501 |
- 0.0171 |
- 0.0474 |
-
-
- | 1.0 |
- 0.0167 |
- 0.0970 |
- 0.0339 |
- 0.0941 |
-
-
- | avg |
- 0.0324 |
- 0.3851 |
- 0.1365 |
- 0.3865 |
-
-
-
-
-
-
-
-
-
-
-## avg
-### avg on train
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- kfcv |
- atc_mc |
- doc_feat |
-
-
-
-
- | 0.0 |
- 0.0125 |
- 0.0157 |
- 0.0143 |
- 0.0149 |
- 0.2388 |
- 0.0712 |
- 0.2383 |
-
-
- | 0.05 |
- 0.0188 |
- 0.0163 |
- 0.0186 |
- 0.0157 |
- 0.2149 |
- 0.0635 |
- 0.2145 |
-
-
- | 0.1 |
- 0.0186 |
- 0.0164 |
- 0.0190 |
- 0.0160 |
- 0.1909 |
- 0.0582 |
- 0.1907 |
-
-
- | 0.15 |
- 0.0194 |
- 0.0164 |
- 0.0184 |
- 0.0152 |
- 0.1760 |
- 0.0541 |
- 0.1759 |
-
-
- | 0.2 |
- 0.0196 |
- 0.0171 |
- 0.0184 |
- 0.0165 |
- 0.1634 |
- 0.0541 |
- 0.1649 |
-
-
- | 0.25 |
- 0.0194 |
- 0.0177 |
- 0.0181 |
- 0.0165 |
- 0.1549 |
- 0.0523 |
- 0.1584 |
-
-
- | 0.3 |
- 0.0188 |
- 0.0179 |
- 0.0177 |
- 0.0156 |
- 0.1498 |
- 0.0520 |
- 0.1539 |
-
-
- | 0.35 |
- 0.0206 |
- 0.0194 |
- 0.0186 |
- 0.0166 |
- 0.1483 |
- 0.0529 |
- 0.1531 |
-
-
- | 0.4 |
- 0.0206 |
- 0.0203 |
- 0.0192 |
- 0.0171 |
- 0.1482 |
- 0.0545 |
- 0.1540 |
-
-
- | 0.45 |
- 0.0197 |
- 0.0201 |
- 0.0186 |
- 0.0172 |
- 0.1473 |
- 0.0543 |
- 0.1534 |
-
-
- | 0.5 |
- 0.0222 |
- 0.0222 |
- 0.0208 |
- 0.0195 |
- 0.1481 |
- 0.0558 |
- 0.1543 |
-
-
- | 0.55 |
- 0.0203 |
- 0.0212 |
- 0.0184 |
- 0.0178 |
- 0.1494 |
- 0.0568 |
- 0.1553 |
-
-
- | 0.6 |
- 0.0230 |
- 0.0220 |
- 0.0207 |
- 0.0201 |
- 0.1515 |
- 0.0579 |
- 0.1570 |
-
-
- | 0.65 |
- 0.0217 |
- 0.0221 |
- 0.0200 |
- 0.0203 |
- 0.1535 |
- 0.0579 |
- 0.1581 |
-
-
- | 0.7 |
- 0.0245 |
- 0.0233 |
- 0.0210 |
- 0.0220 |
- 0.1599 |
- 0.0613 |
- 0.1625 |
-
-
- | 0.75 |
- 0.0254 |
- 0.0233 |
- 0.0214 |
- 0.0224 |
- 0.1664 |
- 0.0623 |
- 0.1684 |
-
-
- | 0.8 |
- 0.0257 |
- 0.0236 |
- 0.0232 |
- 0.0240 |
- 0.1766 |
- 0.0644 |
- 0.1769 |
-
-
- | 0.85 |
- 0.0292 |
- 0.0246 |
- 0.0245 |
- 0.0255 |
- 0.1902 |
- 0.0672 |
- 0.1901 |
-
-
- | 0.9 |
- 0.0283 |
- 0.0242 |
- 0.0246 |
- 0.0262 |
- 0.2052 |
- 0.0712 |
- 0.2047 |
-
-
- | 0.95 |
- 0.0324 |
- 0.0269 |
- 0.0279 |
- 0.0285 |
- 0.2302 |
- 0.0796 |
- 0.2294 |
-
-
- | 1.0 |
- 0.0309 |
- 0.0282 |
- 0.0227 |
- 0.0276 |
- 0.2540 |
- 0.0861 |
- 0.2531 |
-
-
- | avg |
- 0.0225 |
- 0.0209 |
- 0.0203 |
- 0.0198 |
- 0.1770 |
- 0.0613 |
- 0.1794 |
-
-
-
-
-
-
-### avg on test
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- kfcv |
- atc_mc |
- doc_feat |
-
-
-
-
- | 0.1 |
- NaN |
- 0.0418 |
- NaN |
- NaN |
- 0.4087 |
- 0.1752 |
- 0.4092 |
-
-
- | 0.2 |
- 0.0151 |
- 0.0116 |
- 0.0173 |
- 0.0142 |
- 0.2399 |
- 0.0687 |
- 0.2479 |
-
-
- | 0.3 |
- 0.0243 |
- 0.0149 |
- 0.0180 |
- 0.0224 |
- 0.1212 |
- 0.0374 |
- 0.1217 |
-
-
- | 0.4 |
- 0.0252 |
- 0.0244 |
- 0.0254 |
- 0.0210 |
- 0.0467 |
- 0.0167 |
- 0.0490 |
-
-
- | 0.5 |
- 0.0190 |
- 0.0158 |
- 0.0265 |
- 0.0182 |
- 0.0090 |
- 0.0103 |
- 0.0089 |
-
-
- | 0.6 |
- 0.0241 |
- 0.0231 |
- 0.0195 |
- 0.0251 |
- 0.0522 |
- 0.0187 |
- 0.0528 |
-
-
- | 0.7 |
- 0.0232 |
- 0.0122 |
- 0.0161 |
- 0.0189 |
- 0.1133 |
- 0.0311 |
- 0.1173 |
-
-
- | 0.8 |
- 0.0262 |
- 0.0119 |
- 0.0192 |
- 0.0185 |
- 0.2172 |
- 0.0572 |
- 0.2211 |
-
-
- | 0.9 |
- NaN |
- 0.0324 |
- NaN |
- NaN |
- 0.3851 |
- 0.1365 |
- 0.3865 |
-
-
- | avg |
- 0.0225 |
- 0.0209 |
- 0.0203 |
- 0.0198 |
- 0.1770 |
- 0.0613 |
- 0.1794 |
-
-
-
-
-
-
-### avg dataset shift
-
diff --git a/output/main/imdb_9prevs/imdb_gs_vs_all_f1.md b/output/main/imdb_9prevs/imdb_gs_vs_all_f1.md
deleted file mode 100644
index 37d2e59..0000000
--- a/output/main/imdb_9prevs/imdb_gs_vs_all_f1.md
+++ /dev/null
@@ -1,2384 +0,0 @@
-# imdb_9prevs
-
-## 10% positives
-> train: [0.89991359 0.10008641]
-> validation: [0.9000576 0.0999424]
-> bin_sld: 249.048s
-> mul_sld: 71.459s
-> mul_sld_gs: 455.993s
-> bin_pacc: 244.563s
-> mul_pacc: 43.016s
-> binmc_pacc: 240.469s
-> mulmc_pacc: 41.750s
-> binne_pacc: 236.217s
-> mulne_pacc: 34.041s
-> bin_cc: 241.914s
-> mul_cc: 40.328s
-> kfcv: 24.723s
-> ref: 18.562s
-> atc_mc: 27.491s
-> atc_ne: 25.568s
-> doc_feat: 11.526s
-> tot: 456.775s
-
-
-
-
- |
- mul_sld_gs |
- kfcv |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0000 |
- 0.4795 |
- 0.0000 |
-
-
- | 0.05 |
- 0.0195 |
- 0.4555 |
- 0.0240 |
-
-
- | 0.1 |
- 0.0200 |
- 0.4551 |
- 0.0244 |
-
-
- | 0.15 |
- 0.0170 |
- 0.4567 |
- 0.0228 |
-
-
- | 0.2 |
- 0.0203 |
- 0.4550 |
- 0.0245 |
-
-
- | 0.25 |
- 0.0211 |
- 0.4549 |
- 0.0246 |
-
-
- | 0.3 |
- 0.0217 |
- 0.4529 |
- 0.0266 |
-
-
- | 0.35 |
- 0.0217 |
- 0.4547 |
- 0.0248 |
-
-
- | 0.4 |
- 0.0188 |
- 0.4565 |
- 0.0230 |
-
-
- | 0.45 |
- 0.0220 |
- 0.4538 |
- 0.0257 |
-
-
- | 0.5 |
- 0.0224 |
- 0.4531 |
- 0.0264 |
-
-
- | 0.55 |
- 0.0205 |
- 0.4556 |
- 0.0239 |
-
-
- | 0.6 |
- 0.0211 |
- 0.4547 |
- 0.0248 |
-
-
- | 0.65 |
- 0.0215 |
- 0.4548 |
- 0.0247 |
-
-
- | 0.7 |
- 0.0212 |
- 0.4556 |
- 0.0239 |
-
-
- | 0.75 |
- 0.0224 |
- 0.4540 |
- 0.0255 |
-
-
- | 0.8 |
- 0.0207 |
- 0.4553 |
- 0.0242 |
-
-
- | 0.85 |
- 0.0208 |
- 0.4555 |
- 0.0240 |
-
-
- | 0.9 |
- 0.0223 |
- 0.4539 |
- 0.0256 |
-
-
- | 0.95 |
- 0.0214 |
- 0.4549 |
- 0.0246 |
-
-
- | 1.0 |
- 0.0217 |
- 0.4549 |
- 0.0246 |
-
-
- | avg |
- 0.0199 |
- 0.4560 |
- 0.0234 |
-
-
-
-
-
-
-
-
-
-
-## 20% positives
-> train: [0.7999712 0.2000288]
-> validation: [0.7999712 0.2000288]
-> bin_sld: 312.036s
-> mul_sld: 63.355s
-> bin_sld_gs: 1039.328s
-> mul_sld_gs: 562.297s
-> bin_sld_gsq: 402.075s
-> bin_pacc: 297.187s
-> mul_pacc: 36.589s
-> binmc_pacc: 296.718s
-> mulmc_pacc: 36.777s
-> binne_pacc: 285.556s
-> mulne_pacc: 47.832s
-> bin_pacc_gs: 636.796s
-> mul_pacc_gs: 141.445s
-> bin_cc: 293.873s
-> mul_cc: 46.722s
-> kfcv: 30.476s
-> ref: 26.348s
-> atc_mc: 22.299s
-> atc_ne: 41.782s
-> doc_feat: 11.276s
-> tot: 1040.077s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- kfcv |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.1236 |
- 0.1631 |
- 0.3653 |
- 0.3835 |
- 0.6466 |
- 0.0183 |
-
-
- | 0.05 |
- 0.1279 |
- 0.0831 |
- 0.1227 |
- 0.1166 |
- 0.2254 |
- 0.2921 |
-
-
- | 0.1 |
- 0.0823 |
- 0.0477 |
- 0.0664 |
- 0.0681 |
- 0.2118 |
- 0.2745 |
-
-
- | 0.15 |
- 0.0690 |
- 0.0361 |
- 0.0556 |
- 0.0480 |
- 0.2100 |
- 0.2661 |
-
-
- | 0.2 |
- 0.0565 |
- 0.0299 |
- 0.0420 |
- 0.0406 |
- 0.2003 |
- 0.2539 |
-
-
- | 0.25 |
- 0.0369 |
- 0.0276 |
- 0.0354 |
- 0.0359 |
- 0.2024 |
- 0.2445 |
-
-
- | 0.3 |
- 0.0341 |
- 0.0232 |
- 0.0306 |
- 0.0346 |
- 0.1915 |
- 0.2483 |
-
-
- | 0.35 |
- 0.0362 |
- 0.0209 |
- 0.0355 |
- 0.0348 |
- 0.2020 |
- 0.2419 |
-
-
- | 0.4 |
- 0.0332 |
- 0.0205 |
- 0.0366 |
- 0.0344 |
- 0.1991 |
- 0.2441 |
-
-
- | 0.45 |
- 0.0299 |
- 0.0155 |
- 0.0287 |
- 0.0274 |
- 0.1967 |
- 0.2362 |
-
-
- | 0.5 |
- 0.0264 |
- 0.0158 |
- 0.0258 |
- 0.0267 |
- 0.1962 |
- 0.2307 |
-
-
- | 0.55 |
- 0.0259 |
- 0.0161 |
- 0.0282 |
- 0.0273 |
- 0.1987 |
- 0.2358 |
-
-
- | 0.6 |
- 0.0258 |
- 0.0157 |
- 0.0288 |
- 0.0273 |
- 0.1960 |
- 0.2318 |
-
-
- | 0.65 |
- 0.0235 |
- 0.0150 |
- 0.0273 |
- 0.0256 |
- 0.1965 |
- 0.2306 |
-
-
- | 0.7 |
- 0.0237 |
- 0.0171 |
- 0.0288 |
- 0.0285 |
- 0.2001 |
- 0.2291 |
-
-
- | 0.75 |
- 0.0210 |
- 0.0146 |
- 0.0246 |
- 0.0227 |
- 0.1937 |
- 0.2291 |
-
-
- | 0.8 |
- 0.0211 |
- 0.0160 |
- 0.0262 |
- 0.0243 |
- 0.1951 |
- 0.2310 |
-
-
- | 0.85 |
- 0.0244 |
- 0.0178 |
- 0.0292 |
- 0.0273 |
- 0.1949 |
- 0.2303 |
-
-
- | 0.9 |
- 0.0205 |
- 0.0186 |
- 0.0252 |
- 0.0269 |
- 0.1944 |
- 0.2295 |
-
-
- | 0.95 |
- 0.0241 |
- 0.0184 |
- 0.0267 |
- 0.0260 |
- 0.1941 |
- 0.2301 |
-
-
- | 1.0 |
- 0.0176 |
- 0.0182 |
- 0.0222 |
- 0.0242 |
- 0.1915 |
- 0.2308 |
-
-
- | avg |
- 0.0421 |
- 0.0310 |
- 0.0529 |
- 0.0529 |
- 0.2208 |
- 0.2314 |
-
-
-
-
-
-
-
-
-
-
-## 30% positives
-> train: [0.7000288 0.2999712]
-> validation: [0.7000288 0.2999712]
-> bin_sld: 302.903s
-> mul_sld: 59.883s
-> bin_sld_gs: 1013.188s
-> mul_sld_gs: 556.087s
-> bin_sld_gsq: 413.115s
-> bin_pacc: 294.712s
-> mul_pacc: 45.954s
-> binmc_pacc: 300.950s
-> mulmc_pacc: 45.939s
-> binne_pacc: 289.350s
-> mulne_pacc: 38.137s
-> bin_pacc_gs: 643.072s
-> mul_pacc_gs: 149.582s
-> bin_cc: 298.684s
-> mul_cc: 43.908s
-> kfcv: 37.403s
-> ref: 28.756s
-> atc_mc: 39.420s
-> atc_ne: 24.347s
-> doc_feat: 22.815s
-> tot: 1014.314s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- kfcv |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.1008 |
- 0.1383 |
- 0.2573 |
- 0.3312 |
- 0.8073 |
- 0.2272 |
-
-
- | 0.05 |
- 0.0884 |
- 0.0792 |
- 0.1141 |
- 0.0986 |
- 0.2293 |
- 0.1227 |
-
-
- | 0.1 |
- 0.0620 |
- 0.0511 |
- 0.0592 |
- 0.0581 |
- 0.1611 |
- 0.1024 |
-
-
- | 0.15 |
- 0.0489 |
- 0.0384 |
- 0.0491 |
- 0.0444 |
- 0.1375 |
- 0.0885 |
-
-
- | 0.2 |
- 0.0418 |
- 0.0334 |
- 0.0357 |
- 0.0356 |
- 0.1146 |
- 0.0813 |
-
-
- | 0.25 |
- 0.0463 |
- 0.0359 |
- 0.0393 |
- 0.0381 |
- 0.1058 |
- 0.0713 |
-
-
- | 0.3 |
- 0.0320 |
- 0.0234 |
- 0.0244 |
- 0.0275 |
- 0.0974 |
- 0.0552 |
-
-
- | 0.35 |
- 0.0402 |
- 0.0253 |
- 0.0255 |
- 0.0271 |
- 0.0958 |
- 0.0572 |
-
-
- | 0.4 |
- 0.0371 |
- 0.0230 |
- 0.0193 |
- 0.0242 |
- 0.0947 |
- 0.0500 |
-
-
- | 0.45 |
- 0.0336 |
- 0.0201 |
- 0.0194 |
- 0.0218 |
- 0.0898 |
- 0.0469 |
-
-
- | 0.5 |
- 0.0342 |
- 0.0209 |
- 0.0171 |
- 0.0226 |
- 0.0881 |
- 0.0429 |
-
-
- | 0.55 |
- 0.0338 |
- 0.0172 |
- 0.0145 |
- 0.0183 |
- 0.0854 |
- 0.0411 |
-
-
- | 0.6 |
- 0.0328 |
- 0.0176 |
- 0.0136 |
- 0.0190 |
- 0.0837 |
- 0.0383 |
-
-
- | 0.65 |
- 0.0338 |
- 0.0183 |
- 0.0122 |
- 0.0188 |
- 0.0815 |
- 0.0383 |
-
-
- | 0.7 |
- 0.0368 |
- 0.0186 |
- 0.0123 |
- 0.0199 |
- 0.0817 |
- 0.0372 |
-
-
- | 0.75 |
- 0.0353 |
- 0.0182 |
- 0.0106 |
- 0.0190 |
- 0.0809 |
- 0.0335 |
-
-
- | 0.8 |
- 0.0356 |
- 0.0189 |
- 0.0111 |
- 0.0191 |
- 0.0781 |
- 0.0340 |
-
-
- | 0.85 |
- 0.0372 |
- 0.0196 |
- 0.0104 |
- 0.0181 |
- 0.0773 |
- 0.0327 |
-
-
- | 0.9 |
- 0.0377 |
- 0.0208 |
- 0.0116 |
- 0.0194 |
- 0.0743 |
- 0.0326 |
-
-
- | 0.95 |
- 0.0365 |
- 0.0207 |
- 0.0092 |
- 0.0170 |
- 0.0767 |
- 0.0284 |
-
-
- | 1.0 |
- 0.0343 |
- 0.0254 |
- 0.0034 |
- 0.0180 |
- 0.0725 |
- 0.0295 |
-
-
- | avg |
- 0.0438 |
- 0.0326 |
- 0.0366 |
- 0.0436 |
- 0.1340 |
- 0.0615 |
-
-
-
-
-
-
-
-
-
-
-## 40% positives
-> train: [0.5999424 0.4000576]
-> validation: [0.60008641 0.39991359]
-> bin_sld: 298.351s
-> mul_sld: 51.270s
-> bin_sld_gs: 1033.280s
-> mul_sld_gs: 546.452s
-> bin_sld_gsq: 421.394s
-> bin_pacc: 298.508s
-> mul_pacc: 34.186s
-> binmc_pacc: 289.145s
-> mulmc_pacc: 42.455s
-> binne_pacc: 296.554s
-> mulne_pacc: 45.269s
-> bin_pacc_gs: 645.096s
-> mul_pacc_gs: 145.337s
-> bin_cc: 300.133s
-> mul_cc: 42.690s
-> kfcv: 36.406s
-> ref: 22.353s
-> atc_mc: 38.798s
-> atc_ne: 34.811s
-> doc_feat: 13.850s
-> tot: 1034.124s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- kfcv |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.1047 |
- 0.1559 |
- 0.1394 |
- 0.2329 |
- 0.8590 |
- 0.4335 |
-
-
- | 0.05 |
- 0.0657 |
- 0.0586 |
- 0.0744 |
- 0.0912 |
- 0.3356 |
- 0.0606 |
-
-
- | 0.1 |
- 0.0502 |
- 0.0510 |
- 0.0515 |
- 0.0592 |
- 0.2038 |
- 0.0339 |
-
-
- | 0.15 |
- 0.0460 |
- 0.0498 |
- 0.0469 |
- 0.0467 |
- 0.1368 |
- 0.0263 |
-
-
- | 0.2 |
- 0.0398 |
- 0.0427 |
- 0.0427 |
- 0.0379 |
- 0.0981 |
- 0.0248 |
-
-
- | 0.25 |
- 0.0327 |
- 0.0395 |
- 0.0339 |
- 0.0306 |
- 0.0751 |
- 0.0213 |
-
-
- | 0.3 |
- 0.0313 |
- 0.0351 |
- 0.0329 |
- 0.0258 |
- 0.0563 |
- 0.0219 |
-
-
- | 0.35 |
- 0.0345 |
- 0.0378 |
- 0.0349 |
- 0.0286 |
- 0.0448 |
- 0.0195 |
-
-
- | 0.4 |
- 0.0321 |
- 0.0355 |
- 0.0327 |
- 0.0263 |
- 0.0377 |
- 0.0164 |
-
-
- | 0.45 |
- 0.0304 |
- 0.0323 |
- 0.0300 |
- 0.0236 |
- 0.0269 |
- 0.0191 |
-
-
- | 0.5 |
- 0.0321 |
- 0.0336 |
- 0.0340 |
- 0.0264 |
- 0.0205 |
- 0.0164 |
-
-
- | 0.55 |
- 0.0270 |
- 0.0274 |
- 0.0279 |
- 0.0231 |
- 0.0184 |
- 0.0133 |
-
-
- | 0.6 |
- 0.0299 |
- 0.0292 |
- 0.0304 |
- 0.0218 |
- 0.0129 |
- 0.0131 |
-
-
- | 0.65 |
- 0.0280 |
- 0.0276 |
- 0.0292 |
- 0.0228 |
- 0.0090 |
- 0.0124 |
-
-
- | 0.7 |
- 0.0276 |
- 0.0258 |
- 0.0280 |
- 0.0212 |
- 0.0086 |
- 0.0116 |
-
-
- | 0.75 |
- 0.0282 |
- 0.0262 |
- 0.0288 |
- 0.0226 |
- 0.0070 |
- 0.0104 |
-
-
- | 0.8 |
- 0.0258 |
- 0.0241 |
- 0.0285 |
- 0.0232 |
- 0.0068 |
- 0.0107 |
-
-
- | 0.85 |
- 0.0279 |
- 0.0253 |
- 0.0294 |
- 0.0234 |
- 0.0083 |
- 0.0084 |
-
-
- | 0.9 |
- 0.0247 |
- 0.0225 |
- 0.0271 |
- 0.0231 |
- 0.0089 |
- 0.0080 |
-
-
- | 0.95 |
- 0.0260 |
- 0.0228 |
- 0.0277 |
- 0.0229 |
- 0.0089 |
- 0.0082 |
-
-
- | 1.0 |
- 0.0235 |
- 0.0260 |
- 0.0250 |
- 0.0245 |
- 0.0109 |
- 0.0072 |
-
-
- | avg |
- 0.0366 |
- 0.0395 |
- 0.0398 |
- 0.0408 |
- 0.0950 |
- 0.0380 |
-
-
-
-
-
-
-
-
-
-
-## 50% positives
-> train: [0.5 0.5]
-> validation: [0.5 0.5]
-> bin_sld: 303.489s
-> mul_sld: 50.183s
-> bin_sld_gs: 1015.361s
-> mul_sld_gs: 552.539s
-> bin_sld_gsq: 418.096s
-> bin_pacc: 296.283s
-> mul_pacc: 32.547s
-> binmc_pacc: 299.487s
-> mulmc_pacc: 40.506s
-> binne_pacc: 293.984s
-> mulne_pacc: 39.974s
-> bin_pacc_gs: 643.158s
-> mul_pacc_gs: 146.732s
-> bin_cc: 292.672s
-> mul_cc: 37.348s
-> kfcv: 29.093s
-> ref: 16.306s
-> atc_mc: 25.874s
-> atc_ne: 28.890s
-> doc_feat: 11.601s
-> tot: 1016.064s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- kfcv |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0358 |
- 0.1582 |
- 0.0130 |
- 0.0684 |
- 0.8679 |
- 0.5313 |
-
-
- | 0.05 |
- 0.0482 |
- 0.0654 |
- 0.1235 |
- 0.0867 |
- 0.4785 |
- 0.2320 |
-
-
- | 0.1 |
- 0.0442 |
- 0.0383 |
- 0.0847 |
- 0.0524 |
- 0.3052 |
- 0.1230 |
-
-
- | 0.15 |
- 0.0393 |
- 0.0284 |
- 0.0669 |
- 0.0414 |
- 0.2066 |
- 0.0683 |
-
-
- | 0.2 |
- 0.0320 |
- 0.0227 |
- 0.0524 |
- 0.0399 |
- 0.1460 |
- 0.0417 |
-
-
- | 0.25 |
- 0.0295 |
- 0.0194 |
- 0.0446 |
- 0.0299 |
- 0.1027 |
- 0.0278 |
-
-
- | 0.3 |
- 0.0259 |
- 0.0189 |
- 0.0426 |
- 0.0259 |
- 0.0696 |
- 0.0169 |
-
-
- | 0.35 |
- 0.0287 |
- 0.0180 |
- 0.0423 |
- 0.0226 |
- 0.0454 |
- 0.0129 |
-
-
- | 0.4 |
- 0.0249 |
- 0.0159 |
- 0.0366 |
- 0.0203 |
- 0.0291 |
- 0.0113 |
-
-
- | 0.45 |
- 0.0223 |
- 0.0151 |
- 0.0332 |
- 0.0200 |
- 0.0143 |
- 0.0107 |
-
-
- | 0.5 |
- 0.0249 |
- 0.0183 |
- 0.0347 |
- 0.0216 |
- 0.0098 |
- 0.0121 |
-
-
- | 0.55 |
- 0.0201 |
- 0.0170 |
- 0.0283 |
- 0.0185 |
- 0.0139 |
- 0.0109 |
-
-
- | 0.6 |
- 0.0199 |
- 0.0165 |
- 0.0288 |
- 0.0199 |
- 0.0219 |
- 0.0105 |
-
-
- | 0.65 |
- 0.0171 |
- 0.0147 |
- 0.0236 |
- 0.0171 |
- 0.0313 |
- 0.0105 |
-
-
- | 0.7 |
- 0.0182 |
- 0.0157 |
- 0.0255 |
- 0.0163 |
- 0.0368 |
- 0.0106 |
-
-
- | 0.75 |
- 0.0175 |
- 0.0161 |
- 0.0244 |
- 0.0154 |
- 0.0446 |
- 0.0107 |
-
-
- | 0.8 |
- 0.0156 |
- 0.0144 |
- 0.0234 |
- 0.0150 |
- 0.0502 |
- 0.0105 |
-
-
- | 0.85 |
- 0.0168 |
- 0.0149 |
- 0.0224 |
- 0.0140 |
- 0.0547 |
- 0.0100 |
-
-
- | 0.9 |
- 0.0137 |
- 0.0138 |
- 0.0209 |
- 0.0134 |
- 0.0596 |
- 0.0111 |
-
-
- | 0.95 |
- 0.0154 |
- 0.0155 |
- 0.0222 |
- 0.0137 |
- 0.0628 |
- 0.0114 |
-
-
- | 1.0 |
- 0.0155 |
- 0.0173 |
- 0.0187 |
- 0.0136 |
- 0.0666 |
- 0.0102 |
-
-
- | avg |
- 0.0250 |
- 0.0274 |
- 0.0387 |
- 0.0279 |
- 0.1294 |
- 0.0569 |
-
-
-
-
-
-
-
-
-
-
-## 60% positives
-> train: [0.39991359 0.60008641]
-> validation: [0.4000576 0.5999424]
-> bin_sld: 296.102s
-> mul_sld: 56.083s
-> bin_sld_gs: 1060.976s
-> mul_sld_gs: 551.619s
-> bin_sld_gsq: 425.664s
-> bin_pacc: 293.321s
-> mul_pacc: 44.690s
-> binmc_pacc: 296.400s
-> mulmc_pacc: 38.640s
-> binne_pacc: 288.195s
-> mulne_pacc: 44.768s
-> bin_pacc_gs: 645.660s
-> mul_pacc_gs: 146.232s
-> bin_cc: 299.198s
-> mul_cc: 41.642s
-> kfcv: 21.885s
-> ref: 26.261s
-> atc_mc: 37.391s
-> atc_ne: 35.750s
-> doc_feat: 19.963s
-> tot: 1061.773s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- kfcv |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0035 |
- 0.0528 |
- 0.0271 |
- 0.0378 |
- 0.8477 |
- 0.5686 |
-
-
- | 0.05 |
- 0.0714 |
- 0.0314 |
- 0.0609 |
- 0.0657 |
- 0.5616 |
- 0.3422 |
-
-
- | 0.1 |
- 0.0638 |
- 0.0266 |
- 0.0472 |
- 0.0470 |
- 0.3973 |
- 0.2281 |
-
-
- | 0.15 |
- 0.0607 |
- 0.0253 |
- 0.0368 |
- 0.0417 |
- 0.2797 |
- 0.1475 |
-
-
- | 0.2 |
- 0.0488 |
- 0.0257 |
- 0.0313 |
- 0.0359 |
- 0.2041 |
- 0.1066 |
-
-
- | 0.25 |
- 0.0431 |
- 0.0235 |
- 0.0292 |
- 0.0283 |
- 0.1435 |
- 0.0747 |
-
-
- | 0.3 |
- 0.0358 |
- 0.0238 |
- 0.0251 |
- 0.0287 |
- 0.0966 |
- 0.0515 |
-
-
- | 0.35 |
- 0.0391 |
- 0.0282 |
- 0.0268 |
- 0.0285 |
- 0.0606 |
- 0.0344 |
-
-
- | 0.4 |
- 0.0357 |
- 0.0278 |
- 0.0235 |
- 0.0263 |
- 0.0321 |
- 0.0235 |
-
-
- | 0.45 |
- 0.0291 |
- 0.0243 |
- 0.0199 |
- 0.0231 |
- 0.0091 |
- 0.0169 |
-
-
- | 0.5 |
- 0.0315 |
- 0.0273 |
- 0.0229 |
- 0.0252 |
- 0.0146 |
- 0.0121 |
-
-
- | 0.55 |
- 0.0266 |
- 0.0244 |
- 0.0189 |
- 0.0226 |
- 0.0330 |
- 0.0087 |
-
-
- | 0.6 |
- 0.0268 |
- 0.0248 |
- 0.0198 |
- 0.0228 |
- 0.0475 |
- 0.0082 |
-
-
- | 0.65 |
- 0.0226 |
- 0.0227 |
- 0.0173 |
- 0.0205 |
- 0.0629 |
- 0.0093 |
-
-
- | 0.7 |
- 0.0253 |
- 0.0258 |
- 0.0183 |
- 0.0249 |
- 0.0742 |
- 0.0122 |
-
-
- | 0.75 |
- 0.0228 |
- 0.0241 |
- 0.0171 |
- 0.0233 |
- 0.0852 |
- 0.0135 |
-
-
- | 0.8 |
- 0.0194 |
- 0.0217 |
- 0.0156 |
- 0.0208 |
- 0.0961 |
- 0.0156 |
-
-
- | 0.85 |
- 0.0184 |
- 0.0214 |
- 0.0133 |
- 0.0211 |
- 0.1027 |
- 0.0152 |
-
-
- | 0.9 |
- 0.0168 |
- 0.0203 |
- 0.0131 |
- 0.0206 |
- 0.1119 |
- 0.0178 |
-
-
- | 0.95 |
- 0.0181 |
- 0.0220 |
- 0.0143 |
- 0.0232 |
- 0.1187 |
- 0.0189 |
-
-
- | 1.0 |
- 0.0154 |
- 0.0214 |
- 0.0128 |
- 0.0223 |
- 0.1251 |
- 0.0197 |
-
-
- | avg |
- 0.0321 |
- 0.0260 |
- 0.0243 |
- 0.0291 |
- 0.1669 |
- 0.0831 |
-
-
-
-
-
-
-
-
-
-
-## 70% positives
-> train: [0.2999712 0.7000288]
-> validation: [0.2999712 0.7000288]
-> bin_sld: 303.930s
-> mul_sld: 40.110s
-> bin_sld_gs: 1015.962s
-> mul_sld_gs: 557.286s
-> bin_sld_gsq: 414.452s
-> bin_pacc: 292.176s
-> mul_pacc: 47.800s
-> binmc_pacc: 302.570s
-> mulmc_pacc: 44.408s
-> binne_pacc: 293.019s
-> mulne_pacc: 43.783s
-> bin_pacc_gs: 648.943s
-> mul_pacc_gs: 150.210s
-> bin_cc: 288.613s
-> mul_cc: 38.672s
-> kfcv: 32.153s
-> ref: 34.374s
-> atc_mc: 38.938s
-> atc_ne: 40.313s
-> doc_feat: 20.243s
-> tot: 1016.774s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- kfcv |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.1647 |
- 0.0423 |
- 0.0818 |
- 0.0889 |
- 0.7866 |
- 0.5833 |
-
-
- | 0.05 |
- 0.1277 |
- 0.0335 |
- 0.0578 |
- 0.0641 |
- 0.5873 |
- 0.4272 |
-
-
- | 0.1 |
- 0.1021 |
- 0.0274 |
- 0.0490 |
- 0.0502 |
- 0.4440 |
- 0.3236 |
-
-
- | 0.15 |
- 0.0772 |
- 0.0237 |
- 0.0350 |
- 0.0379 |
- 0.3332 |
- 0.2429 |
-
-
- | 0.2 |
- 0.0598 |
- 0.0211 |
- 0.0311 |
- 0.0299 |
- 0.2498 |
- 0.1899 |
-
-
- | 0.25 |
- 0.0474 |
- 0.0174 |
- 0.0248 |
- 0.0271 |
- 0.1777 |
- 0.1453 |
-
-
- | 0.3 |
- 0.0366 |
- 0.0143 |
- 0.0206 |
- 0.0208 |
- 0.1211 |
- 0.1125 |
-
-
- | 0.35 |
- 0.0247 |
- 0.0132 |
- 0.0151 |
- 0.0171 |
- 0.0740 |
- 0.0875 |
-
-
- | 0.4 |
- 0.0188 |
- 0.0121 |
- 0.0153 |
- 0.0159 |
- 0.0343 |
- 0.0688 |
-
-
- | 0.45 |
- 0.0162 |
- 0.0120 |
- 0.0148 |
- 0.0154 |
- 0.0062 |
- 0.0528 |
-
-
- | 0.5 |
- 0.0122 |
- 0.0123 |
- 0.0140 |
- 0.0142 |
- 0.0311 |
- 0.0385 |
-
-
- | 0.55 |
- 0.0083 |
- 0.0105 |
- 0.0099 |
- 0.0105 |
- 0.0577 |
- 0.0281 |
-
-
- | 0.6 |
- 0.0074 |
- 0.0094 |
- 0.0111 |
- 0.0109 |
- 0.0796 |
- 0.0209 |
-
-
- | 0.65 |
- 0.0084 |
- 0.0103 |
- 0.0105 |
- 0.0113 |
- 0.1031 |
- 0.0125 |
-
-
- | 0.7 |
- 0.0089 |
- 0.0102 |
- 0.0077 |
- 0.0100 |
- 0.1211 |
- 0.0077 |
-
-
- | 0.75 |
- 0.0088 |
- 0.0091 |
- 0.0087 |
- 0.0088 |
- 0.1376 |
- 0.0053 |
-
-
- | 0.8 |
- 0.0097 |
- 0.0084 |
- 0.0092 |
- 0.0095 |
- 0.1537 |
- 0.0065 |
-
-
- | 0.85 |
- 0.0113 |
- 0.0093 |
- 0.0101 |
- 0.0107 |
- 0.1667 |
- 0.0075 |
-
-
- | 0.9 |
- 0.0117 |
- 0.0084 |
- 0.0095 |
- 0.0096 |
- 0.1802 |
- 0.0101 |
-
-
- | 0.95 |
- 0.0161 |
- 0.0099 |
- 0.0142 |
- 0.0120 |
- 0.1917 |
- 0.0136 |
-
-
- | 1.0 |
- 0.0213 |
- 0.0104 |
- 0.0106 |
- 0.0124 |
- 0.2026 |
- 0.0151 |
-
-
- | avg |
- 0.0381 |
- 0.0155 |
- 0.0219 |
- 0.0232 |
- 0.2019 |
- 0.1143 |
-
-
-
-
-
-
-
-
-
-
-## 80% positives
-> train: [0.2000288 0.7999712]
-> validation: [0.2000288 0.7999712]
-> bin_sld: 302.697s
-> mul_sld: 51.427s
-> bin_sld_gs: 1033.432s
-> mul_sld_gs: 553.840s
-> bin_sld_gsq: 405.825s
-> bin_pacc: 296.888s
-> mul_pacc: 34.390s
-> binmc_pacc: 300.681s
-> mulmc_pacc: 44.972s
-> binne_pacc: 284.115s
-> mulne_pacc: 37.204s
-> bin_pacc_gs: 637.277s
-> mul_pacc_gs: 146.708s
-> bin_cc: 297.171s
-> mul_cc: 42.941s
-> kfcv: 27.967s
-> ref: 32.469s
-> atc_mc: 22.965s
-> atc_ne: 39.769s
-> doc_feat: 19.964s
-> tot: 1034.198s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- kfcv |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0014 |
- 0.0280 |
- 0.1139 |
- 0.0311 |
- 0.6816 |
- 0.5690 |
-
-
- | 0.05 |
- 0.0291 |
- 0.0244 |
- 0.0811 |
- 0.0250 |
- 0.5424 |
- 0.4617 |
-
-
- | 0.1 |
- 0.0227 |
- 0.0221 |
- 0.0693 |
- 0.0263 |
- 0.4276 |
- 0.3805 |
-
-
- | 0.15 |
- 0.0204 |
- 0.0180 |
- 0.0509 |
- 0.0172 |
- 0.3302 |
- 0.3102 |
-
-
- | 0.2 |
- 0.0209 |
- 0.0168 |
- 0.0428 |
- 0.0190 |
- 0.2477 |
- 0.2550 |
-
-
- | 0.25 |
- 0.0200 |
- 0.0164 |
- 0.0323 |
- 0.0174 |
- 0.1759 |
- 0.2072 |
-
-
- | 0.3 |
- 0.0168 |
- 0.0118 |
- 0.0259 |
- 0.0139 |
- 0.1140 |
- 0.1705 |
-
-
- | 0.35 |
- 0.0185 |
- 0.0118 |
- 0.0194 |
- 0.0135 |
- 0.0587 |
- 0.1388 |
-
-
- | 0.4 |
- 0.0178 |
- 0.0119 |
- 0.0169 |
- 0.0138 |
- 0.0108 |
- 0.1144 |
-
-
- | 0.45 |
- 0.0162 |
- 0.0115 |
- 0.0145 |
- 0.0130 |
- 0.0339 |
- 0.0909 |
-
-
- | 0.5 |
- 0.0163 |
- 0.0112 |
- 0.0108 |
- 0.0129 |
- 0.0714 |
- 0.0727 |
-
-
- | 0.55 |
- 0.0161 |
- 0.0094 |
- 0.0085 |
- 0.0117 |
- 0.1070 |
- 0.0569 |
-
-
- | 0.6 |
- 0.0183 |
- 0.0098 |
- 0.0075 |
- 0.0133 |
- 0.1374 |
- 0.0441 |
-
-
- | 0.65 |
- 0.0144 |
- 0.0097 |
- 0.0078 |
- 0.0121 |
- 0.1685 |
- 0.0297 |
-
-
- | 0.7 |
- 0.0166 |
- 0.0102 |
- 0.0081 |
- 0.0143 |
- 0.1946 |
- 0.0198 |
-
-
- | 0.75 |
- 0.0184 |
- 0.0097 |
- 0.0082 |
- 0.0142 |
- 0.2187 |
- 0.0119 |
-
-
- | 0.8 |
- 0.0180 |
- 0.0094 |
- 0.0087 |
- 0.0137 |
- 0.2417 |
- 0.0068 |
-
-
- | 0.85 |
- 0.0186 |
- 0.0084 |
- 0.0097 |
- 0.0142 |
- 0.2619 |
- 0.0049 |
-
-
- | 0.9 |
- 0.0170 |
- 0.0071 |
- 0.0095 |
- 0.0129 |
- 0.2816 |
- 0.0076 |
-
-
- | 0.95 |
- 0.0179 |
- 0.0078 |
- 0.0119 |
- 0.0149 |
- 0.2996 |
- 0.0117 |
-
-
- | 1.0 |
- 0.0150 |
- 0.0064 |
- 0.0118 |
- 0.0144 |
- 0.3162 |
- 0.0150 |
-
-
- | avg |
- 0.0176 |
- 0.0129 |
- 0.0271 |
- 0.0161 |
- 0.2344 |
- 0.1419 |
-
-
-
-
-
-
-
-
-
-
-## 90% positives
-> train: [0.0999424 0.9000576]
-> validation: [0.10008641 0.89991359]
-> bin_sld: 170.505s
-> mul_sld: 31.294s
-> mul_sld_gs: 380.780s
-> bin_cc: 164.518s
-> mul_cc: 20.620s
-> kfcv: 15.634s
-> ref: 13.757s
-> atc_mc: 18.010s
-> atc_ne: 18.026s
-> doc_feat: 10.161s
-> tot: 381.531s
-
-
-
-
- |
- mul_sld_gs |
- kfcv |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.1206 |
- 0.5036 |
- 0.5298 |
-
-
- | 0.05 |
- 0.1149 |
- 0.4026 |
- 0.4611 |
-
-
- | 0.1 |
- 0.1069 |
- 0.3119 |
- 0.4018 |
-
-
- | 0.15 |
- 0.0931 |
- 0.2298 |
- 0.3476 |
-
-
- | 0.2 |
- 0.0827 |
- 0.1554 |
- 0.3036 |
-
-
- | 0.25 |
- 0.0713 |
- 0.0879 |
- 0.2600 |
-
-
- | 0.3 |
- 0.0621 |
- 0.0254 |
- 0.2236 |
-
-
- | 0.35 |
- 0.0521 |
- 0.0312 |
- 0.1920 |
-
-
- | 0.4 |
- 0.0455 |
- 0.0840 |
- 0.1657 |
-
-
- | 0.45 |
- 0.0371 |
- 0.1330 |
- 0.1389 |
-
-
- | 0.5 |
- 0.0304 |
- 0.1780 |
- 0.1160 |
-
-
- | 0.55 |
- 0.0240 |
- 0.2199 |
- 0.0962 |
-
-
- | 0.6 |
- 0.0194 |
- 0.2585 |
- 0.0783 |
-
-
- | 0.65 |
- 0.0132 |
- 0.2956 |
- 0.0599 |
-
-
- | 0.7 |
- 0.0079 |
- 0.3296 |
- 0.0461 |
-
-
- | 0.75 |
- 0.0056 |
- 0.3613 |
- 0.0323 |
-
-
- | 0.8 |
- 0.0052 |
- 0.3917 |
- 0.0201 |
-
-
- | 0.85 |
- 0.0050 |
- 0.4199 |
- 0.0099 |
-
-
- | 0.9 |
- 0.0061 |
- 0.4470 |
- 0.0033 |
-
-
- | 0.95 |
- 0.0089 |
- 0.4723 |
- 0.0090 |
-
-
- | 1.0 |
- 0.0084 |
- 0.4964 |
- 0.0172 |
-
-
- | avg |
- 0.0438 |
- 0.2779 |
- 0.1672 |
-
-
-
-
-
-
-
-
-
-
-## avg
-### avg on train
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- kfcv |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0764 |
- 0.0955 |
- 0.1425 |
- 0.1677 |
- 0.7200 |
- 0.3846 |
-
-
- | 0.05 |
- 0.0798 |
- 0.0567 |
- 0.0907 |
- 0.0783 |
- 0.4243 |
- 0.2693 |
-
-
- | 0.1 |
- 0.0610 |
- 0.0435 |
- 0.0610 |
- 0.0516 |
- 0.3242 |
- 0.2102 |
-
-
- | 0.15 |
- 0.0516 |
- 0.0366 |
- 0.0487 |
- 0.0396 |
- 0.2578 |
- 0.1689 |
-
-
- | 0.2 |
- 0.0428 |
- 0.0328 |
- 0.0397 |
- 0.0341 |
- 0.2079 |
- 0.1424 |
-
-
- | 0.25 |
- 0.0365 |
- 0.0302 |
- 0.0342 |
- 0.0296 |
- 0.1695 |
- 0.1196 |
-
-
- | 0.3 |
- 0.0304 |
- 0.0260 |
- 0.0288 |
- 0.0253 |
- 0.1361 |
- 0.1030 |
-
-
- | 0.35 |
- 0.0317 |
- 0.0254 |
- 0.0285 |
- 0.0246 |
- 0.1186 |
- 0.0899 |
-
-
- | 0.4 |
- 0.0285 |
- 0.0234 |
- 0.0258 |
- 0.0230 |
- 0.1087 |
- 0.0797 |
-
-
- | 0.45 |
- 0.0254 |
- 0.0211 |
- 0.0229 |
- 0.0206 |
- 0.1071 |
- 0.0709 |
-
-
- | 0.5 |
- 0.0254 |
- 0.0214 |
- 0.0228 |
- 0.0214 |
- 0.1181 |
- 0.0631 |
-
-
- | 0.55 |
- 0.0225 |
- 0.0185 |
- 0.0195 |
- 0.0189 |
- 0.1322 |
- 0.0572 |
-
-
- | 0.6 |
- 0.0230 |
- 0.0182 |
- 0.0200 |
- 0.0193 |
- 0.1436 |
- 0.0522 |
-
-
- | 0.65 |
- 0.0211 |
- 0.0170 |
- 0.0183 |
- 0.0183 |
- 0.1559 |
- 0.0476 |
-
-
- | 0.7 |
- 0.0224 |
- 0.0169 |
- 0.0184 |
- 0.0193 |
- 0.1669 |
- 0.0443 |
-
-
- | 0.75 |
- 0.0217 |
- 0.0162 |
- 0.0175 |
- 0.0180 |
- 0.1759 |
- 0.0413 |
-
-
- | 0.8 |
- 0.0207 |
- 0.0154 |
- 0.0175 |
- 0.0179 |
- 0.1854 |
- 0.0399 |
-
-
- | 0.85 |
- 0.0221 |
- 0.0158 |
- 0.0178 |
- 0.0184 |
- 0.1936 |
- 0.0381 |
-
-
- | 0.9 |
- 0.0203 |
- 0.0156 |
- 0.0167 |
- 0.0180 |
- 0.2013 |
- 0.0384 |
-
-
- | 0.95 |
- 0.0220 |
- 0.0164 |
- 0.0180 |
- 0.0185 |
- 0.2089 |
- 0.0395 |
-
-
- | 1.0 |
- 0.0204 |
- 0.0173 |
- 0.0149 |
- 0.0185 |
- 0.2152 |
- 0.0410 |
-
-
- | avg |
- 0.0336 |
- 0.0276 |
- 0.0345 |
- 0.0334 |
- 0.2129 |
- 0.1020 |
-
-
-
-
-
-
-### avg on test
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- kfcv |
- atc_mc |
-
-
-
-
- | 0.1 |
- NaN |
- 0.0199 |
- NaN |
- NaN |
- 0.4560 |
- 0.0234 |
-
-
- | 0.2 |
- 0.0421 |
- 0.0310 |
- 0.0529 |
- 0.0529 |
- 0.2208 |
- 0.2314 |
-
-
- | 0.3 |
- 0.0438 |
- 0.0326 |
- 0.0366 |
- 0.0436 |
- 0.1340 |
- 0.0615 |
-
-
- | 0.4 |
- 0.0366 |
- 0.0395 |
- 0.0398 |
- 0.0408 |
- 0.0950 |
- 0.0380 |
-
-
- | 0.5 |
- 0.0250 |
- 0.0274 |
- 0.0387 |
- 0.0279 |
- 0.1294 |
- 0.0569 |
-
-
- | 0.6 |
- 0.0321 |
- 0.0260 |
- 0.0243 |
- 0.0291 |
- 0.1669 |
- 0.0831 |
-
-
- | 0.7 |
- 0.0381 |
- 0.0155 |
- 0.0219 |
- 0.0232 |
- 0.2019 |
- 0.1143 |
-
-
- | 0.8 |
- 0.0176 |
- 0.0129 |
- 0.0271 |
- 0.0161 |
- 0.2344 |
- 0.1419 |
-
-
- | 0.9 |
- NaN |
- 0.0438 |
- NaN |
- NaN |
- 0.2779 |
- 0.1672 |
-
-
- | avg |
- 0.0336 |
- 0.0276 |
- 0.0345 |
- 0.0334 |
- 0.2129 |
- 0.1020 |
-
-
-
-
-
-
-### avg dataset shift
-
diff --git a/output/main/imdb_9prevs/imdb_gs_vs_atc_acc.md b/output/main/imdb_9prevs/imdb_gs_vs_atc_acc.md
deleted file mode 100644
index 1dfb3f9..0000000
--- a/output/main/imdb_9prevs/imdb_gs_vs_atc_acc.md
+++ /dev/null
@@ -1,2384 +0,0 @@
-# imdb_9prevs
-
-## 10% positives
-> train: [0.89991359 0.10008641]
-> validation: [0.9000576 0.0999424]
-> bin_sld: 249.048s
-> mul_sld: 71.459s
-> mul_sld_gs: 455.993s
-> bin_pacc: 244.563s
-> mul_pacc: 43.016s
-> binmc_pacc: 240.469s
-> mulmc_pacc: 41.750s
-> binne_pacc: 236.217s
-> mulne_pacc: 34.041s
-> bin_cc: 241.914s
-> mul_cc: 40.328s
-> kfcv: 24.723s
-> ref: 18.562s
-> atc_mc: 27.491s
-> atc_ne: 25.568s
-> doc_feat: 11.526s
-> tot: 456.775s
-
-
-
-
- |
- mul_sld_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0220 |
- 0.0370 |
- 0.0370 |
-
-
- | 0.05 |
- 0.0151 |
- 0.0155 |
- 0.0155 |
-
-
- | 0.1 |
- 0.0114 |
- 0.0067 |
- 0.0067 |
-
-
- | 0.15 |
- 0.0072 |
- 0.0255 |
- 0.0255 |
-
-
- | 0.2 |
- 0.0088 |
- 0.0457 |
- 0.0457 |
-
-
- | 0.25 |
- 0.0145 |
- 0.0664 |
- 0.0664 |
-
-
- | 0.3 |
- 0.0199 |
- 0.0858 |
- 0.0858 |
-
-
- | 0.35 |
- 0.0276 |
- 0.1100 |
- 0.1100 |
-
-
- | 0.4 |
- 0.0348 |
- 0.1302 |
- 0.1302 |
-
-
- | 0.45 |
- 0.0394 |
- 0.1477 |
- 0.1477 |
-
-
- | 0.5 |
- 0.0455 |
- 0.1697 |
- 0.1697 |
-
-
- | 0.55 |
- 0.0518 |
- 0.1922 |
- 0.1922 |
-
-
- | 0.6 |
- 0.0542 |
- 0.2117 |
- 0.2117 |
-
-
- | 0.65 |
- 0.0595 |
- 0.2314 |
- 0.2314 |
-
-
- | 0.7 |
- 0.0653 |
- 0.2566 |
- 0.2566 |
-
-
- | 0.75 |
- 0.0678 |
- 0.2750 |
- 0.2750 |
-
-
- | 0.8 |
- 0.0695 |
- 0.2944 |
- 0.2944 |
-
-
- | 0.85 |
- 0.0697 |
- 0.3139 |
- 0.3139 |
-
-
- | 0.9 |
- 0.0681 |
- 0.3317 |
- 0.3317 |
-
-
- | 0.95 |
- 0.0683 |
- 0.3558 |
- 0.3558 |
-
-
- | 1.0 |
- 0.0568 |
- 0.3755 |
- 0.3755 |
-
-
- | avg |
- 0.0418 |
- 0.1752 |
- 0.1752 |
-
-
-
-
-
-
-
-
-
-
-## 20% positives
-> train: [0.7999712 0.2000288]
-> validation: [0.7999712 0.2000288]
-> bin_sld: 312.036s
-> mul_sld: 63.355s
-> bin_sld_gs: 1039.328s
-> mul_sld_gs: 562.297s
-> bin_sld_gsq: 402.075s
-> bin_pacc: 297.187s
-> mul_pacc: 36.589s
-> binmc_pacc: 296.718s
-> mulmc_pacc: 36.777s
-> binne_pacc: 285.556s
-> mulne_pacc: 47.832s
-> bin_pacc_gs: 636.796s
-> mul_pacc_gs: 141.445s
-> bin_cc: 293.873s
-> mul_cc: 46.722s
-> kfcv: 30.476s
-> ref: 26.348s
-> atc_mc: 22.299s
-> atc_ne: 41.782s
-> doc_feat: 11.276s
-> tot: 1040.077s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0094 |
- 0.0149 |
- 0.0035 |
- 0.0039 |
- 0.0286 |
- 0.0286 |
-
-
- | 0.05 |
- 0.0106 |
- 0.0135 |
- 0.0118 |
- 0.0101 |
- 0.0195 |
- 0.0195 |
-
-
- | 0.1 |
- 0.0112 |
- 0.0126 |
- 0.0120 |
- 0.0105 |
- 0.0114 |
- 0.0114 |
-
-
- | 0.15 |
- 0.0121 |
- 0.0112 |
- 0.0128 |
- 0.0098 |
- 0.0075 |
- 0.0075 |
-
-
- | 0.2 |
- 0.0130 |
- 0.0115 |
- 0.0126 |
- 0.0104 |
- 0.0108 |
- 0.0108 |
-
-
- | 0.25 |
- 0.0129 |
- 0.0120 |
- 0.0130 |
- 0.0119 |
- 0.0177 |
- 0.0177 |
-
-
- | 0.3 |
- 0.0132 |
- 0.0119 |
- 0.0132 |
- 0.0122 |
- 0.0238 |
- 0.0238 |
-
-
- | 0.35 |
- 0.0142 |
- 0.0119 |
- 0.0140 |
- 0.0135 |
- 0.0367 |
- 0.0367 |
-
-
- | 0.4 |
- 0.0142 |
- 0.0105 |
- 0.0166 |
- 0.0130 |
- 0.0448 |
- 0.0448 |
-
-
- | 0.45 |
- 0.0137 |
- 0.0099 |
- 0.0153 |
- 0.0129 |
- 0.0538 |
- 0.0538 |
-
-
- | 0.5 |
- 0.0157 |
- 0.0117 |
- 0.0176 |
- 0.0146 |
- 0.0640 |
- 0.0640 |
-
-
- | 0.55 |
- 0.0144 |
- 0.0108 |
- 0.0168 |
- 0.0143 |
- 0.0729 |
- 0.0729 |
-
-
- | 0.6 |
- 0.0166 |
- 0.0107 |
- 0.0204 |
- 0.0156 |
- 0.0810 |
- 0.0810 |
-
-
- | 0.65 |
- 0.0165 |
- 0.0118 |
- 0.0203 |
- 0.0163 |
- 0.0895 |
- 0.0895 |
-
-
- | 0.7 |
- 0.0173 |
- 0.0120 |
- 0.0214 |
- 0.0160 |
- 0.1031 |
- 0.1031 |
-
-
- | 0.75 |
- 0.0158 |
- 0.0093 |
- 0.0190 |
- 0.0150 |
- 0.1092 |
- 0.1092 |
-
-
- | 0.8 |
- 0.0177 |
- 0.0114 |
- 0.0234 |
- 0.0174 |
- 0.1170 |
- 0.1170 |
-
-
- | 0.85 |
- 0.0222 |
- 0.0117 |
- 0.0277 |
- 0.0199 |
- 0.1265 |
- 0.1265 |
-
-
- | 0.9 |
- 0.0199 |
- 0.0111 |
- 0.0267 |
- 0.0208 |
- 0.1322 |
- 0.1322 |
-
-
- | 0.95 |
- 0.0231 |
- 0.0115 |
- 0.0279 |
- 0.0204 |
- 0.1443 |
- 0.1443 |
-
-
- | 1.0 |
- 0.0141 |
- 0.0121 |
- 0.0179 |
- 0.0200 |
- 0.1494 |
- 0.1494 |
-
-
- | avg |
- 0.0151 |
- 0.0116 |
- 0.0173 |
- 0.0142 |
- 0.0687 |
- 0.0687 |
-
-
-
-
-
-
-
-
-
-
-## 30% positives
-> train: [0.7000288 0.2999712]
-> validation: [0.7000288 0.2999712]
-> bin_sld: 302.903s
-> mul_sld: 59.883s
-> bin_sld_gs: 1013.188s
-> mul_sld_gs: 556.087s
-> bin_sld_gsq: 413.115s
-> bin_pacc: 294.712s
-> mul_pacc: 45.954s
-> binmc_pacc: 300.950s
-> mulmc_pacc: 45.939s
-> binne_pacc: 289.350s
-> mulne_pacc: 38.137s
-> bin_pacc_gs: 643.072s
-> mul_pacc_gs: 149.582s
-> bin_cc: 298.684s
-> mul_cc: 43.908s
-> kfcv: 37.403s
-> ref: 28.756s
-> atc_mc: 39.420s
-> atc_ne: 24.347s
-> doc_feat: 22.815s
-> tot: 1014.314s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0060 |
- 0.0135 |
- 0.0182 |
- 0.0103 |
- 0.0279 |
- 0.0279 |
-
-
- | 0.05 |
- 0.0101 |
- 0.0130 |
- 0.0219 |
- 0.0124 |
- 0.0220 |
- 0.0220 |
-
-
- | 0.1 |
- 0.0120 |
- 0.0123 |
- 0.0195 |
- 0.0128 |
- 0.0157 |
- 0.0157 |
-
-
- | 0.15 |
- 0.0126 |
- 0.0118 |
- 0.0204 |
- 0.0136 |
- 0.0111 |
- 0.0111 |
-
-
- | 0.2 |
- 0.0136 |
- 0.0128 |
- 0.0186 |
- 0.0153 |
- 0.0108 |
- 0.0108 |
-
-
- | 0.25 |
- 0.0163 |
- 0.0144 |
- 0.0215 |
- 0.0185 |
- 0.0106 |
- 0.0106 |
-
-
- | 0.3 |
- 0.0146 |
- 0.0120 |
- 0.0168 |
- 0.0154 |
- 0.0105 |
- 0.0105 |
-
-
- | 0.35 |
- 0.0185 |
- 0.0132 |
- 0.0201 |
- 0.0194 |
- 0.0143 |
- 0.0143 |
-
-
- | 0.4 |
- 0.0197 |
- 0.0137 |
- 0.0185 |
- 0.0211 |
- 0.0199 |
- 0.0199 |
-
-
- | 0.45 |
- 0.0189 |
- 0.0125 |
- 0.0185 |
- 0.0223 |
- 0.0235 |
- 0.0235 |
-
-
- | 0.5 |
- 0.0226 |
- 0.0141 |
- 0.0193 |
- 0.0237 |
- 0.0301 |
- 0.0301 |
-
-
- | 0.55 |
- 0.0225 |
- 0.0117 |
- 0.0163 |
- 0.0212 |
- 0.0355 |
- 0.0355 |
-
-
- | 0.6 |
- 0.0247 |
- 0.0129 |
- 0.0177 |
- 0.0255 |
- 0.0404 |
- 0.0404 |
-
-
- | 0.65 |
- 0.0271 |
- 0.0136 |
- 0.0174 |
- 0.0266 |
- 0.0442 |
- 0.0442 |
-
-
- | 0.7 |
- 0.0315 |
- 0.0145 |
- 0.0176 |
- 0.0283 |
- 0.0517 |
- 0.0517 |
-
-
- | 0.75 |
- 0.0325 |
- 0.0147 |
- 0.0166 |
- 0.0290 |
- 0.0584 |
- 0.0584 |
-
-
- | 0.8 |
- 0.0353 |
- 0.0164 |
- 0.0185 |
- 0.0322 |
- 0.0608 |
- 0.0608 |
-
-
- | 0.85 |
- 0.0409 |
- 0.0168 |
- 0.0179 |
- 0.0320 |
- 0.0669 |
- 0.0669 |
-
-
- | 0.9 |
- 0.0436 |
- 0.0188 |
- 0.0201 |
- 0.0355 |
- 0.0698 |
- 0.0698 |
-
-
- | 0.95 |
- 0.0455 |
- 0.0203 |
- 0.0172 |
- 0.0332 |
- 0.0804 |
- 0.0804 |
-
-
- | 1.0 |
- 0.0415 |
- 0.0296 |
- 0.0054 |
- 0.0221 |
- 0.0817 |
- 0.0817 |
-
-
- | avg |
- 0.0243 |
- 0.0149 |
- 0.0180 |
- 0.0224 |
- 0.0374 |
- 0.0374 |
-
-
-
-
-
-
-
-
-
-
-## 40% positives
-> train: [0.5999424 0.4000576]
-> validation: [0.60008641 0.39991359]
-> bin_sld: 298.351s
-> mul_sld: 51.270s
-> bin_sld_gs: 1033.280s
-> mul_sld_gs: 546.452s
-> bin_sld_gsq: 421.394s
-> bin_pacc: 298.508s
-> mul_pacc: 34.186s
-> binmc_pacc: 289.145s
-> mulmc_pacc: 42.455s
-> binne_pacc: 296.554s
-> mulne_pacc: 45.269s
-> bin_pacc_gs: 645.096s
-> mul_pacc_gs: 145.337s
-> bin_cc: 300.133s
-> mul_cc: 42.690s
-> kfcv: 36.406s
-> ref: 22.353s
-> atc_mc: 38.798s
-> atc_ne: 34.811s
-> doc_feat: 13.850s
-> tot: 1034.124s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0088 |
- 0.0137 |
- 0.0080 |
- 0.0108 |
- 0.0207 |
- 0.0207 |
-
-
- | 0.05 |
- 0.0135 |
- 0.0159 |
- 0.0129 |
- 0.0128 |
- 0.0204 |
- 0.0204 |
-
-
- | 0.1 |
- 0.0148 |
- 0.0169 |
- 0.0134 |
- 0.0141 |
- 0.0160 |
- 0.0160 |
-
-
- | 0.15 |
- 0.0163 |
- 0.0197 |
- 0.0162 |
- 0.0160 |
- 0.0151 |
- 0.0151 |
-
-
- | 0.2 |
- 0.0180 |
- 0.0204 |
- 0.0182 |
- 0.0165 |
- 0.0133 |
- 0.0133 |
-
-
- | 0.25 |
- 0.0159 |
- 0.0203 |
- 0.0159 |
- 0.0155 |
- 0.0099 |
- 0.0099 |
-
-
- | 0.3 |
- 0.0176 |
- 0.0199 |
- 0.0175 |
- 0.0142 |
- 0.0107 |
- 0.0107 |
-
-
- | 0.35 |
- 0.0218 |
- 0.0242 |
- 0.0212 |
- 0.0185 |
- 0.0089 |
- 0.0089 |
-
-
- | 0.4 |
- 0.0233 |
- 0.0250 |
- 0.0228 |
- 0.0187 |
- 0.0099 |
- 0.0099 |
-
-
- | 0.45 |
- 0.0234 |
- 0.0242 |
- 0.0223 |
- 0.0172 |
- 0.0109 |
- 0.0109 |
-
-
- | 0.5 |
- 0.0270 |
- 0.0273 |
- 0.0277 |
- 0.0214 |
- 0.0115 |
- 0.0115 |
-
-
- | 0.55 |
- 0.0249 |
- 0.0238 |
- 0.0250 |
- 0.0202 |
- 0.0117 |
- 0.0117 |
-
-
- | 0.6 |
- 0.0299 |
- 0.0271 |
- 0.0294 |
- 0.0207 |
- 0.0135 |
- 0.0135 |
-
-
- | 0.65 |
- 0.0291 |
- 0.0266 |
- 0.0293 |
- 0.0223 |
- 0.0142 |
- 0.0142 |
-
-
- | 0.7 |
- 0.0313 |
- 0.0268 |
- 0.0308 |
- 0.0225 |
- 0.0168 |
- 0.0168 |
-
-
- | 0.75 |
- 0.0335 |
- 0.0282 |
- 0.0332 |
- 0.0246 |
- 0.0182 |
- 0.0182 |
-
-
- | 0.8 |
- 0.0326 |
- 0.0277 |
- 0.0360 |
- 0.0285 |
- 0.0198 |
- 0.0198 |
-
-
- | 0.85 |
- 0.0376 |
- 0.0304 |
- 0.0385 |
- 0.0296 |
- 0.0229 |
- 0.0229 |
-
-
- | 0.9 |
- 0.0350 |
- 0.0281 |
- 0.0377 |
- 0.0310 |
- 0.0272 |
- 0.0272 |
-
-
- | 0.95 |
- 0.0388 |
- 0.0298 |
- 0.0405 |
- 0.0314 |
- 0.0283 |
- 0.0283 |
-
-
- | 1.0 |
- 0.0358 |
- 0.0376 |
- 0.0370 |
- 0.0352 |
- 0.0310 |
- 0.0310 |
-
-
- | avg |
- 0.0252 |
- 0.0244 |
- 0.0254 |
- 0.0210 |
- 0.0167 |
- 0.0167 |
-
-
-
-
-
-
-
-
-
-
-## 50% positives
-> train: [0.5 0.5]
-> validation: [0.5 0.5]
-> bin_sld: 303.489s
-> mul_sld: 50.183s
-> bin_sld_gs: 1015.361s
-> mul_sld_gs: 552.539s
-> bin_sld_gsq: 418.096s
-> bin_pacc: 296.283s
-> mul_pacc: 32.547s
-> binmc_pacc: 299.487s
-> mulmc_pacc: 40.506s
-> binne_pacc: 293.984s
-> mulne_pacc: 39.974s
-> bin_pacc_gs: 643.158s
-> mul_pacc_gs: 146.732s
-> bin_cc: 292.672s
-> mul_cc: 37.348s
-> kfcv: 29.093s
-> ref: 16.306s
-> atc_mc: 25.874s
-> atc_ne: 28.890s
-> doc_feat: 11.601s
-> tot: 1016.064s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0085 |
- 0.0080 |
- 0.0061 |
- 0.0111 |
- 0.0100 |
- 0.0100 |
-
-
- | 0.05 |
- 0.0114 |
- 0.0086 |
- 0.0190 |
- 0.0144 |
- 0.0090 |
- 0.0090 |
-
-
- | 0.1 |
- 0.0145 |
- 0.0093 |
- 0.0205 |
- 0.0141 |
- 0.0096 |
- 0.0096 |
-
-
- | 0.15 |
- 0.0154 |
- 0.0106 |
- 0.0212 |
- 0.0141 |
- 0.0085 |
- 0.0085 |
-
-
- | 0.2 |
- 0.0151 |
- 0.0108 |
- 0.0213 |
- 0.0169 |
- 0.0086 |
- 0.0086 |
-
-
- | 0.25 |
- 0.0156 |
- 0.0108 |
- 0.0209 |
- 0.0164 |
- 0.0094 |
- 0.0094 |
-
-
- | 0.3 |
- 0.0161 |
- 0.0128 |
- 0.0242 |
- 0.0165 |
- 0.0098 |
- 0.0098 |
-
-
- | 0.35 |
- 0.0188 |
- 0.0131 |
- 0.0262 |
- 0.0152 |
- 0.0094 |
- 0.0094 |
-
-
- | 0.4 |
- 0.0188 |
- 0.0128 |
- 0.0266 |
- 0.0157 |
- 0.0101 |
- 0.0101 |
-
-
- | 0.45 |
- 0.0183 |
- 0.0132 |
- 0.0265 |
- 0.0169 |
- 0.0103 |
- 0.0103 |
-
-
- | 0.5 |
- 0.0231 |
- 0.0173 |
- 0.0316 |
- 0.0208 |
- 0.0124 |
- 0.0124 |
-
-
- | 0.55 |
- 0.0198 |
- 0.0172 |
- 0.0276 |
- 0.0189 |
- 0.0113 |
- 0.0113 |
-
-
- | 0.6 |
- 0.0209 |
- 0.0176 |
- 0.0299 |
- 0.0214 |
- 0.0110 |
- 0.0110 |
-
-
- | 0.65 |
- 0.0196 |
- 0.0167 |
- 0.0267 |
- 0.0200 |
- 0.0112 |
- 0.0112 |
-
-
- | 0.7 |
- 0.0222 |
- 0.0189 |
- 0.0310 |
- 0.0202 |
- 0.0109 |
- 0.0109 |
-
-
- | 0.75 |
- 0.0227 |
- 0.0203 |
- 0.0313 |
- 0.0203 |
- 0.0109 |
- 0.0109 |
-
-
- | 0.8 |
- 0.0215 |
- 0.0192 |
- 0.0324 |
- 0.0215 |
- 0.0100 |
- 0.0100 |
-
-
- | 0.85 |
- 0.0246 |
- 0.0210 |
- 0.0328 |
- 0.0207 |
- 0.0107 |
- 0.0107 |
-
-
- | 0.9 |
- 0.0211 |
- 0.0204 |
- 0.0324 |
- 0.0215 |
- 0.0114 |
- 0.0114 |
-
-
- | 0.95 |
- 0.0252 |
- 0.0243 |
- 0.0360 |
- 0.0226 |
- 0.0119 |
- 0.0119 |
-
-
- | 1.0 |
- 0.0266 |
- 0.0292 |
- 0.0316 |
- 0.0230 |
- 0.0107 |
- 0.0107 |
-
-
- | avg |
- 0.0190 |
- 0.0158 |
- 0.0265 |
- 0.0182 |
- 0.0103 |
- 0.0103 |
-
-
-
-
-
-
-
-
-
-
-## 60% positives
-> train: [0.39991359 0.60008641]
-> validation: [0.4000576 0.5999424]
-> bin_sld: 296.102s
-> mul_sld: 56.083s
-> bin_sld_gs: 1060.976s
-> mul_sld_gs: 551.619s
-> bin_sld_gsq: 425.664s
-> bin_pacc: 293.321s
-> mul_pacc: 44.690s
-> binmc_pacc: 296.400s
-> mulmc_pacc: 38.640s
-> binne_pacc: 288.195s
-> mulne_pacc: 44.768s
-> bin_pacc_gs: 645.660s
-> mul_pacc_gs: 146.232s
-> bin_cc: 299.198s
-> mul_cc: 41.642s
-> kfcv: 21.885s
-> ref: 26.261s
-> atc_mc: 37.391s
-> atc_ne: 35.750s
-> doc_feat: 19.963s
-> tot: 1061.773s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0028 |
- 0.0064 |
- 0.0078 |
- 0.0130 |
- 0.0238 |
- 0.0238 |
-
-
- | 0.05 |
- 0.0139 |
- 0.0081 |
- 0.0152 |
- 0.0141 |
- 0.0205 |
- 0.0205 |
-
-
- | 0.1 |
- 0.0161 |
- 0.0098 |
- 0.0162 |
- 0.0144 |
- 0.0209 |
- 0.0209 |
-
-
- | 0.15 |
- 0.0188 |
- 0.0111 |
- 0.0147 |
- 0.0159 |
- 0.0139 |
- 0.0139 |
-
-
- | 0.2 |
- 0.0194 |
- 0.0131 |
- 0.0155 |
- 0.0186 |
- 0.0166 |
- 0.0166 |
-
-
- | 0.25 |
- 0.0199 |
- 0.0137 |
- 0.0170 |
- 0.0163 |
- 0.0133 |
- 0.0133 |
-
-
- | 0.3 |
- 0.0189 |
- 0.0152 |
- 0.0164 |
- 0.0186 |
- 0.0127 |
- 0.0127 |
-
-
- | 0.35 |
- 0.0242 |
- 0.0195 |
- 0.0194 |
- 0.0208 |
- 0.0116 |
- 0.0116 |
-
-
- | 0.4 |
- 0.0257 |
- 0.0214 |
- 0.0196 |
- 0.0217 |
- 0.0120 |
- 0.0120 |
-
-
- | 0.45 |
- 0.0235 |
- 0.0206 |
- 0.0177 |
- 0.0207 |
- 0.0118 |
- 0.0118 |
-
-
- | 0.5 |
- 0.0288 |
- 0.0257 |
- 0.0224 |
- 0.0253 |
- 0.0122 |
- 0.0122 |
-
-
- | 0.55 |
- 0.0266 |
- 0.0247 |
- 0.0203 |
- 0.0244 |
- 0.0127 |
- 0.0127 |
-
-
- | 0.6 |
- 0.0296 |
- 0.0272 |
- 0.0228 |
- 0.0269 |
- 0.0134 |
- 0.0134 |
-
-
- | 0.65 |
- 0.0272 |
- 0.0265 |
- 0.0216 |
- 0.0260 |
- 0.0147 |
- 0.0147 |
-
-
- | 0.7 |
- 0.0325 |
- 0.0329 |
- 0.0241 |
- 0.0338 |
- 0.0193 |
- 0.0193 |
-
-
- | 0.75 |
- 0.0316 |
- 0.0328 |
- 0.0241 |
- 0.0334 |
- 0.0206 |
- 0.0206 |
-
-
- | 0.8 |
- 0.0285 |
- 0.0315 |
- 0.0234 |
- 0.0318 |
- 0.0241 |
- 0.0241 |
-
-
- | 0.85 |
- 0.0292 |
- 0.0333 |
- 0.0210 |
- 0.0344 |
- 0.0237 |
- 0.0237 |
-
-
- | 0.9 |
- 0.0281 |
- 0.0332 |
- 0.0218 |
- 0.0349 |
- 0.0286 |
- 0.0286 |
-
-
- | 0.95 |
- 0.0320 |
- 0.0382 |
- 0.0250 |
- 0.0417 |
- 0.0316 |
- 0.0316 |
-
-
- | 1.0 |
- 0.0286 |
- 0.0395 |
- 0.0234 |
- 0.0412 |
- 0.0343 |
- 0.0343 |
-
-
- | avg |
- 0.0241 |
- 0.0231 |
- 0.0195 |
- 0.0251 |
- 0.0187 |
- 0.0187 |
-
-
-
-
-
-
-
-
-
-
-## 70% positives
-> train: [0.2999712 0.7000288]
-> validation: [0.2999712 0.7000288]
-> bin_sld: 303.930s
-> mul_sld: 40.110s
-> bin_sld_gs: 1015.962s
-> mul_sld_gs: 557.286s
-> bin_sld_gsq: 414.452s
-> bin_pacc: 292.176s
-> mul_pacc: 47.800s
-> binmc_pacc: 302.570s
-> mulmc_pacc: 44.408s
-> binne_pacc: 293.019s
-> mulne_pacc: 43.783s
-> bin_pacc_gs: 648.943s
-> mul_pacc_gs: 150.210s
-> bin_cc: 288.613s
-> mul_cc: 38.672s
-> kfcv: 32.153s
-> ref: 34.374s
-> atc_mc: 38.938s
-> atc_ne: 40.313s
-> doc_feat: 20.243s
-> tot: 1016.774s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0371 |
- 0.0064 |
- 0.0180 |
- 0.0284 |
- 0.0699 |
- 0.0699 |
-
-
- | 0.05 |
- 0.0384 |
- 0.0087 |
- 0.0170 |
- 0.0258 |
- 0.0635 |
- 0.0635 |
-
-
- | 0.1 |
- 0.0392 |
- 0.0089 |
- 0.0188 |
- 0.0248 |
- 0.0617 |
- 0.0617 |
-
-
- | 0.15 |
- 0.0361 |
- 0.0109 |
- 0.0164 |
- 0.0213 |
- 0.0528 |
- 0.0528 |
-
-
- | 0.2 |
- 0.0337 |
- 0.0112 |
- 0.0171 |
- 0.0204 |
- 0.0507 |
- 0.0507 |
-
-
- | 0.25 |
- 0.0313 |
- 0.0105 |
- 0.0162 |
- 0.0208 |
- 0.0430 |
- 0.0430 |
-
-
- | 0.3 |
- 0.0280 |
- 0.0100 |
- 0.0156 |
- 0.0191 |
- 0.0386 |
- 0.0386 |
-
-
- | 0.35 |
- 0.0219 |
- 0.0104 |
- 0.0131 |
- 0.0160 |
- 0.0338 |
- 0.0338 |
-
-
- | 0.4 |
- 0.0190 |
- 0.0106 |
- 0.0144 |
- 0.0165 |
- 0.0306 |
- 0.0306 |
-
-
- | 0.45 |
- 0.0177 |
- 0.0115 |
- 0.0154 |
- 0.0172 |
- 0.0265 |
- 0.0265 |
-
-
- | 0.5 |
- 0.0144 |
- 0.0128 |
- 0.0153 |
- 0.0170 |
- 0.0207 |
- 0.0207 |
-
-
- | 0.55 |
- 0.0101 |
- 0.0117 |
- 0.0121 |
- 0.0132 |
- 0.0167 |
- 0.0167 |
-
-
- | 0.6 |
- 0.0096 |
- 0.0111 |
- 0.0145 |
- 0.0148 |
- 0.0144 |
- 0.0144 |
-
-
- | 0.65 |
- 0.0107 |
- 0.0135 |
- 0.0140 |
- 0.0160 |
- 0.0118 |
- 0.0118 |
-
-
- | 0.7 |
- 0.0106 |
- 0.0136 |
- 0.0109 |
- 0.0145 |
- 0.0100 |
- 0.0100 |
-
-
- | 0.75 |
- 0.0113 |
- 0.0130 |
- 0.0134 |
- 0.0137 |
- 0.0090 |
- 0.0090 |
-
-
- | 0.8 |
- 0.0135 |
- 0.0128 |
- 0.0148 |
- 0.0154 |
- 0.0125 |
- 0.0125 |
-
-
- | 0.85 |
- 0.0171 |
- 0.0151 |
- 0.0171 |
- 0.0184 |
- 0.0141 |
- 0.0141 |
-
-
- | 0.9 |
- 0.0190 |
- 0.0145 |
- 0.0168 |
- 0.0173 |
- 0.0185 |
- 0.0185 |
-
-
- | 0.95 |
- 0.0283 |
- 0.0181 |
- 0.0266 |
- 0.0226 |
- 0.0250 |
- 0.0250 |
-
-
- | 1.0 |
- 0.0404 |
- 0.0202 |
- 0.0205 |
- 0.0238 |
- 0.0288 |
- 0.0288 |
-
-
- | avg |
- 0.0232 |
- 0.0122 |
- 0.0161 |
- 0.0189 |
- 0.0311 |
- 0.0311 |
-
-
-
-
-
-
-
-
-
-
-## 80% positives
-> train: [0.2000288 0.7999712]
-> validation: [0.2000288 0.7999712]
-> bin_sld: 302.697s
-> mul_sld: 51.427s
-> bin_sld_gs: 1033.432s
-> mul_sld_gs: 553.840s
-> bin_sld_gsq: 405.825s
-> bin_pacc: 296.888s
-> mul_pacc: 34.390s
-> binmc_pacc: 300.681s
-> mulmc_pacc: 44.972s
-> binne_pacc: 284.115s
-> mulne_pacc: 37.204s
-> bin_pacc_gs: 637.277s
-> mul_pacc_gs: 146.708s
-> bin_cc: 297.171s
-> mul_cc: 42.941s
-> kfcv: 27.967s
-> ref: 32.469s
-> atc_mc: 22.965s
-> atc_ne: 39.769s
-> doc_feat: 19.964s
-> tot: 1034.198s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0147 |
- 0.0059 |
- 0.0387 |
- 0.0267 |
- 0.1270 |
- 0.1270 |
-
-
- | 0.05 |
- 0.0332 |
- 0.0087 |
- 0.0323 |
- 0.0201 |
- 0.1198 |
- 0.1198 |
-
-
- | 0.1 |
- 0.0221 |
- 0.0082 |
- 0.0321 |
- 0.0209 |
- 0.1165 |
- 0.1165 |
-
-
- | 0.15 |
- 0.0242 |
- 0.0091 |
- 0.0267 |
- 0.0158 |
- 0.1057 |
- 0.1057 |
-
-
- | 0.2 |
- 0.0245 |
- 0.0106 |
- 0.0256 |
- 0.0174 |
- 0.0976 |
- 0.0976 |
-
-
- | 0.25 |
- 0.0240 |
- 0.0119 |
- 0.0224 |
- 0.0158 |
- 0.0873 |
- 0.0873 |
-
-
- | 0.3 |
- 0.0232 |
- 0.0101 |
- 0.0201 |
- 0.0134 |
- 0.0804 |
- 0.0804 |
-
-
- | 0.35 |
- 0.0250 |
- 0.0103 |
- 0.0161 |
- 0.0127 |
- 0.0719 |
- 0.0719 |
-
-
- | 0.4 |
- 0.0238 |
- 0.0121 |
- 0.0161 |
- 0.0129 |
- 0.0668 |
- 0.0668 |
-
-
- | 0.45 |
- 0.0221 |
- 0.0121 |
- 0.0148 |
- 0.0131 |
- 0.0571 |
- 0.0571 |
-
-
- | 0.5 |
- 0.0240 |
- 0.0128 |
- 0.0121 |
- 0.0139 |
- 0.0507 |
- 0.0507 |
-
-
- | 0.55 |
- 0.0239 |
- 0.0118 |
- 0.0106 |
- 0.0126 |
- 0.0430 |
- 0.0430 |
-
-
- | 0.6 |
- 0.0295 |
- 0.0132 |
- 0.0099 |
- 0.0161 |
- 0.0363 |
- 0.0363 |
-
-
- | 0.65 |
- 0.0214 |
- 0.0134 |
- 0.0104 |
- 0.0147 |
- 0.0247 |
- 0.0247 |
-
-
- | 0.7 |
- 0.0260 |
- 0.0149 |
- 0.0114 |
- 0.0186 |
- 0.0184 |
- 0.0184 |
-
-
- | 0.75 |
- 0.0307 |
- 0.0149 |
- 0.0122 |
- 0.0204 |
- 0.0119 |
- 0.0119 |
-
-
- | 0.8 |
- 0.0308 |
- 0.0152 |
- 0.0137 |
- 0.0209 |
- 0.0099 |
- 0.0099 |
-
-
- | 0.85 |
- 0.0330 |
- 0.0144 |
- 0.0161 |
- 0.0233 |
- 0.0101 |
- 0.0101 |
-
-
- | 0.9 |
- 0.0311 |
- 0.0128 |
- 0.0168 |
- 0.0225 |
- 0.0152 |
- 0.0152 |
-
-
- | 0.95 |
- 0.0336 |
- 0.0146 |
- 0.0220 |
- 0.0276 |
- 0.0224 |
- 0.0224 |
-
-
- | 1.0 |
- 0.0293 |
- 0.0125 |
- 0.0230 |
- 0.0281 |
- 0.0294 |
- 0.0294 |
-
-
- | avg |
- 0.0262 |
- 0.0119 |
- 0.0192 |
- 0.0185 |
- 0.0572 |
- 0.0572 |
-
-
-
-
-
-
-
-
-
-
-## 90% positives
-> train: [0.0999424 0.9000576]
-> validation: [0.10008641 0.89991359]
-> bin_sld: 170.505s
-> mul_sld: 31.294s
-> mul_sld_gs: 380.780s
-> bin_cc: 164.518s
-> mul_cc: 20.620s
-> kfcv: 15.634s
-> ref: 13.757s
-> atc_mc: 18.010s
-> atc_ne: 18.026s
-> doc_feat: 10.161s
-> tot: 381.531s
-
-
-
-
- |
- mul_sld_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0502 |
- 0.2957 |
- 0.2957 |
-
-
- | 0.05 |
- 0.0550 |
- 0.2812 |
- 0.2812 |
-
-
- | 0.1 |
- 0.0580 |
- 0.2658 |
- 0.2658 |
-
-
- | 0.15 |
- 0.0561 |
- 0.2470 |
- 0.2470 |
-
-
- | 0.2 |
- 0.0549 |
- 0.2327 |
- 0.2327 |
-
-
- | 0.25 |
- 0.0514 |
- 0.2133 |
- 0.2133 |
-
-
- | 0.3 |
- 0.0490 |
- 0.1958 |
- 0.1958 |
-
-
- | 0.35 |
- 0.0448 |
- 0.1800 |
- 0.1800 |
-
-
- | 0.4 |
- 0.0421 |
- 0.1661 |
- 0.1661 |
-
-
- | 0.45 |
- 0.0370 |
- 0.1473 |
- 0.1473 |
-
-
- | 0.5 |
- 0.0324 |
- 0.1307 |
- 0.1307 |
-
-
- | 0.55 |
- 0.0276 |
- 0.1150 |
- 0.1150 |
-
-
- | 0.6 |
- 0.0237 |
- 0.0995 |
- 0.0995 |
-
-
- | 0.65 |
- 0.0171 |
- 0.0798 |
- 0.0798 |
-
-
- | 0.7 |
- 0.0108 |
- 0.0650 |
- 0.0650 |
-
-
- | 0.75 |
- 0.0084 |
- 0.0479 |
- 0.0479 |
-
-
- | 0.8 |
- 0.0084 |
- 0.0312 |
- 0.0312 |
-
-
- | 0.85 |
- 0.0087 |
- 0.0160 |
- 0.0160 |
-
-
- | 0.9 |
- 0.0111 |
- 0.0060 |
- 0.0060 |
-
-
- | 0.95 |
- 0.0168 |
- 0.0171 |
- 0.0171 |
-
-
- | 1.0 |
- 0.0167 |
- 0.0339 |
- 0.0339 |
-
-
- | avg |
- 0.0324 |
- 0.1365 |
- 0.1365 |
-
-
-
-
-
-
-
-
-
-
-## avg
-### avg on train
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0125 |
- 0.0157 |
- 0.0143 |
- 0.0149 |
- 0.0712 |
- 0.0712 |
-
-
- | 0.05 |
- 0.0188 |
- 0.0163 |
- 0.0186 |
- 0.0157 |
- 0.0635 |
- 0.0635 |
-
-
- | 0.1 |
- 0.0186 |
- 0.0164 |
- 0.0190 |
- 0.0160 |
- 0.0582 |
- 0.0582 |
-
-
- | 0.15 |
- 0.0194 |
- 0.0164 |
- 0.0184 |
- 0.0152 |
- 0.0541 |
- 0.0541 |
-
-
- | 0.2 |
- 0.0196 |
- 0.0171 |
- 0.0184 |
- 0.0165 |
- 0.0541 |
- 0.0541 |
-
-
- | 0.25 |
- 0.0194 |
- 0.0177 |
- 0.0181 |
- 0.0165 |
- 0.0523 |
- 0.0523 |
-
-
- | 0.3 |
- 0.0188 |
- 0.0179 |
- 0.0177 |
- 0.0156 |
- 0.0520 |
- 0.0520 |
-
-
- | 0.35 |
- 0.0206 |
- 0.0194 |
- 0.0186 |
- 0.0166 |
- 0.0529 |
- 0.0529 |
-
-
- | 0.4 |
- 0.0206 |
- 0.0203 |
- 0.0192 |
- 0.0171 |
- 0.0545 |
- 0.0545 |
-
-
- | 0.45 |
- 0.0197 |
- 0.0201 |
- 0.0186 |
- 0.0172 |
- 0.0543 |
- 0.0543 |
-
-
- | 0.5 |
- 0.0222 |
- 0.0222 |
- 0.0208 |
- 0.0195 |
- 0.0558 |
- 0.0558 |
-
-
- | 0.55 |
- 0.0203 |
- 0.0212 |
- 0.0184 |
- 0.0178 |
- 0.0568 |
- 0.0568 |
-
-
- | 0.6 |
- 0.0230 |
- 0.0220 |
- 0.0207 |
- 0.0201 |
- 0.0579 |
- 0.0579 |
-
-
- | 0.65 |
- 0.0217 |
- 0.0221 |
- 0.0200 |
- 0.0203 |
- 0.0579 |
- 0.0579 |
-
-
- | 0.7 |
- 0.0245 |
- 0.0233 |
- 0.0210 |
- 0.0220 |
- 0.0613 |
- 0.0613 |
-
-
- | 0.75 |
- 0.0254 |
- 0.0233 |
- 0.0214 |
- 0.0224 |
- 0.0623 |
- 0.0623 |
-
-
- | 0.8 |
- 0.0257 |
- 0.0236 |
- 0.0232 |
- 0.0240 |
- 0.0644 |
- 0.0644 |
-
-
- | 0.85 |
- 0.0292 |
- 0.0246 |
- 0.0245 |
- 0.0255 |
- 0.0672 |
- 0.0672 |
-
-
- | 0.9 |
- 0.0283 |
- 0.0242 |
- 0.0246 |
- 0.0262 |
- 0.0712 |
- 0.0712 |
-
-
- | 0.95 |
- 0.0324 |
- 0.0269 |
- 0.0279 |
- 0.0285 |
- 0.0796 |
- 0.0796 |
-
-
- | 1.0 |
- 0.0309 |
- 0.0282 |
- 0.0227 |
- 0.0276 |
- 0.0861 |
- 0.0861 |
-
-
- | avg |
- 0.0225 |
- 0.0209 |
- 0.0203 |
- 0.0198 |
- 0.0613 |
- 0.0613 |
-
-
-
-
-
-
-### avg on test
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.1 |
- NaN |
- 0.0418 |
- NaN |
- NaN |
- 0.1752 |
- 0.1752 |
-
-
- | 0.2 |
- 0.0151 |
- 0.0116 |
- 0.0173 |
- 0.0142 |
- 0.0687 |
- 0.0687 |
-
-
- | 0.3 |
- 0.0243 |
- 0.0149 |
- 0.0180 |
- 0.0224 |
- 0.0374 |
- 0.0374 |
-
-
- | 0.4 |
- 0.0252 |
- 0.0244 |
- 0.0254 |
- 0.0210 |
- 0.0167 |
- 0.0167 |
-
-
- | 0.5 |
- 0.0190 |
- 0.0158 |
- 0.0265 |
- 0.0182 |
- 0.0103 |
- 0.0103 |
-
-
- | 0.6 |
- 0.0241 |
- 0.0231 |
- 0.0195 |
- 0.0251 |
- 0.0187 |
- 0.0187 |
-
-
- | 0.7 |
- 0.0232 |
- 0.0122 |
- 0.0161 |
- 0.0189 |
- 0.0311 |
- 0.0311 |
-
-
- | 0.8 |
- 0.0262 |
- 0.0119 |
- 0.0192 |
- 0.0185 |
- 0.0572 |
- 0.0572 |
-
-
- | 0.9 |
- NaN |
- 0.0324 |
- NaN |
- NaN |
- 0.1365 |
- 0.1365 |
-
-
- | avg |
- 0.0225 |
- 0.0209 |
- 0.0203 |
- 0.0198 |
- 0.0613 |
- 0.0613 |
-
-
-
-
-
-
-### avg dataset shift
-
diff --git a/output/main/imdb_9prevs/imdb_gs_vs_atc_f1.md b/output/main/imdb_9prevs/imdb_gs_vs_atc_f1.md
deleted file mode 100644
index fab356d..0000000
--- a/output/main/imdb_9prevs/imdb_gs_vs_atc_f1.md
+++ /dev/null
@@ -1,2384 +0,0 @@
-# imdb_9prevs
-
-## 10% positives
-> train: [0.89991359 0.10008641]
-> validation: [0.9000576 0.0999424]
-> bin_sld: 249.048s
-> mul_sld: 71.459s
-> mul_sld_gs: 455.993s
-> bin_pacc: 244.563s
-> mul_pacc: 43.016s
-> binmc_pacc: 240.469s
-> mulmc_pacc: 41.750s
-> binne_pacc: 236.217s
-> mulne_pacc: 34.041s
-> bin_cc: 241.914s
-> mul_cc: 40.328s
-> kfcv: 24.723s
-> ref: 18.562s
-> atc_mc: 27.491s
-> atc_ne: 25.568s
-> doc_feat: 11.526s
-> tot: 456.775s
-
-
-
-
- |
- mul_sld_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0000 |
- 0.0000 |
- 0.0000 |
-
-
- | 0.05 |
- 0.0195 |
- 0.0240 |
- 0.0240 |
-
-
- | 0.1 |
- 0.0200 |
- 0.0244 |
- 0.0244 |
-
-
- | 0.15 |
- 0.0170 |
- 0.0228 |
- 0.0228 |
-
-
- | 0.2 |
- 0.0203 |
- 0.0245 |
- 0.0245 |
-
-
- | 0.25 |
- 0.0211 |
- 0.0246 |
- 0.0246 |
-
-
- | 0.3 |
- 0.0217 |
- 0.0266 |
- 0.0266 |
-
-
- | 0.35 |
- 0.0217 |
- 0.0248 |
- 0.0248 |
-
-
- | 0.4 |
- 0.0188 |
- 0.0230 |
- 0.0230 |
-
-
- | 0.45 |
- 0.0220 |
- 0.0257 |
- 0.0257 |
-
-
- | 0.5 |
- 0.0224 |
- 0.0264 |
- 0.0264 |
-
-
- | 0.55 |
- 0.0205 |
- 0.0239 |
- 0.0239 |
-
-
- | 0.6 |
- 0.0211 |
- 0.0248 |
- 0.0248 |
-
-
- | 0.65 |
- 0.0215 |
- 0.0247 |
- 0.0247 |
-
-
- | 0.7 |
- 0.0212 |
- 0.0239 |
- 0.0239 |
-
-
- | 0.75 |
- 0.0224 |
- 0.0255 |
- 0.0255 |
-
-
- | 0.8 |
- 0.0207 |
- 0.0242 |
- 0.0242 |
-
-
- | 0.85 |
- 0.0208 |
- 0.0240 |
- 0.0240 |
-
-
- | 0.9 |
- 0.0223 |
- 0.0256 |
- 0.0256 |
-
-
- | 0.95 |
- 0.0214 |
- 0.0246 |
- 0.0246 |
-
-
- | 1.0 |
- 0.0217 |
- 0.0246 |
- 0.0246 |
-
-
- | avg |
- 0.0199 |
- 0.0234 |
- 0.0234 |
-
-
-
-
-
-
-
-
-
-
-## 20% positives
-> train: [0.7999712 0.2000288]
-> validation: [0.7999712 0.2000288]
-> bin_sld: 312.036s
-> mul_sld: 63.355s
-> bin_sld_gs: 1039.328s
-> mul_sld_gs: 562.297s
-> bin_sld_gsq: 402.075s
-> bin_pacc: 297.187s
-> mul_pacc: 36.589s
-> binmc_pacc: 296.718s
-> mulmc_pacc: 36.777s
-> binne_pacc: 285.556s
-> mulne_pacc: 47.832s
-> bin_pacc_gs: 636.796s
-> mul_pacc_gs: 141.445s
-> bin_cc: 293.873s
-> mul_cc: 46.722s
-> kfcv: 30.476s
-> ref: 26.348s
-> atc_mc: 22.299s
-> atc_ne: 41.782s
-> doc_feat: 11.276s
-> tot: 1040.077s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.1236 |
- 0.1631 |
- 0.3653 |
- 0.3835 |
- 0.0183 |
- 0.0183 |
-
-
- | 0.05 |
- 0.1279 |
- 0.0831 |
- 0.1227 |
- 0.1166 |
- 0.2921 |
- 0.2921 |
-
-
- | 0.1 |
- 0.0823 |
- 0.0477 |
- 0.0664 |
- 0.0681 |
- 0.2745 |
- 0.2745 |
-
-
- | 0.15 |
- 0.0690 |
- 0.0361 |
- 0.0556 |
- 0.0480 |
- 0.2661 |
- 0.2661 |
-
-
- | 0.2 |
- 0.0565 |
- 0.0299 |
- 0.0420 |
- 0.0406 |
- 0.2539 |
- 0.2539 |
-
-
- | 0.25 |
- 0.0369 |
- 0.0276 |
- 0.0354 |
- 0.0359 |
- 0.2445 |
- 0.2445 |
-
-
- | 0.3 |
- 0.0341 |
- 0.0232 |
- 0.0306 |
- 0.0346 |
- 0.2483 |
- 0.2483 |
-
-
- | 0.35 |
- 0.0362 |
- 0.0209 |
- 0.0355 |
- 0.0348 |
- 0.2419 |
- 0.2419 |
-
-
- | 0.4 |
- 0.0332 |
- 0.0205 |
- 0.0366 |
- 0.0344 |
- 0.2441 |
- 0.2441 |
-
-
- | 0.45 |
- 0.0299 |
- 0.0155 |
- 0.0287 |
- 0.0274 |
- 0.2362 |
- 0.2362 |
-
-
- | 0.5 |
- 0.0264 |
- 0.0158 |
- 0.0258 |
- 0.0267 |
- 0.2307 |
- 0.2307 |
-
-
- | 0.55 |
- 0.0259 |
- 0.0161 |
- 0.0282 |
- 0.0273 |
- 0.2358 |
- 0.2358 |
-
-
- | 0.6 |
- 0.0258 |
- 0.0157 |
- 0.0288 |
- 0.0273 |
- 0.2318 |
- 0.2318 |
-
-
- | 0.65 |
- 0.0235 |
- 0.0150 |
- 0.0273 |
- 0.0256 |
- 0.2306 |
- 0.2306 |
-
-
- | 0.7 |
- 0.0237 |
- 0.0171 |
- 0.0288 |
- 0.0285 |
- 0.2291 |
- 0.2291 |
-
-
- | 0.75 |
- 0.0210 |
- 0.0146 |
- 0.0246 |
- 0.0227 |
- 0.2291 |
- 0.2291 |
-
-
- | 0.8 |
- 0.0211 |
- 0.0160 |
- 0.0262 |
- 0.0243 |
- 0.2310 |
- 0.2310 |
-
-
- | 0.85 |
- 0.0244 |
- 0.0178 |
- 0.0292 |
- 0.0273 |
- 0.2303 |
- 0.2303 |
-
-
- | 0.9 |
- 0.0205 |
- 0.0186 |
- 0.0252 |
- 0.0269 |
- 0.2295 |
- 0.2295 |
-
-
- | 0.95 |
- 0.0241 |
- 0.0184 |
- 0.0267 |
- 0.0260 |
- 0.2301 |
- 0.2301 |
-
-
- | 1.0 |
- 0.0176 |
- 0.0182 |
- 0.0222 |
- 0.0242 |
- 0.2308 |
- 0.2308 |
-
-
- | avg |
- 0.0421 |
- 0.0310 |
- 0.0529 |
- 0.0529 |
- 0.2314 |
- 0.2314 |
-
-
-
-
-
-
-
-
-
-
-## 30% positives
-> train: [0.7000288 0.2999712]
-> validation: [0.7000288 0.2999712]
-> bin_sld: 302.903s
-> mul_sld: 59.883s
-> bin_sld_gs: 1013.188s
-> mul_sld_gs: 556.087s
-> bin_sld_gsq: 413.115s
-> bin_pacc: 294.712s
-> mul_pacc: 45.954s
-> binmc_pacc: 300.950s
-> mulmc_pacc: 45.939s
-> binne_pacc: 289.350s
-> mulne_pacc: 38.137s
-> bin_pacc_gs: 643.072s
-> mul_pacc_gs: 149.582s
-> bin_cc: 298.684s
-> mul_cc: 43.908s
-> kfcv: 37.403s
-> ref: 28.756s
-> atc_mc: 39.420s
-> atc_ne: 24.347s
-> doc_feat: 22.815s
-> tot: 1014.314s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.1008 |
- 0.1383 |
- 0.2573 |
- 0.3312 |
- 0.2272 |
- 0.2272 |
-
-
- | 0.05 |
- 0.0884 |
- 0.0792 |
- 0.1141 |
- 0.0986 |
- 0.1227 |
- 0.1227 |
-
-
- | 0.1 |
- 0.0620 |
- 0.0511 |
- 0.0592 |
- 0.0581 |
- 0.1024 |
- 0.1024 |
-
-
- | 0.15 |
- 0.0489 |
- 0.0384 |
- 0.0491 |
- 0.0444 |
- 0.0885 |
- 0.0885 |
-
-
- | 0.2 |
- 0.0418 |
- 0.0334 |
- 0.0357 |
- 0.0356 |
- 0.0813 |
- 0.0813 |
-
-
- | 0.25 |
- 0.0463 |
- 0.0359 |
- 0.0393 |
- 0.0381 |
- 0.0713 |
- 0.0713 |
-
-
- | 0.3 |
- 0.0320 |
- 0.0234 |
- 0.0244 |
- 0.0275 |
- 0.0552 |
- 0.0552 |
-
-
- | 0.35 |
- 0.0402 |
- 0.0253 |
- 0.0255 |
- 0.0271 |
- 0.0572 |
- 0.0572 |
-
-
- | 0.4 |
- 0.0371 |
- 0.0230 |
- 0.0193 |
- 0.0242 |
- 0.0500 |
- 0.0500 |
-
-
- | 0.45 |
- 0.0336 |
- 0.0201 |
- 0.0194 |
- 0.0218 |
- 0.0469 |
- 0.0469 |
-
-
- | 0.5 |
- 0.0342 |
- 0.0209 |
- 0.0171 |
- 0.0226 |
- 0.0429 |
- 0.0429 |
-
-
- | 0.55 |
- 0.0338 |
- 0.0172 |
- 0.0145 |
- 0.0183 |
- 0.0411 |
- 0.0411 |
-
-
- | 0.6 |
- 0.0328 |
- 0.0176 |
- 0.0136 |
- 0.0190 |
- 0.0383 |
- 0.0383 |
-
-
- | 0.65 |
- 0.0338 |
- 0.0183 |
- 0.0122 |
- 0.0188 |
- 0.0383 |
- 0.0383 |
-
-
- | 0.7 |
- 0.0368 |
- 0.0186 |
- 0.0123 |
- 0.0199 |
- 0.0372 |
- 0.0372 |
-
-
- | 0.75 |
- 0.0353 |
- 0.0182 |
- 0.0106 |
- 0.0190 |
- 0.0335 |
- 0.0335 |
-
-
- | 0.8 |
- 0.0356 |
- 0.0189 |
- 0.0111 |
- 0.0191 |
- 0.0340 |
- 0.0340 |
-
-
- | 0.85 |
- 0.0372 |
- 0.0196 |
- 0.0104 |
- 0.0181 |
- 0.0327 |
- 0.0327 |
-
-
- | 0.9 |
- 0.0377 |
- 0.0208 |
- 0.0116 |
- 0.0194 |
- 0.0326 |
- 0.0326 |
-
-
- | 0.95 |
- 0.0365 |
- 0.0207 |
- 0.0092 |
- 0.0170 |
- 0.0284 |
- 0.0284 |
-
-
- | 1.0 |
- 0.0343 |
- 0.0254 |
- 0.0034 |
- 0.0180 |
- 0.0295 |
- 0.0295 |
-
-
- | avg |
- 0.0438 |
- 0.0326 |
- 0.0366 |
- 0.0436 |
- 0.0615 |
- 0.0615 |
-
-
-
-
-
-
-
-
-
-
-## 40% positives
-> train: [0.5999424 0.4000576]
-> validation: [0.60008641 0.39991359]
-> bin_sld: 298.351s
-> mul_sld: 51.270s
-> bin_sld_gs: 1033.280s
-> mul_sld_gs: 546.452s
-> bin_sld_gsq: 421.394s
-> bin_pacc: 298.508s
-> mul_pacc: 34.186s
-> binmc_pacc: 289.145s
-> mulmc_pacc: 42.455s
-> binne_pacc: 296.554s
-> mulne_pacc: 45.269s
-> bin_pacc_gs: 645.096s
-> mul_pacc_gs: 145.337s
-> bin_cc: 300.133s
-> mul_cc: 42.690s
-> kfcv: 36.406s
-> ref: 22.353s
-> atc_mc: 38.798s
-> atc_ne: 34.811s
-> doc_feat: 13.850s
-> tot: 1034.124s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.1047 |
- 0.1559 |
- 0.1394 |
- 0.2329 |
- 0.4335 |
- 0.4335 |
-
-
- | 0.05 |
- 0.0657 |
- 0.0586 |
- 0.0744 |
- 0.0912 |
- 0.0606 |
- 0.0606 |
-
-
- | 0.1 |
- 0.0502 |
- 0.0510 |
- 0.0515 |
- 0.0592 |
- 0.0339 |
- 0.0339 |
-
-
- | 0.15 |
- 0.0460 |
- 0.0498 |
- 0.0469 |
- 0.0467 |
- 0.0263 |
- 0.0263 |
-
-
- | 0.2 |
- 0.0398 |
- 0.0427 |
- 0.0427 |
- 0.0379 |
- 0.0248 |
- 0.0248 |
-
-
- | 0.25 |
- 0.0327 |
- 0.0395 |
- 0.0339 |
- 0.0306 |
- 0.0213 |
- 0.0213 |
-
-
- | 0.3 |
- 0.0313 |
- 0.0351 |
- 0.0329 |
- 0.0258 |
- 0.0219 |
- 0.0219 |
-
-
- | 0.35 |
- 0.0345 |
- 0.0378 |
- 0.0349 |
- 0.0286 |
- 0.0195 |
- 0.0195 |
-
-
- | 0.4 |
- 0.0321 |
- 0.0355 |
- 0.0327 |
- 0.0263 |
- 0.0164 |
- 0.0164 |
-
-
- | 0.45 |
- 0.0304 |
- 0.0323 |
- 0.0300 |
- 0.0236 |
- 0.0191 |
- 0.0191 |
-
-
- | 0.5 |
- 0.0321 |
- 0.0336 |
- 0.0340 |
- 0.0264 |
- 0.0164 |
- 0.0164 |
-
-
- | 0.55 |
- 0.0270 |
- 0.0274 |
- 0.0279 |
- 0.0231 |
- 0.0133 |
- 0.0133 |
-
-
- | 0.6 |
- 0.0299 |
- 0.0292 |
- 0.0304 |
- 0.0218 |
- 0.0131 |
- 0.0131 |
-
-
- | 0.65 |
- 0.0280 |
- 0.0276 |
- 0.0292 |
- 0.0228 |
- 0.0124 |
- 0.0124 |
-
-
- | 0.7 |
- 0.0276 |
- 0.0258 |
- 0.0280 |
- 0.0212 |
- 0.0116 |
- 0.0116 |
-
-
- | 0.75 |
- 0.0282 |
- 0.0262 |
- 0.0288 |
- 0.0226 |
- 0.0104 |
- 0.0104 |
-
-
- | 0.8 |
- 0.0258 |
- 0.0241 |
- 0.0285 |
- 0.0232 |
- 0.0107 |
- 0.0107 |
-
-
- | 0.85 |
- 0.0279 |
- 0.0253 |
- 0.0294 |
- 0.0234 |
- 0.0084 |
- 0.0084 |
-
-
- | 0.9 |
- 0.0247 |
- 0.0225 |
- 0.0271 |
- 0.0231 |
- 0.0080 |
- 0.0080 |
-
-
- | 0.95 |
- 0.0260 |
- 0.0228 |
- 0.0277 |
- 0.0229 |
- 0.0082 |
- 0.0082 |
-
-
- | 1.0 |
- 0.0235 |
- 0.0260 |
- 0.0250 |
- 0.0245 |
- 0.0072 |
- 0.0072 |
-
-
- | avg |
- 0.0366 |
- 0.0395 |
- 0.0398 |
- 0.0408 |
- 0.0380 |
- 0.0380 |
-
-
-
-
-
-
-
-
-
-
-## 50% positives
-> train: [0.5 0.5]
-> validation: [0.5 0.5]
-> bin_sld: 303.489s
-> mul_sld: 50.183s
-> bin_sld_gs: 1015.361s
-> mul_sld_gs: 552.539s
-> bin_sld_gsq: 418.096s
-> bin_pacc: 296.283s
-> mul_pacc: 32.547s
-> binmc_pacc: 299.487s
-> mulmc_pacc: 40.506s
-> binne_pacc: 293.984s
-> mulne_pacc: 39.974s
-> bin_pacc_gs: 643.158s
-> mul_pacc_gs: 146.732s
-> bin_cc: 292.672s
-> mul_cc: 37.348s
-> kfcv: 29.093s
-> ref: 16.306s
-> atc_mc: 25.874s
-> atc_ne: 28.890s
-> doc_feat: 11.601s
-> tot: 1016.064s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0358 |
- 0.1582 |
- 0.0130 |
- 0.0684 |
- 0.5313 |
- 0.5313 |
-
-
- | 0.05 |
- 0.0482 |
- 0.0654 |
- 0.1235 |
- 0.0867 |
- 0.2320 |
- 0.2320 |
-
-
- | 0.1 |
- 0.0442 |
- 0.0383 |
- 0.0847 |
- 0.0524 |
- 0.1230 |
- 0.1230 |
-
-
- | 0.15 |
- 0.0393 |
- 0.0284 |
- 0.0669 |
- 0.0414 |
- 0.0683 |
- 0.0683 |
-
-
- | 0.2 |
- 0.0320 |
- 0.0227 |
- 0.0524 |
- 0.0399 |
- 0.0417 |
- 0.0417 |
-
-
- | 0.25 |
- 0.0295 |
- 0.0194 |
- 0.0446 |
- 0.0299 |
- 0.0278 |
- 0.0278 |
-
-
- | 0.3 |
- 0.0259 |
- 0.0189 |
- 0.0426 |
- 0.0259 |
- 0.0169 |
- 0.0169 |
-
-
- | 0.35 |
- 0.0287 |
- 0.0180 |
- 0.0423 |
- 0.0226 |
- 0.0129 |
- 0.0129 |
-
-
- | 0.4 |
- 0.0249 |
- 0.0159 |
- 0.0366 |
- 0.0203 |
- 0.0113 |
- 0.0113 |
-
-
- | 0.45 |
- 0.0223 |
- 0.0151 |
- 0.0332 |
- 0.0200 |
- 0.0107 |
- 0.0107 |
-
-
- | 0.5 |
- 0.0249 |
- 0.0183 |
- 0.0347 |
- 0.0216 |
- 0.0121 |
- 0.0121 |
-
-
- | 0.55 |
- 0.0201 |
- 0.0170 |
- 0.0283 |
- 0.0185 |
- 0.0109 |
- 0.0109 |
-
-
- | 0.6 |
- 0.0199 |
- 0.0165 |
- 0.0288 |
- 0.0199 |
- 0.0105 |
- 0.0105 |
-
-
- | 0.65 |
- 0.0171 |
- 0.0147 |
- 0.0236 |
- 0.0171 |
- 0.0105 |
- 0.0105 |
-
-
- | 0.7 |
- 0.0182 |
- 0.0157 |
- 0.0255 |
- 0.0163 |
- 0.0106 |
- 0.0106 |
-
-
- | 0.75 |
- 0.0175 |
- 0.0161 |
- 0.0244 |
- 0.0154 |
- 0.0107 |
- 0.0107 |
-
-
- | 0.8 |
- 0.0156 |
- 0.0144 |
- 0.0234 |
- 0.0150 |
- 0.0105 |
- 0.0105 |
-
-
- | 0.85 |
- 0.0168 |
- 0.0149 |
- 0.0224 |
- 0.0140 |
- 0.0100 |
- 0.0100 |
-
-
- | 0.9 |
- 0.0137 |
- 0.0138 |
- 0.0209 |
- 0.0134 |
- 0.0111 |
- 0.0111 |
-
-
- | 0.95 |
- 0.0154 |
- 0.0155 |
- 0.0222 |
- 0.0137 |
- 0.0114 |
- 0.0114 |
-
-
- | 1.0 |
- 0.0155 |
- 0.0173 |
- 0.0187 |
- 0.0136 |
- 0.0102 |
- 0.0102 |
-
-
- | avg |
- 0.0250 |
- 0.0274 |
- 0.0387 |
- 0.0279 |
- 0.0569 |
- 0.0569 |
-
-
-
-
-
-
-
-
-
-
-## 60% positives
-> train: [0.39991359 0.60008641]
-> validation: [0.4000576 0.5999424]
-> bin_sld: 296.102s
-> mul_sld: 56.083s
-> bin_sld_gs: 1060.976s
-> mul_sld_gs: 551.619s
-> bin_sld_gsq: 425.664s
-> bin_pacc: 293.321s
-> mul_pacc: 44.690s
-> binmc_pacc: 296.400s
-> mulmc_pacc: 38.640s
-> binne_pacc: 288.195s
-> mulne_pacc: 44.768s
-> bin_pacc_gs: 645.660s
-> mul_pacc_gs: 146.232s
-> bin_cc: 299.198s
-> mul_cc: 41.642s
-> kfcv: 21.885s
-> ref: 26.261s
-> atc_mc: 37.391s
-> atc_ne: 35.750s
-> doc_feat: 19.963s
-> tot: 1061.773s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0035 |
- 0.0528 |
- 0.0271 |
- 0.0378 |
- 0.5686 |
- 0.5686 |
-
-
- | 0.05 |
- 0.0714 |
- 0.0314 |
- 0.0609 |
- 0.0657 |
- 0.3422 |
- 0.3422 |
-
-
- | 0.1 |
- 0.0638 |
- 0.0266 |
- 0.0472 |
- 0.0470 |
- 0.2281 |
- 0.2281 |
-
-
- | 0.15 |
- 0.0607 |
- 0.0253 |
- 0.0368 |
- 0.0417 |
- 0.1475 |
- 0.1475 |
-
-
- | 0.2 |
- 0.0488 |
- 0.0257 |
- 0.0313 |
- 0.0359 |
- 0.1066 |
- 0.1066 |
-
-
- | 0.25 |
- 0.0431 |
- 0.0235 |
- 0.0292 |
- 0.0283 |
- 0.0747 |
- 0.0747 |
-
-
- | 0.3 |
- 0.0358 |
- 0.0238 |
- 0.0251 |
- 0.0287 |
- 0.0515 |
- 0.0515 |
-
-
- | 0.35 |
- 0.0391 |
- 0.0282 |
- 0.0268 |
- 0.0285 |
- 0.0344 |
- 0.0344 |
-
-
- | 0.4 |
- 0.0357 |
- 0.0278 |
- 0.0235 |
- 0.0263 |
- 0.0235 |
- 0.0235 |
-
-
- | 0.45 |
- 0.0291 |
- 0.0243 |
- 0.0199 |
- 0.0231 |
- 0.0169 |
- 0.0169 |
-
-
- | 0.5 |
- 0.0315 |
- 0.0273 |
- 0.0229 |
- 0.0252 |
- 0.0121 |
- 0.0121 |
-
-
- | 0.55 |
- 0.0266 |
- 0.0244 |
- 0.0189 |
- 0.0226 |
- 0.0087 |
- 0.0087 |
-
-
- | 0.6 |
- 0.0268 |
- 0.0248 |
- 0.0198 |
- 0.0228 |
- 0.0082 |
- 0.0082 |
-
-
- | 0.65 |
- 0.0226 |
- 0.0227 |
- 0.0173 |
- 0.0205 |
- 0.0093 |
- 0.0093 |
-
-
- | 0.7 |
- 0.0253 |
- 0.0258 |
- 0.0183 |
- 0.0249 |
- 0.0122 |
- 0.0122 |
-
-
- | 0.75 |
- 0.0228 |
- 0.0241 |
- 0.0171 |
- 0.0233 |
- 0.0135 |
- 0.0135 |
-
-
- | 0.8 |
- 0.0194 |
- 0.0217 |
- 0.0156 |
- 0.0208 |
- 0.0156 |
- 0.0156 |
-
-
- | 0.85 |
- 0.0184 |
- 0.0214 |
- 0.0133 |
- 0.0211 |
- 0.0152 |
- 0.0152 |
-
-
- | 0.9 |
- 0.0168 |
- 0.0203 |
- 0.0131 |
- 0.0206 |
- 0.0178 |
- 0.0178 |
-
-
- | 0.95 |
- 0.0181 |
- 0.0220 |
- 0.0143 |
- 0.0232 |
- 0.0189 |
- 0.0189 |
-
-
- | 1.0 |
- 0.0154 |
- 0.0214 |
- 0.0128 |
- 0.0223 |
- 0.0197 |
- 0.0197 |
-
-
- | avg |
- 0.0321 |
- 0.0260 |
- 0.0243 |
- 0.0291 |
- 0.0831 |
- 0.0831 |
-
-
-
-
-
-
-
-
-
-
-## 70% positives
-> train: [0.2999712 0.7000288]
-> validation: [0.2999712 0.7000288]
-> bin_sld: 303.930s
-> mul_sld: 40.110s
-> bin_sld_gs: 1015.962s
-> mul_sld_gs: 557.286s
-> bin_sld_gsq: 414.452s
-> bin_pacc: 292.176s
-> mul_pacc: 47.800s
-> binmc_pacc: 302.570s
-> mulmc_pacc: 44.408s
-> binne_pacc: 293.019s
-> mulne_pacc: 43.783s
-> bin_pacc_gs: 648.943s
-> mul_pacc_gs: 150.210s
-> bin_cc: 288.613s
-> mul_cc: 38.672s
-> kfcv: 32.153s
-> ref: 34.374s
-> atc_mc: 38.938s
-> atc_ne: 40.313s
-> doc_feat: 20.243s
-> tot: 1016.774s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.1647 |
- 0.0423 |
- 0.0818 |
- 0.0889 |
- 0.5833 |
- 0.5833 |
-
-
- | 0.05 |
- 0.1277 |
- 0.0335 |
- 0.0578 |
- 0.0641 |
- 0.4272 |
- 0.4272 |
-
-
- | 0.1 |
- 0.1021 |
- 0.0274 |
- 0.0490 |
- 0.0502 |
- 0.3236 |
- 0.3236 |
-
-
- | 0.15 |
- 0.0772 |
- 0.0237 |
- 0.0350 |
- 0.0379 |
- 0.2429 |
- 0.2429 |
-
-
- | 0.2 |
- 0.0598 |
- 0.0211 |
- 0.0311 |
- 0.0299 |
- 0.1899 |
- 0.1899 |
-
-
- | 0.25 |
- 0.0474 |
- 0.0174 |
- 0.0248 |
- 0.0271 |
- 0.1453 |
- 0.1453 |
-
-
- | 0.3 |
- 0.0366 |
- 0.0143 |
- 0.0206 |
- 0.0208 |
- 0.1125 |
- 0.1125 |
-
-
- | 0.35 |
- 0.0247 |
- 0.0132 |
- 0.0151 |
- 0.0171 |
- 0.0875 |
- 0.0875 |
-
-
- | 0.4 |
- 0.0188 |
- 0.0121 |
- 0.0153 |
- 0.0159 |
- 0.0688 |
- 0.0688 |
-
-
- | 0.45 |
- 0.0162 |
- 0.0120 |
- 0.0148 |
- 0.0154 |
- 0.0528 |
- 0.0528 |
-
-
- | 0.5 |
- 0.0122 |
- 0.0123 |
- 0.0140 |
- 0.0142 |
- 0.0385 |
- 0.0385 |
-
-
- | 0.55 |
- 0.0083 |
- 0.0105 |
- 0.0099 |
- 0.0105 |
- 0.0281 |
- 0.0281 |
-
-
- | 0.6 |
- 0.0074 |
- 0.0094 |
- 0.0111 |
- 0.0109 |
- 0.0209 |
- 0.0209 |
-
-
- | 0.65 |
- 0.0084 |
- 0.0103 |
- 0.0105 |
- 0.0113 |
- 0.0125 |
- 0.0125 |
-
-
- | 0.7 |
- 0.0089 |
- 0.0102 |
- 0.0077 |
- 0.0100 |
- 0.0077 |
- 0.0077 |
-
-
- | 0.75 |
- 0.0088 |
- 0.0091 |
- 0.0087 |
- 0.0088 |
- 0.0053 |
- 0.0053 |
-
-
- | 0.8 |
- 0.0097 |
- 0.0084 |
- 0.0092 |
- 0.0095 |
- 0.0065 |
- 0.0065 |
-
-
- | 0.85 |
- 0.0113 |
- 0.0093 |
- 0.0101 |
- 0.0107 |
- 0.0075 |
- 0.0075 |
-
-
- | 0.9 |
- 0.0117 |
- 0.0084 |
- 0.0095 |
- 0.0096 |
- 0.0101 |
- 0.0101 |
-
-
- | 0.95 |
- 0.0161 |
- 0.0099 |
- 0.0142 |
- 0.0120 |
- 0.0136 |
- 0.0136 |
-
-
- | 1.0 |
- 0.0213 |
- 0.0104 |
- 0.0106 |
- 0.0124 |
- 0.0151 |
- 0.0151 |
-
-
- | avg |
- 0.0381 |
- 0.0155 |
- 0.0219 |
- 0.0232 |
- 0.1143 |
- 0.1143 |
-
-
-
-
-
-
-
-
-
-
-## 80% positives
-> train: [0.2000288 0.7999712]
-> validation: [0.2000288 0.7999712]
-> bin_sld: 302.697s
-> mul_sld: 51.427s
-> bin_sld_gs: 1033.432s
-> mul_sld_gs: 553.840s
-> bin_sld_gsq: 405.825s
-> bin_pacc: 296.888s
-> mul_pacc: 34.390s
-> binmc_pacc: 300.681s
-> mulmc_pacc: 44.972s
-> binne_pacc: 284.115s
-> mulne_pacc: 37.204s
-> bin_pacc_gs: 637.277s
-> mul_pacc_gs: 146.708s
-> bin_cc: 297.171s
-> mul_cc: 42.941s
-> kfcv: 27.967s
-> ref: 32.469s
-> atc_mc: 22.965s
-> atc_ne: 39.769s
-> doc_feat: 19.964s
-> tot: 1034.198s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0014 |
- 0.0280 |
- 0.1139 |
- 0.0311 |
- 0.5690 |
- 0.5690 |
-
-
- | 0.05 |
- 0.0291 |
- 0.0244 |
- 0.0811 |
- 0.0250 |
- 0.4617 |
- 0.4617 |
-
-
- | 0.1 |
- 0.0227 |
- 0.0221 |
- 0.0693 |
- 0.0263 |
- 0.3805 |
- 0.3805 |
-
-
- | 0.15 |
- 0.0204 |
- 0.0180 |
- 0.0509 |
- 0.0172 |
- 0.3102 |
- 0.3102 |
-
-
- | 0.2 |
- 0.0209 |
- 0.0168 |
- 0.0428 |
- 0.0190 |
- 0.2550 |
- 0.2550 |
-
-
- | 0.25 |
- 0.0200 |
- 0.0164 |
- 0.0323 |
- 0.0174 |
- 0.2072 |
- 0.2072 |
-
-
- | 0.3 |
- 0.0168 |
- 0.0118 |
- 0.0259 |
- 0.0139 |
- 0.1705 |
- 0.1705 |
-
-
- | 0.35 |
- 0.0185 |
- 0.0118 |
- 0.0194 |
- 0.0135 |
- 0.1388 |
- 0.1388 |
-
-
- | 0.4 |
- 0.0178 |
- 0.0119 |
- 0.0169 |
- 0.0138 |
- 0.1144 |
- 0.1144 |
-
-
- | 0.45 |
- 0.0162 |
- 0.0115 |
- 0.0145 |
- 0.0130 |
- 0.0909 |
- 0.0909 |
-
-
- | 0.5 |
- 0.0163 |
- 0.0112 |
- 0.0108 |
- 0.0129 |
- 0.0727 |
- 0.0727 |
-
-
- | 0.55 |
- 0.0161 |
- 0.0094 |
- 0.0085 |
- 0.0117 |
- 0.0569 |
- 0.0569 |
-
-
- | 0.6 |
- 0.0183 |
- 0.0098 |
- 0.0075 |
- 0.0133 |
- 0.0441 |
- 0.0441 |
-
-
- | 0.65 |
- 0.0144 |
- 0.0097 |
- 0.0078 |
- 0.0121 |
- 0.0297 |
- 0.0297 |
-
-
- | 0.7 |
- 0.0166 |
- 0.0102 |
- 0.0081 |
- 0.0143 |
- 0.0198 |
- 0.0198 |
-
-
- | 0.75 |
- 0.0184 |
- 0.0097 |
- 0.0082 |
- 0.0142 |
- 0.0119 |
- 0.0119 |
-
-
- | 0.8 |
- 0.0180 |
- 0.0094 |
- 0.0087 |
- 0.0137 |
- 0.0068 |
- 0.0068 |
-
-
- | 0.85 |
- 0.0186 |
- 0.0084 |
- 0.0097 |
- 0.0142 |
- 0.0049 |
- 0.0049 |
-
-
- | 0.9 |
- 0.0170 |
- 0.0071 |
- 0.0095 |
- 0.0129 |
- 0.0076 |
- 0.0076 |
-
-
- | 0.95 |
- 0.0179 |
- 0.0078 |
- 0.0119 |
- 0.0149 |
- 0.0117 |
- 0.0117 |
-
-
- | 1.0 |
- 0.0150 |
- 0.0064 |
- 0.0118 |
- 0.0144 |
- 0.0150 |
- 0.0150 |
-
-
- | avg |
- 0.0176 |
- 0.0129 |
- 0.0271 |
- 0.0161 |
- 0.1419 |
- 0.1419 |
-
-
-
-
-
-
-
-
-
-
-## 90% positives
-> train: [0.0999424 0.9000576]
-> validation: [0.10008641 0.89991359]
-> bin_sld: 170.505s
-> mul_sld: 31.294s
-> mul_sld_gs: 380.780s
-> bin_cc: 164.518s
-> mul_cc: 20.620s
-> kfcv: 15.634s
-> ref: 13.757s
-> atc_mc: 18.010s
-> atc_ne: 18.026s
-> doc_feat: 10.161s
-> tot: 381.531s
-
-
-
-
- |
- mul_sld_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.1206 |
- 0.5298 |
- 0.5298 |
-
-
- | 0.05 |
- 0.1149 |
- 0.4611 |
- 0.4611 |
-
-
- | 0.1 |
- 0.1069 |
- 0.4018 |
- 0.4018 |
-
-
- | 0.15 |
- 0.0931 |
- 0.3476 |
- 0.3476 |
-
-
- | 0.2 |
- 0.0827 |
- 0.3036 |
- 0.3036 |
-
-
- | 0.25 |
- 0.0713 |
- 0.2600 |
- 0.2600 |
-
-
- | 0.3 |
- 0.0621 |
- 0.2236 |
- 0.2236 |
-
-
- | 0.35 |
- 0.0521 |
- 0.1920 |
- 0.1920 |
-
-
- | 0.4 |
- 0.0455 |
- 0.1657 |
- 0.1657 |
-
-
- | 0.45 |
- 0.0371 |
- 0.1389 |
- 0.1389 |
-
-
- | 0.5 |
- 0.0304 |
- 0.1160 |
- 0.1160 |
-
-
- | 0.55 |
- 0.0240 |
- 0.0962 |
- 0.0962 |
-
-
- | 0.6 |
- 0.0194 |
- 0.0783 |
- 0.0783 |
-
-
- | 0.65 |
- 0.0132 |
- 0.0599 |
- 0.0599 |
-
-
- | 0.7 |
- 0.0079 |
- 0.0461 |
- 0.0461 |
-
-
- | 0.75 |
- 0.0056 |
- 0.0323 |
- 0.0323 |
-
-
- | 0.8 |
- 0.0052 |
- 0.0201 |
- 0.0201 |
-
-
- | 0.85 |
- 0.0050 |
- 0.0099 |
- 0.0099 |
-
-
- | 0.9 |
- 0.0061 |
- 0.0033 |
- 0.0033 |
-
-
- | 0.95 |
- 0.0089 |
- 0.0090 |
- 0.0090 |
-
-
- | 1.0 |
- 0.0084 |
- 0.0172 |
- 0.0172 |
-
-
- | avg |
- 0.0438 |
- 0.1672 |
- 0.1672 |
-
-
-
-
-
-
-
-
-
-
-## avg
-### avg on train
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0764 |
- 0.0955 |
- 0.1425 |
- 0.1677 |
- 0.3846 |
- 0.3846 |
-
-
- | 0.05 |
- 0.0798 |
- 0.0567 |
- 0.0907 |
- 0.0783 |
- 0.2693 |
- 0.2693 |
-
-
- | 0.1 |
- 0.0610 |
- 0.0435 |
- 0.0610 |
- 0.0516 |
- 0.2102 |
- 0.2102 |
-
-
- | 0.15 |
- 0.0516 |
- 0.0366 |
- 0.0487 |
- 0.0396 |
- 0.1689 |
- 0.1689 |
-
-
- | 0.2 |
- 0.0428 |
- 0.0328 |
- 0.0397 |
- 0.0341 |
- 0.1424 |
- 0.1424 |
-
-
- | 0.25 |
- 0.0365 |
- 0.0302 |
- 0.0342 |
- 0.0296 |
- 0.1196 |
- 0.1196 |
-
-
- | 0.3 |
- 0.0304 |
- 0.0260 |
- 0.0288 |
- 0.0253 |
- 0.1030 |
- 0.1030 |
-
-
- | 0.35 |
- 0.0317 |
- 0.0254 |
- 0.0285 |
- 0.0246 |
- 0.0899 |
- 0.0899 |
-
-
- | 0.4 |
- 0.0285 |
- 0.0234 |
- 0.0258 |
- 0.0230 |
- 0.0797 |
- 0.0797 |
-
-
- | 0.45 |
- 0.0254 |
- 0.0211 |
- 0.0229 |
- 0.0206 |
- 0.0709 |
- 0.0709 |
-
-
- | 0.5 |
- 0.0254 |
- 0.0214 |
- 0.0228 |
- 0.0214 |
- 0.0631 |
- 0.0631 |
-
-
- | 0.55 |
- 0.0225 |
- 0.0185 |
- 0.0195 |
- 0.0189 |
- 0.0572 |
- 0.0572 |
-
-
- | 0.6 |
- 0.0230 |
- 0.0182 |
- 0.0200 |
- 0.0193 |
- 0.0522 |
- 0.0522 |
-
-
- | 0.65 |
- 0.0211 |
- 0.0170 |
- 0.0183 |
- 0.0183 |
- 0.0476 |
- 0.0476 |
-
-
- | 0.7 |
- 0.0224 |
- 0.0169 |
- 0.0184 |
- 0.0193 |
- 0.0443 |
- 0.0443 |
-
-
- | 0.75 |
- 0.0217 |
- 0.0162 |
- 0.0175 |
- 0.0180 |
- 0.0413 |
- 0.0413 |
-
-
- | 0.8 |
- 0.0207 |
- 0.0154 |
- 0.0175 |
- 0.0179 |
- 0.0399 |
- 0.0399 |
-
-
- | 0.85 |
- 0.0221 |
- 0.0158 |
- 0.0178 |
- 0.0184 |
- 0.0381 |
- 0.0381 |
-
-
- | 0.9 |
- 0.0203 |
- 0.0156 |
- 0.0167 |
- 0.0180 |
- 0.0384 |
- 0.0384 |
-
-
- | 0.95 |
- 0.0220 |
- 0.0164 |
- 0.0180 |
- 0.0185 |
- 0.0395 |
- 0.0395 |
-
-
- | 1.0 |
- 0.0204 |
- 0.0173 |
- 0.0149 |
- 0.0185 |
- 0.0410 |
- 0.0410 |
-
-
- | avg |
- 0.0336 |
- 0.0276 |
- 0.0345 |
- 0.0334 |
- 0.1020 |
- 0.1020 |
-
-
-
-
-
-
-### avg on test
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.1 |
- NaN |
- 0.0199 |
- NaN |
- NaN |
- 0.0234 |
- 0.0234 |
-
-
- | 0.2 |
- 0.0421 |
- 0.0310 |
- 0.0529 |
- 0.0529 |
- 0.2314 |
- 0.2314 |
-
-
- | 0.3 |
- 0.0438 |
- 0.0326 |
- 0.0366 |
- 0.0436 |
- 0.0615 |
- 0.0615 |
-
-
- | 0.4 |
- 0.0366 |
- 0.0395 |
- 0.0398 |
- 0.0408 |
- 0.0380 |
- 0.0380 |
-
-
- | 0.5 |
- 0.0250 |
- 0.0274 |
- 0.0387 |
- 0.0279 |
- 0.0569 |
- 0.0569 |
-
-
- | 0.6 |
- 0.0321 |
- 0.0260 |
- 0.0243 |
- 0.0291 |
- 0.0831 |
- 0.0831 |
-
-
- | 0.7 |
- 0.0381 |
- 0.0155 |
- 0.0219 |
- 0.0232 |
- 0.1143 |
- 0.1143 |
-
-
- | 0.8 |
- 0.0176 |
- 0.0129 |
- 0.0271 |
- 0.0161 |
- 0.1419 |
- 0.1419 |
-
-
- | 0.9 |
- NaN |
- 0.0438 |
- NaN |
- NaN |
- 0.1672 |
- 0.1672 |
-
-
- | avg |
- 0.0336 |
- 0.0276 |
- 0.0345 |
- 0.0334 |
- 0.1020 |
- 0.1020 |
-
-
-
-
-
-
-### avg dataset shift
-
diff --git a/output/main/imdb_9prevs/imdb_gs_vs_qgs_acc.md b/output/main/imdb_9prevs/imdb_gs_vs_qgs_acc.md
deleted file mode 100644
index ae92507..0000000
--- a/output/main/imdb_9prevs/imdb_gs_vs_qgs_acc.md
+++ /dev/null
@@ -1,2299 +0,0 @@
-# imdb_9prevs
-
-## 10% positives
-> train: [0.89991359 0.10008641]
-> validation: [0.9000576 0.0999424]
-> mul_sld_gs: 400.766s
-> mul_sld_gsq: 294.681s
-> ref: 11.412s
-> atc_mc: 14.822s
-> atc_ne: 14.836s
-> tot: 401.321s
-
-
-
-
- |
- mul_sld_gs |
- mul_sld_gsq |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0220 |
- 0.0151 |
- 0.0370 |
- 0.0370 |
-
-
- | 0.05 |
- 0.0151 |
- 0.0046 |
- 0.0155 |
- 0.0155 |
-
-
- | 0.1 |
- 0.0114 |
- 0.0152 |
- 0.0067 |
- 0.0067 |
-
-
- | 0.15 |
- 0.0072 |
- 0.0318 |
- 0.0255 |
- 0.0255 |
-
-
- | 0.2 |
- 0.0088 |
- 0.0449 |
- 0.0457 |
- 0.0457 |
-
-
- | 0.25 |
- 0.0145 |
- 0.0603 |
- 0.0664 |
- 0.0664 |
-
-
- | 0.3 |
- 0.0199 |
- 0.0720 |
- 0.0858 |
- 0.0858 |
-
-
- | 0.35 |
- 0.0276 |
- 0.0872 |
- 0.1100 |
- 0.1100 |
-
-
- | 0.4 |
- 0.0348 |
- 0.0999 |
- 0.1302 |
- 0.1302 |
-
-
- | 0.45 |
- 0.0394 |
- 0.1103 |
- 0.1477 |
- 0.1477 |
-
-
- | 0.5 |
- 0.0455 |
- 0.1227 |
- 0.1697 |
- 0.1697 |
-
-
- | 0.55 |
- 0.0518 |
- 0.1346 |
- 0.1922 |
- 0.1922 |
-
-
- | 0.6 |
- 0.0542 |
- 0.1433 |
- 0.2117 |
- 0.2117 |
-
-
- | 0.65 |
- 0.0595 |
- 0.1525 |
- 0.2314 |
- 0.2314 |
-
-
- | 0.7 |
- 0.0653 |
- 0.1648 |
- 0.2566 |
- 0.2566 |
-
-
- | 0.75 |
- 0.0678 |
- 0.1715 |
- 0.2750 |
- 0.2750 |
-
-
- | 0.8 |
- 0.0695 |
- 0.1786 |
- 0.2944 |
- 0.2944 |
-
-
- | 0.85 |
- 0.0697 |
- 0.1836 |
- 0.3139 |
- 0.3139 |
-
-
- | 0.9 |
- 0.0681 |
- 0.1879 |
- 0.3317 |
- 0.3317 |
-
-
- | 0.95 |
- 0.0683 |
- 0.1949 |
- 0.3558 |
- 0.3558 |
-
-
- | 1.0 |
- 0.0568 |
- 0.1926 |
- 0.3755 |
- 0.3755 |
-
-
- | avg |
- 0.0418 |
- 0.1128 |
- 0.1752 |
- 0.1752 |
-
-
-
-
-
-
-
-
-
-
-## 20% positives
-> train: [0.7999712 0.2000288]
-> validation: [0.7999712 0.2000288]
-> bin_sld_gs: 921.600s
-> mul_sld_gs: 459.585s
-> bin_sld_gsq: 296.879s
-> mul_sld_gsq: 312.459s
-> ref: 11.167s
-> atc_mc: 14.448s
-> atc_ne: 14.863s
-> tot: 922.095s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_sld_gsq |
- mul_sld_gsq |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0094 |
- 0.0149 |
- 0.0096 |
- 0.0151 |
- 0.0286 |
- 0.0286 |
-
-
- | 0.05 |
- 0.0106 |
- 0.0135 |
- 0.0110 |
- 0.0060 |
- 0.0195 |
- 0.0195 |
-
-
- | 0.1 |
- 0.0112 |
- 0.0126 |
- 0.0136 |
- 0.0128 |
- 0.0114 |
- 0.0114 |
-
-
- | 0.15 |
- 0.0121 |
- 0.0112 |
- 0.0132 |
- 0.0265 |
- 0.0075 |
- 0.0075 |
-
-
- | 0.2 |
- 0.0130 |
- 0.0115 |
- 0.0146 |
- 0.0403 |
- 0.0108 |
- 0.0108 |
-
-
- | 0.25 |
- 0.0129 |
- 0.0120 |
- 0.0149 |
- 0.0537 |
- 0.0177 |
- 0.0177 |
-
-
- | 0.3 |
- 0.0132 |
- 0.0119 |
- 0.0167 |
- 0.0663 |
- 0.0238 |
- 0.0238 |
-
-
- | 0.35 |
- 0.0142 |
- 0.0119 |
- 0.0190 |
- 0.0796 |
- 0.0367 |
- 0.0367 |
-
-
- | 0.4 |
- 0.0142 |
- 0.0105 |
- 0.0221 |
- 0.0908 |
- 0.0448 |
- 0.0448 |
-
-
- | 0.45 |
- 0.0137 |
- 0.0099 |
- 0.0218 |
- 0.1034 |
- 0.0538 |
- 0.0538 |
-
-
- | 0.5 |
- 0.0157 |
- 0.0117 |
- 0.0242 |
- 0.1135 |
- 0.0640 |
- 0.0640 |
-
-
- | 0.55 |
- 0.0144 |
- 0.0108 |
- 0.0273 |
- 0.1240 |
- 0.0729 |
- 0.0729 |
-
-
- | 0.6 |
- 0.0166 |
- 0.0107 |
- 0.0322 |
- 0.1330 |
- 0.0810 |
- 0.0810 |
-
-
- | 0.65 |
- 0.0165 |
- 0.0118 |
- 0.0316 |
- 0.1426 |
- 0.0895 |
- 0.0895 |
-
-
- | 0.7 |
- 0.0173 |
- 0.0120 |
- 0.0362 |
- 0.1532 |
- 0.1031 |
- 0.1031 |
-
-
- | 0.75 |
- 0.0158 |
- 0.0093 |
- 0.0377 |
- 0.1608 |
- 0.1092 |
- 0.1092 |
-
-
- | 0.8 |
- 0.0177 |
- 0.0114 |
- 0.0432 |
- 0.1663 |
- 0.1170 |
- 0.1170 |
-
-
- | 0.85 |
- 0.0222 |
- 0.0117 |
- 0.0500 |
- 0.1714 |
- 0.1265 |
- 0.1265 |
-
-
- | 0.9 |
- 0.0199 |
- 0.0111 |
- 0.0536 |
- 0.1773 |
- 0.1322 |
- 0.1322 |
-
-
- | 0.95 |
- 0.0231 |
- 0.0115 |
- 0.0578 |
- 0.1843 |
- 0.1443 |
- 0.1443 |
-
-
- | 1.0 |
- 0.0141 |
- 0.0121 |
- 0.0366 |
- 0.1813 |
- 0.1494 |
- 0.1494 |
-
-
- | avg |
- 0.0151 |
- 0.0116 |
- 0.0279 |
- 0.1049 |
- 0.0687 |
- 0.0687 |
-
-
-
-
-
-
-
-
-
-
-## 30% positives
-> train: [0.7000288 0.2999712]
-> validation: [0.7000288 0.2999712]
-> bin_sld_gs: 898.905s
-> mul_sld_gs: 456.235s
-> bin_sld_gsq: 313.118s
-> mul_sld_gsq: 311.989s
-> ref: 11.583s
-> atc_mc: 14.859s
-> atc_ne: 15.309s
-> tot: 899.678s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_sld_gsq |
- mul_sld_gsq |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0060 |
- 0.0135 |
- 0.0055 |
- 0.0067 |
- 0.0279 |
- 0.0279 |
-
-
- | 0.05 |
- 0.0101 |
- 0.0130 |
- 0.0107 |
- 0.0104 |
- 0.0220 |
- 0.0220 |
-
-
- | 0.1 |
- 0.0120 |
- 0.0123 |
- 0.0130 |
- 0.0207 |
- 0.0157 |
- 0.0157 |
-
-
- | 0.15 |
- 0.0126 |
- 0.0118 |
- 0.0164 |
- 0.0306 |
- 0.0111 |
- 0.0111 |
-
-
- | 0.2 |
- 0.0136 |
- 0.0128 |
- 0.0210 |
- 0.0396 |
- 0.0108 |
- 0.0108 |
-
-
- | 0.25 |
- 0.0163 |
- 0.0144 |
- 0.0261 |
- 0.0477 |
- 0.0106 |
- 0.0106 |
-
-
- | 0.3 |
- 0.0146 |
- 0.0120 |
- 0.0249 |
- 0.0573 |
- 0.0105 |
- 0.0105 |
-
-
- | 0.35 |
- 0.0185 |
- 0.0132 |
- 0.0358 |
- 0.0665 |
- 0.0143 |
- 0.0143 |
-
-
- | 0.4 |
- 0.0197 |
- 0.0137 |
- 0.0410 |
- 0.0752 |
- 0.0199 |
- 0.0199 |
-
-
- | 0.45 |
- 0.0189 |
- 0.0125 |
- 0.0435 |
- 0.0856 |
- 0.0235 |
- 0.0235 |
-
-
- | 0.5 |
- 0.0226 |
- 0.0141 |
- 0.0493 |
- 0.0919 |
- 0.0301 |
- 0.0301 |
-
-
- | 0.55 |
- 0.0225 |
- 0.0117 |
- 0.0546 |
- 0.1009 |
- 0.0355 |
- 0.0355 |
-
-
- | 0.6 |
- 0.0247 |
- 0.0129 |
- 0.0603 |
- 0.1062 |
- 0.0404 |
- 0.0404 |
-
-
- | 0.65 |
- 0.0271 |
- 0.0136 |
- 0.0654 |
- 0.1128 |
- 0.0442 |
- 0.0442 |
-
-
- | 0.7 |
- 0.0315 |
- 0.0145 |
- 0.0743 |
- 0.1193 |
- 0.0517 |
- 0.0517 |
-
-
- | 0.75 |
- 0.0325 |
- 0.0147 |
- 0.0779 |
- 0.1248 |
- 0.0584 |
- 0.0584 |
-
-
- | 0.8 |
- 0.0353 |
- 0.0164 |
- 0.0841 |
- 0.1294 |
- 0.0608 |
- 0.0608 |
-
-
- | 0.85 |
- 0.0409 |
- 0.0168 |
- 0.0935 |
- 0.1341 |
- 0.0669 |
- 0.0669 |
-
-
- | 0.9 |
- 0.0436 |
- 0.0188 |
- 0.0995 |
- 0.1364 |
- 0.0698 |
- 0.0698 |
-
-
- | 0.95 |
- 0.0455 |
- 0.0203 |
- 0.1028 |
- 0.1402 |
- 0.0804 |
- 0.0804 |
-
-
- | 1.0 |
- 0.0415 |
- 0.0296 |
- 0.0992 |
- 0.1362 |
- 0.0817 |
- 0.0817 |
-
-
- | avg |
- 0.0243 |
- 0.0149 |
- 0.0523 |
- 0.0844 |
- 0.0374 |
- 0.0374 |
-
-
-
-
-
-
-
-
-
-
-## 40% positives
-> train: [0.5999424 0.4000576]
-> validation: [0.60008641 0.39991359]
-> bin_sld_gs: 915.491s
-> mul_sld_gs: 447.110s
-> bin_sld_gsq: 315.586s
-> mul_sld_gsq: 313.380s
-> ref: 11.060s
-> atc_mc: 14.959s
-> atc_ne: 14.880s
-> tot: 916.119s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_sld_gsq |
- mul_sld_gsq |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0088 |
- 0.0137 |
- 0.0373 |
- 0.0365 |
- 0.0207 |
- 0.0207 |
-
-
- | 0.05 |
- 0.0135 |
- 0.0159 |
- 0.0413 |
- 0.0455 |
- 0.0204 |
- 0.0204 |
-
-
- | 0.1 |
- 0.0148 |
- 0.0169 |
- 0.0442 |
- 0.0551 |
- 0.0160 |
- 0.0160 |
-
-
- | 0.15 |
- 0.0163 |
- 0.0197 |
- 0.0468 |
- 0.0604 |
- 0.0151 |
- 0.0151 |
-
-
- | 0.2 |
- 0.0180 |
- 0.0204 |
- 0.0489 |
- 0.0667 |
- 0.0133 |
- 0.0133 |
-
-
- | 0.25 |
- 0.0159 |
- 0.0203 |
- 0.0497 |
- 0.0723 |
- 0.0099 |
- 0.0099 |
-
-
- | 0.3 |
- 0.0176 |
- 0.0199 |
- 0.0495 |
- 0.0787 |
- 0.0107 |
- 0.0107 |
-
-
- | 0.35 |
- 0.0218 |
- 0.0242 |
- 0.0571 |
- 0.0817 |
- 0.0089 |
- 0.0089 |
-
-
- | 0.4 |
- 0.0233 |
- 0.0250 |
- 0.0599 |
- 0.0904 |
- 0.0099 |
- 0.0099 |
-
-
- | 0.45 |
- 0.0234 |
- 0.0242 |
- 0.0599 |
- 0.0932 |
- 0.0109 |
- 0.0109 |
-
-
- | 0.5 |
- 0.0270 |
- 0.0273 |
- 0.0650 |
- 0.0954 |
- 0.0115 |
- 0.0115 |
-
-
- | 0.55 |
- 0.0249 |
- 0.0238 |
- 0.0637 |
- 0.1020 |
- 0.0117 |
- 0.0117 |
-
-
- | 0.6 |
- 0.0299 |
- 0.0271 |
- 0.0699 |
- 0.1058 |
- 0.0135 |
- 0.0135 |
-
-
- | 0.65 |
- 0.0291 |
- 0.0266 |
- 0.0700 |
- 0.1094 |
- 0.0142 |
- 0.0142 |
-
-
- | 0.7 |
- 0.0313 |
- 0.0268 |
- 0.0730 |
- 0.1141 |
- 0.0168 |
- 0.0168 |
-
-
- | 0.75 |
- 0.0335 |
- 0.0282 |
- 0.0761 |
- 0.1150 |
- 0.0182 |
- 0.0182 |
-
-
- | 0.8 |
- 0.0326 |
- 0.0277 |
- 0.0760 |
- 0.1165 |
- 0.0198 |
- 0.0198 |
-
-
- | 0.85 |
- 0.0376 |
- 0.0304 |
- 0.0818 |
- 0.1174 |
- 0.0229 |
- 0.0229 |
-
-
- | 0.9 |
- 0.0350 |
- 0.0281 |
- 0.0795 |
- 0.1183 |
- 0.0272 |
- 0.0272 |
-
-
- | 0.95 |
- 0.0388 |
- 0.0298 |
- 0.0845 |
- 0.1196 |
- 0.0283 |
- 0.0283 |
-
-
- | 1.0 |
- 0.0358 |
- 0.0376 |
- 0.0876 |
- 0.1147 |
- 0.0310 |
- 0.0310 |
-
-
- | avg |
- 0.0252 |
- 0.0244 |
- 0.0629 |
- 0.0909 |
- 0.0167 |
- 0.0167 |
-
-
-
-
-
-
-
-
-
-
-## 50% positives
-> train: [0.5 0.5]
-> validation: [0.5 0.5]
-> bin_sld_gs: 898.790s
-> mul_sld_gs: 463.224s
-> bin_sld_gsq: 314.307s
-> mul_sld_gsq: 322.103s
-> ref: 10.921s
-> atc_mc: 14.924s
-> atc_ne: 14.924s
-> tot: 899.292s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_sld_gsq |
- mul_sld_gsq |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0085 |
- 0.0080 |
- 0.0119 |
- 0.0605 |
- 0.0100 |
- 0.0100 |
-
-
- | 0.05 |
- 0.0114 |
- 0.0086 |
- 0.0145 |
- 0.0661 |
- 0.0090 |
- 0.0090 |
-
-
- | 0.1 |
- 0.0145 |
- 0.0093 |
- 0.0160 |
- 0.0712 |
- 0.0096 |
- 0.0096 |
-
-
- | 0.15 |
- 0.0154 |
- 0.0106 |
- 0.0173 |
- 0.0726 |
- 0.0085 |
- 0.0085 |
-
-
- | 0.2 |
- 0.0151 |
- 0.0108 |
- 0.0159 |
- 0.0742 |
- 0.0086 |
- 0.0086 |
-
-
- | 0.25 |
- 0.0156 |
- 0.0108 |
- 0.0180 |
- 0.0732 |
- 0.0094 |
- 0.0094 |
-
-
- | 0.3 |
- 0.0161 |
- 0.0128 |
- 0.0184 |
- 0.0735 |
- 0.0098 |
- 0.0098 |
-
-
- | 0.35 |
- 0.0188 |
- 0.0131 |
- 0.0204 |
- 0.0736 |
- 0.0094 |
- 0.0094 |
-
-
- | 0.4 |
- 0.0188 |
- 0.0128 |
- 0.0187 |
- 0.0763 |
- 0.0101 |
- 0.0101 |
-
-
- | 0.45 |
- 0.0183 |
- 0.0132 |
- 0.0191 |
- 0.0743 |
- 0.0103 |
- 0.0103 |
-
-
- | 0.5 |
- 0.0231 |
- 0.0173 |
- 0.0220 |
- 0.0732 |
- 0.0124 |
- 0.0124 |
-
-
- | 0.55 |
- 0.0198 |
- 0.0172 |
- 0.0201 |
- 0.0748 |
- 0.0113 |
- 0.0113 |
-
-
- | 0.6 |
- 0.0209 |
- 0.0176 |
- 0.0223 |
- 0.0735 |
- 0.0110 |
- 0.0110 |
-
-
- | 0.65 |
- 0.0196 |
- 0.0167 |
- 0.0208 |
- 0.0719 |
- 0.0112 |
- 0.0112 |
-
-
- | 0.7 |
- 0.0222 |
- 0.0189 |
- 0.0216 |
- 0.0722 |
- 0.0109 |
- 0.0109 |
-
-
- | 0.75 |
- 0.0227 |
- 0.0203 |
- 0.0248 |
- 0.0691 |
- 0.0109 |
- 0.0109 |
-
-
- | 0.8 |
- 0.0215 |
- 0.0192 |
- 0.0223 |
- 0.0678 |
- 0.0100 |
- 0.0100 |
-
-
- | 0.85 |
- 0.0246 |
- 0.0210 |
- 0.0248 |
- 0.0663 |
- 0.0107 |
- 0.0107 |
-
-
- | 0.9 |
- 0.0211 |
- 0.0204 |
- 0.0242 |
- 0.0621 |
- 0.0114 |
- 0.0114 |
-
-
- | 0.95 |
- 0.0252 |
- 0.0243 |
- 0.0280 |
- 0.0587 |
- 0.0119 |
- 0.0119 |
-
-
- | 1.0 |
- 0.0266 |
- 0.0292 |
- 0.0286 |
- 0.0499 |
- 0.0107 |
- 0.0107 |
-
-
- | avg |
- 0.0190 |
- 0.0158 |
- 0.0205 |
- 0.0693 |
- 0.0103 |
- 0.0103 |
-
-
-
-
-
-
-
-
-
-
-## 60% positives
-> train: [0.39991359 0.60008641]
-> validation: [0.4000576 0.5999424]
-> bin_sld_gs: 940.163s
-> mul_sld_gs: 460.634s
-> bin_sld_gsq: 323.142s
-> mul_sld_gsq: 325.230s
-> ref: 11.981s
-> atc_mc: 15.716s
-> atc_ne: 15.951s
-> tot: 940.602s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_sld_gsq |
- mul_sld_gsq |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0028 |
- 0.0064 |
- 0.0037 |
- 0.0973 |
- 0.0238 |
- 0.0238 |
-
-
- | 0.05 |
- 0.0139 |
- 0.0081 |
- 0.0283 |
- 0.0970 |
- 0.0205 |
- 0.0205 |
-
-
- | 0.1 |
- 0.0161 |
- 0.0098 |
- 0.0273 |
- 0.0973 |
- 0.0209 |
- 0.0209 |
-
-
- | 0.15 |
- 0.0188 |
- 0.0111 |
- 0.0279 |
- 0.0950 |
- 0.0139 |
- 0.0139 |
-
-
- | 0.2 |
- 0.0194 |
- 0.0131 |
- 0.0256 |
- 0.0939 |
- 0.0166 |
- 0.0166 |
-
-
- | 0.25 |
- 0.0199 |
- 0.0137 |
- 0.0238 |
- 0.0919 |
- 0.0133 |
- 0.0133 |
-
-
- | 0.3 |
- 0.0189 |
- 0.0152 |
- 0.0206 |
- 0.0861 |
- 0.0127 |
- 0.0127 |
-
-
- | 0.35 |
- 0.0242 |
- 0.0195 |
- 0.0243 |
- 0.0826 |
- 0.0116 |
- 0.0116 |
-
-
- | 0.4 |
- 0.0257 |
- 0.0214 |
- 0.0236 |
- 0.0795 |
- 0.0120 |
- 0.0120 |
-
-
- | 0.45 |
- 0.0235 |
- 0.0206 |
- 0.0209 |
- 0.0741 |
- 0.0118 |
- 0.0118 |
-
-
- | 0.5 |
- 0.0288 |
- 0.0257 |
- 0.0237 |
- 0.0690 |
- 0.0122 |
- 0.0122 |
-
-
- | 0.55 |
- 0.0266 |
- 0.0247 |
- 0.0198 |
- 0.0664 |
- 0.0127 |
- 0.0127 |
-
-
- | 0.6 |
- 0.0296 |
- 0.0272 |
- 0.0212 |
- 0.0625 |
- 0.0134 |
- 0.0134 |
-
-
- | 0.65 |
- 0.0272 |
- 0.0265 |
- 0.0197 |
- 0.0566 |
- 0.0147 |
- 0.0147 |
-
-
- | 0.7 |
- 0.0325 |
- 0.0329 |
- 0.0194 |
- 0.0498 |
- 0.0193 |
- 0.0193 |
-
-
- | 0.75 |
- 0.0316 |
- 0.0328 |
- 0.0185 |
- 0.0458 |
- 0.0206 |
- 0.0206 |
-
-
- | 0.8 |
- 0.0285 |
- 0.0315 |
- 0.0174 |
- 0.0397 |
- 0.0241 |
- 0.0241 |
-
-
- | 0.85 |
- 0.0292 |
- 0.0333 |
- 0.0151 |
- 0.0360 |
- 0.0237 |
- 0.0237 |
-
-
- | 0.9 |
- 0.0281 |
- 0.0332 |
- 0.0140 |
- 0.0284 |
- 0.0286 |
- 0.0286 |
-
-
- | 0.95 |
- 0.0320 |
- 0.0382 |
- 0.0128 |
- 0.0193 |
- 0.0316 |
- 0.0316 |
-
-
- | 1.0 |
- 0.0286 |
- 0.0395 |
- 0.0086 |
- 0.0127 |
- 0.0343 |
- 0.0343 |
-
-
- | avg |
- 0.0241 |
- 0.0231 |
- 0.0198 |
- 0.0658 |
- 0.0187 |
- 0.0187 |
-
-
-
-
-
-
-
-
-
-
-## 70% positives
-> train: [0.2999712 0.7000288]
-> validation: [0.2999712 0.7000288]
-> bin_sld_gs: 882.220s
-> mul_sld_gs: 471.468s
-> bin_sld_gsq: 308.364s
-> mul_sld_gsq: 330.333s
-> ref: 11.174s
-> atc_mc: 14.752s
-> atc_ne: 14.815s
-> tot: 882.817s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_sld_gsq |
- mul_sld_gsq |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0371 |
- 0.0064 |
- 0.0012 |
- 0.1246 |
- 0.0699 |
- 0.0699 |
-
-
- | 0.05 |
- 0.0384 |
- 0.0087 |
- 0.0133 |
- 0.1235 |
- 0.0635 |
- 0.0635 |
-
-
- | 0.1 |
- 0.0392 |
- 0.0089 |
- 0.0127 |
- 0.1223 |
- 0.0617 |
- 0.0617 |
-
-
- | 0.15 |
- 0.0361 |
- 0.0109 |
- 0.0134 |
- 0.1177 |
- 0.0528 |
- 0.0528 |
-
-
- | 0.2 |
- 0.0337 |
- 0.0112 |
- 0.0118 |
- 0.1128 |
- 0.0507 |
- 0.0507 |
-
-
- | 0.25 |
- 0.0313 |
- 0.0105 |
- 0.0123 |
- 0.1098 |
- 0.0430 |
- 0.0430 |
-
-
- | 0.3 |
- 0.0280 |
- 0.0100 |
- 0.0118 |
- 0.1031 |
- 0.0386 |
- 0.0386 |
-
-
- | 0.35 |
- 0.0219 |
- 0.0104 |
- 0.0136 |
- 0.0957 |
- 0.0338 |
- 0.0338 |
-
-
- | 0.4 |
- 0.0190 |
- 0.0106 |
- 0.0156 |
- 0.0904 |
- 0.0306 |
- 0.0306 |
-
-
- | 0.45 |
- 0.0177 |
- 0.0115 |
- 0.0139 |
- 0.0837 |
- 0.0265 |
- 0.0265 |
-
-
- | 0.5 |
- 0.0144 |
- 0.0128 |
- 0.0159 |
- 0.0772 |
- 0.0207 |
- 0.0207 |
-
-
- | 0.55 |
- 0.0101 |
- 0.0117 |
- 0.0156 |
- 0.0680 |
- 0.0167 |
- 0.0167 |
-
-
- | 0.6 |
- 0.0096 |
- 0.0111 |
- 0.0148 |
- 0.0626 |
- 0.0144 |
- 0.0144 |
-
-
- | 0.65 |
- 0.0107 |
- 0.0135 |
- 0.0172 |
- 0.0536 |
- 0.0118 |
- 0.0118 |
-
-
- | 0.7 |
- 0.0106 |
- 0.0136 |
- 0.0193 |
- 0.0441 |
- 0.0100 |
- 0.0100 |
-
-
- | 0.75 |
- 0.0113 |
- 0.0130 |
- 0.0197 |
- 0.0376 |
- 0.0090 |
- 0.0090 |
-
-
- | 0.8 |
- 0.0135 |
- 0.0128 |
- 0.0210 |
- 0.0290 |
- 0.0125 |
- 0.0125 |
-
-
- | 0.85 |
- 0.0171 |
- 0.0151 |
- 0.0248 |
- 0.0219 |
- 0.0141 |
- 0.0141 |
-
-
- | 0.9 |
- 0.0190 |
- 0.0145 |
- 0.0240 |
- 0.0140 |
- 0.0185 |
- 0.0185 |
-
-
- | 0.95 |
- 0.0283 |
- 0.0181 |
- 0.0306 |
- 0.0068 |
- 0.0250 |
- 0.0250 |
-
-
- | 1.0 |
- 0.0404 |
- 0.0202 |
- 0.0263 |
- 0.0092 |
- 0.0288 |
- 0.0288 |
-
-
- | avg |
- 0.0232 |
- 0.0122 |
- 0.0166 |
- 0.0718 |
- 0.0311 |
- 0.0311 |
-
-
-
-
-
-
-
-
-
-
-## 80% positives
-> train: [0.2000288 0.7999712]
-> validation: [0.2000288 0.7999712]
-> bin_sld_gs: 918.734s
-> mul_sld_gs: 452.727s
-> bin_sld_gsq: 302.185s
-> mul_sld_gsq: 313.546s
-> ref: 11.064s
-> atc_mc: 14.738s
-> atc_ne: 14.770s
-> tot: 919.298s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_sld_gsq |
- mul_sld_gsq |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0147 |
- 0.0059 |
- 0.0418 |
- 0.1664 |
- 0.1270 |
- 0.1270 |
-
-
- | 0.05 |
- 0.0332 |
- 0.0087 |
- 0.0512 |
- 0.1625 |
- 0.1198 |
- 0.1198 |
-
-
- | 0.1 |
- 0.0221 |
- 0.0082 |
- 0.0417 |
- 0.1635 |
- 0.1165 |
- 0.1165 |
-
-
- | 0.15 |
- 0.0242 |
- 0.0091 |
- 0.0427 |
- 0.1554 |
- 0.1057 |
- 0.1057 |
-
-
- | 0.2 |
- 0.0245 |
- 0.0106 |
- 0.0379 |
- 0.1520 |
- 0.0976 |
- 0.0976 |
-
-
- | 0.25 |
- 0.0240 |
- 0.0119 |
- 0.0360 |
- 0.1428 |
- 0.0873 |
- 0.0873 |
-
-
- | 0.3 |
- 0.0232 |
- 0.0101 |
- 0.0349 |
- 0.1362 |
- 0.0804 |
- 0.0804 |
-
-
- | 0.35 |
- 0.0250 |
- 0.0103 |
- 0.0348 |
- 0.1284 |
- 0.0719 |
- 0.0719 |
-
-
- | 0.4 |
- 0.0238 |
- 0.0121 |
- 0.0321 |
- 0.1191 |
- 0.0668 |
- 0.0668 |
-
-
- | 0.45 |
- 0.0221 |
- 0.0121 |
- 0.0293 |
- 0.1097 |
- 0.0571 |
- 0.0571 |
-
-
- | 0.5 |
- 0.0240 |
- 0.0128 |
- 0.0262 |
- 0.1009 |
- 0.0507 |
- 0.0507 |
-
-
- | 0.55 |
- 0.0239 |
- 0.0118 |
- 0.0246 |
- 0.0902 |
- 0.0430 |
- 0.0430 |
-
-
- | 0.6 |
- 0.0295 |
- 0.0132 |
- 0.0257 |
- 0.0815 |
- 0.0363 |
- 0.0363 |
-
-
- | 0.65 |
- 0.0214 |
- 0.0134 |
- 0.0223 |
- 0.0697 |
- 0.0247 |
- 0.0247 |
-
-
- | 0.7 |
- 0.0260 |
- 0.0149 |
- 0.0210 |
- 0.0576 |
- 0.0184 |
- 0.0184 |
-
-
- | 0.75 |
- 0.0307 |
- 0.0149 |
- 0.0218 |
- 0.0464 |
- 0.0119 |
- 0.0119 |
-
-
- | 0.8 |
- 0.0308 |
- 0.0152 |
- 0.0197 |
- 0.0352 |
- 0.0099 |
- 0.0099 |
-
-
- | 0.85 |
- 0.0330 |
- 0.0144 |
- 0.0170 |
- 0.0245 |
- 0.0101 |
- 0.0101 |
-
-
- | 0.9 |
- 0.0311 |
- 0.0128 |
- 0.0149 |
- 0.0115 |
- 0.0152 |
- 0.0152 |
-
-
- | 0.95 |
- 0.0336 |
- 0.0146 |
- 0.0157 |
- 0.0055 |
- 0.0224 |
- 0.0224 |
-
-
- | 1.0 |
- 0.0293 |
- 0.0125 |
- 0.0118 |
- 0.0144 |
- 0.0294 |
- 0.0294 |
-
-
- | avg |
- 0.0262 |
- 0.0119 |
- 0.0287 |
- 0.0940 |
- 0.0572 |
- 0.0572 |
-
-
-
-
-
-
-
-
-
-
-## 90% positives
-> train: [0.0999424 0.9000576]
-> validation: [0.10008641 0.89991359]
-> mul_sld_gs: 365.928s
-> ref: 9.138s
-> atc_mc: 12.160s
-> atc_ne: 12.348s
-> tot: 366.493s
-
-
-
-
- |
- mul_sld_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0502 |
- 0.2957 |
- 0.2957 |
-
-
- | 0.05 |
- 0.0550 |
- 0.2812 |
- 0.2812 |
-
-
- | 0.1 |
- 0.0580 |
- 0.2658 |
- 0.2658 |
-
-
- | 0.15 |
- 0.0561 |
- 0.2470 |
- 0.2470 |
-
-
- | 0.2 |
- 0.0549 |
- 0.2327 |
- 0.2327 |
-
-
- | 0.25 |
- 0.0514 |
- 0.2133 |
- 0.2133 |
-
-
- | 0.3 |
- 0.0490 |
- 0.1958 |
- 0.1958 |
-
-
- | 0.35 |
- 0.0448 |
- 0.1800 |
- 0.1800 |
-
-
- | 0.4 |
- 0.0421 |
- 0.1661 |
- 0.1661 |
-
-
- | 0.45 |
- 0.0370 |
- 0.1473 |
- 0.1473 |
-
-
- | 0.5 |
- 0.0324 |
- 0.1307 |
- 0.1307 |
-
-
- | 0.55 |
- 0.0276 |
- 0.1150 |
- 0.1150 |
-
-
- | 0.6 |
- 0.0237 |
- 0.0995 |
- 0.0995 |
-
-
- | 0.65 |
- 0.0171 |
- 0.0798 |
- 0.0798 |
-
-
- | 0.7 |
- 0.0108 |
- 0.0650 |
- 0.0650 |
-
-
- | 0.75 |
- 0.0084 |
- 0.0479 |
- 0.0479 |
-
-
- | 0.8 |
- 0.0084 |
- 0.0312 |
- 0.0312 |
-
-
- | 0.85 |
- 0.0087 |
- 0.0160 |
- 0.0160 |
-
-
- | 0.9 |
- 0.0111 |
- 0.0060 |
- 0.0060 |
-
-
- | 0.95 |
- 0.0168 |
- 0.0171 |
- 0.0171 |
-
-
- | 1.0 |
- 0.0167 |
- 0.0339 |
- 0.0339 |
-
-
- | avg |
- 0.0324 |
- 0.1365 |
- 0.1365 |
-
-
-
-
-
-
-
-
-
-
-## avg
-### avg on train
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_sld_gsq |
- mul_sld_gsq |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0125 |
- 0.0157 |
- 0.0159 |
- 0.0653 |
- 0.0712 |
- 0.0712 |
-
-
- | 0.05 |
- 0.0188 |
- 0.0163 |
- 0.0243 |
- 0.0644 |
- 0.0635 |
- 0.0635 |
-
-
- | 0.1 |
- 0.0186 |
- 0.0164 |
- 0.0241 |
- 0.0698 |
- 0.0582 |
- 0.0582 |
-
-
- | 0.15 |
- 0.0194 |
- 0.0164 |
- 0.0254 |
- 0.0738 |
- 0.0541 |
- 0.0541 |
-
-
- | 0.2 |
- 0.0196 |
- 0.0171 |
- 0.0251 |
- 0.0781 |
- 0.0541 |
- 0.0541 |
-
-
- | 0.25 |
- 0.0194 |
- 0.0177 |
- 0.0258 |
- 0.0815 |
- 0.0523 |
- 0.0523 |
-
-
- | 0.3 |
- 0.0188 |
- 0.0179 |
- 0.0253 |
- 0.0841 |
- 0.0520 |
- 0.0520 |
-
-
- | 0.35 |
- 0.0206 |
- 0.0194 |
- 0.0293 |
- 0.0869 |
- 0.0529 |
- 0.0529 |
-
-
- | 0.4 |
- 0.0206 |
- 0.0203 |
- 0.0304 |
- 0.0902 |
- 0.0545 |
- 0.0545 |
-
-
- | 0.45 |
- 0.0197 |
- 0.0201 |
- 0.0298 |
- 0.0918 |
- 0.0543 |
- 0.0543 |
-
-
- | 0.5 |
- 0.0222 |
- 0.0222 |
- 0.0323 |
- 0.0930 |
- 0.0558 |
- 0.0558 |
-
-
- | 0.55 |
- 0.0203 |
- 0.0212 |
- 0.0322 |
- 0.0951 |
- 0.0568 |
- 0.0568 |
-
-
- | 0.6 |
- 0.0230 |
- 0.0220 |
- 0.0352 |
- 0.0960 |
- 0.0579 |
- 0.0579 |
-
-
- | 0.65 |
- 0.0217 |
- 0.0221 |
- 0.0353 |
- 0.0961 |
- 0.0579 |
- 0.0579 |
-
-
- | 0.7 |
- 0.0245 |
- 0.0233 |
- 0.0378 |
- 0.0969 |
- 0.0613 |
- 0.0613 |
-
-
- | 0.75 |
- 0.0254 |
- 0.0233 |
- 0.0395 |
- 0.0964 |
- 0.0623 |
- 0.0623 |
-
-
- | 0.8 |
- 0.0257 |
- 0.0236 |
- 0.0405 |
- 0.0953 |
- 0.0644 |
- 0.0644 |
-
-
- | 0.85 |
- 0.0292 |
- 0.0246 |
- 0.0438 |
- 0.0944 |
- 0.0672 |
- 0.0672 |
-
-
- | 0.9 |
- 0.0283 |
- 0.0242 |
- 0.0442 |
- 0.0920 |
- 0.0712 |
- 0.0712 |
-
-
- | 0.95 |
- 0.0324 |
- 0.0269 |
- 0.0475 |
- 0.0912 |
- 0.0796 |
- 0.0796 |
-
-
- | 1.0 |
- 0.0309 |
- 0.0282 |
- 0.0427 |
- 0.0889 |
- 0.0861 |
- 0.0861 |
-
-
- | avg |
- 0.0225 |
- 0.0209 |
- 0.0327 |
- 0.0867 |
- 0.0613 |
- 0.0613 |
-
-
-
-
-
-
-### avg on test
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_sld_gsq |
- mul_sld_gsq |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.1 |
- NaN |
- 0.0418 |
- NaN |
- 0.1128 |
- 0.1752 |
- 0.1752 |
-
-
- | 0.2 |
- 0.0151 |
- 0.0116 |
- 0.0279 |
- 0.1049 |
- 0.0687 |
- 0.0687 |
-
-
- | 0.3 |
- 0.0243 |
- 0.0149 |
- 0.0523 |
- 0.0844 |
- 0.0374 |
- 0.0374 |
-
-
- | 0.4 |
- 0.0252 |
- 0.0244 |
- 0.0629 |
- 0.0909 |
- 0.0167 |
- 0.0167 |
-
-
- | 0.5 |
- 0.0190 |
- 0.0158 |
- 0.0205 |
- 0.0693 |
- 0.0103 |
- 0.0103 |
-
-
- | 0.6 |
- 0.0241 |
- 0.0231 |
- 0.0198 |
- 0.0658 |
- 0.0187 |
- 0.0187 |
-
-
- | 0.7 |
- 0.0232 |
- 0.0122 |
- 0.0166 |
- 0.0718 |
- 0.0311 |
- 0.0311 |
-
-
- | 0.8 |
- 0.0262 |
- 0.0119 |
- 0.0287 |
- 0.0940 |
- 0.0572 |
- 0.0572 |
-
-
- | 0.9 |
- NaN |
- 0.0324 |
- NaN |
- NaN |
- 0.1365 |
- 0.1365 |
-
-
- | avg |
- 0.0225 |
- 0.0209 |
- 0.0327 |
- 0.0867 |
- 0.0613 |
- 0.0613 |
-
-
-
-
-
-
-### avg dataset shift
-
diff --git a/output/main/imdb_9prevs/imdb_gs_vs_qgs_f1.md b/output/main/imdb_9prevs/imdb_gs_vs_qgs_f1.md
deleted file mode 100644
index b48d6cb..0000000
--- a/output/main/imdb_9prevs/imdb_gs_vs_qgs_f1.md
+++ /dev/null
@@ -1,2299 +0,0 @@
-# imdb_9prevs
-
-## 10% positives
-> train: [0.89991359 0.10008641]
-> validation: [0.9000576 0.0999424]
-> mul_sld_gs: 400.766s
-> mul_sld_gsq: 294.681s
-> ref: 11.412s
-> atc_mc: 14.822s
-> atc_ne: 14.836s
-> tot: 401.321s
-
-
-
-
- |
- mul_sld_gs |
- mul_sld_gsq |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0000 |
- 0.0047 |
- 0.0000 |
- 0.0000 |
-
-
- | 0.05 |
- 0.0195 |
- 0.0193 |
- 0.0240 |
- 0.0240 |
-
-
- | 0.1 |
- 0.0200 |
- 0.0200 |
- 0.0244 |
- 0.0244 |
-
-
- | 0.15 |
- 0.0170 |
- 0.0160 |
- 0.0228 |
- 0.0228 |
-
-
- | 0.2 |
- 0.0203 |
- 0.0193 |
- 0.0245 |
- 0.0245 |
-
-
- | 0.25 |
- 0.0211 |
- 0.0205 |
- 0.0246 |
- 0.0246 |
-
-
- | 0.3 |
- 0.0217 |
- 0.0210 |
- 0.0266 |
- 0.0266 |
-
-
- | 0.35 |
- 0.0217 |
- 0.0213 |
- 0.0248 |
- 0.0248 |
-
-
- | 0.4 |
- 0.0188 |
- 0.0184 |
- 0.0230 |
- 0.0230 |
-
-
- | 0.45 |
- 0.0220 |
- 0.0215 |
- 0.0257 |
- 0.0257 |
-
-
- | 0.5 |
- 0.0224 |
- 0.0218 |
- 0.0264 |
- 0.0264 |
-
-
- | 0.55 |
- 0.0205 |
- 0.0201 |
- 0.0239 |
- 0.0239 |
-
-
- | 0.6 |
- 0.0211 |
- 0.0208 |
- 0.0248 |
- 0.0248 |
-
-
- | 0.65 |
- 0.0215 |
- 0.0213 |
- 0.0247 |
- 0.0247 |
-
-
- | 0.7 |
- 0.0212 |
- 0.0208 |
- 0.0239 |
- 0.0239 |
-
-
- | 0.75 |
- 0.0224 |
- 0.0217 |
- 0.0255 |
- 0.0255 |
-
-
- | 0.8 |
- 0.0207 |
- 0.0201 |
- 0.0242 |
- 0.0242 |
-
-
- | 0.85 |
- 0.0208 |
- 0.0205 |
- 0.0240 |
- 0.0240 |
-
-
- | 0.9 |
- 0.0223 |
- 0.0220 |
- 0.0256 |
- 0.0256 |
-
-
- | 0.95 |
- 0.0214 |
- 0.0212 |
- 0.0246 |
- 0.0246 |
-
-
- | 1.0 |
- 0.0217 |
- 0.0212 |
- 0.0246 |
- 0.0246 |
-
-
- | avg |
- 0.0199 |
- 0.0197 |
- 0.0234 |
- 0.0234 |
-
-
-
-
-
-
-
-
-
-
-## 20% positives
-> train: [0.7999712 0.2000288]
-> validation: [0.7999712 0.2000288]
-> bin_sld_gs: 921.600s
-> mul_sld_gs: 459.585s
-> bin_sld_gsq: 296.879s
-> mul_sld_gsq: 312.459s
-> ref: 11.167s
-> atc_mc: 14.448s
-> atc_ne: 14.863s
-> tot: 922.095s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_sld_gsq |
- mul_sld_gsq |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.1236 |
- 0.1631 |
- 0.2101 |
- 0.2574 |
- 0.0183 |
- 0.0183 |
-
-
- | 0.05 |
- 0.1279 |
- 0.0831 |
- 0.0961 |
- 0.0610 |
- 0.2921 |
- 0.2921 |
-
-
- | 0.1 |
- 0.0823 |
- 0.0477 |
- 0.0719 |
- 0.0707 |
- 0.2745 |
- 0.2745 |
-
-
- | 0.15 |
- 0.0690 |
- 0.0361 |
- 0.0616 |
- 0.0832 |
- 0.2661 |
- 0.2661 |
-
-
- | 0.2 |
- 0.0565 |
- 0.0299 |
- 0.0554 |
- 0.0909 |
- 0.2539 |
- 0.2539 |
-
-
- | 0.25 |
- 0.0369 |
- 0.0276 |
- 0.0447 |
- 0.0955 |
- 0.2445 |
- 0.2445 |
-
-
- | 0.3 |
- 0.0341 |
- 0.0232 |
- 0.0457 |
- 0.0988 |
- 0.2483 |
- 0.2483 |
-
-
- | 0.35 |
- 0.0362 |
- 0.0209 |
- 0.0517 |
- 0.0980 |
- 0.2419 |
- 0.2419 |
-
-
- | 0.4 |
- 0.0332 |
- 0.0205 |
- 0.0542 |
- 0.0960 |
- 0.2441 |
- 0.2441 |
-
-
- | 0.45 |
- 0.0299 |
- 0.0155 |
- 0.0470 |
- 0.0992 |
- 0.2362 |
- 0.2362 |
-
-
- | 0.5 |
- 0.0264 |
- 0.0158 |
- 0.0457 |
- 0.0966 |
- 0.2307 |
- 0.2307 |
-
-
- | 0.55 |
- 0.0259 |
- 0.0161 |
- 0.0496 |
- 0.0948 |
- 0.2358 |
- 0.2358 |
-
-
- | 0.6 |
- 0.0258 |
- 0.0157 |
- 0.0513 |
- 0.0926 |
- 0.2318 |
- 0.2318 |
-
-
- | 0.65 |
- 0.0235 |
- 0.0150 |
- 0.0468 |
- 0.0911 |
- 0.2306 |
- 0.2306 |
-
-
- | 0.7 |
- 0.0237 |
- 0.0171 |
- 0.0512 |
- 0.0890 |
- 0.2291 |
- 0.2291 |
-
-
- | 0.75 |
- 0.0210 |
- 0.0146 |
- 0.0485 |
- 0.0876 |
- 0.2291 |
- 0.2291 |
-
-
- | 0.8 |
- 0.0211 |
- 0.0160 |
- 0.0515 |
- 0.0836 |
- 0.2310 |
- 0.2310 |
-
-
- | 0.85 |
- 0.0244 |
- 0.0178 |
- 0.0531 |
- 0.0801 |
- 0.2303 |
- 0.2303 |
-
-
- | 0.9 |
- 0.0205 |
- 0.0186 |
- 0.0532 |
- 0.0779 |
- 0.2295 |
- 0.2295 |
-
-
- | 0.95 |
- 0.0241 |
- 0.0184 |
- 0.0543 |
- 0.0766 |
- 0.2301 |
- 0.2301 |
-
-
- | 1.0 |
- 0.0176 |
- 0.0182 |
- 0.0452 |
- 0.0699 |
- 0.2308 |
- 0.2308 |
-
-
- | avg |
- 0.0421 |
- 0.0310 |
- 0.0614 |
- 0.0948 |
- 0.2314 |
- 0.2314 |
-
-
-
-
-
-
-
-
-
-
-## 30% positives
-> train: [0.7000288 0.2999712]
-> validation: [0.7000288 0.2999712]
-> bin_sld_gs: 898.905s
-> mul_sld_gs: 456.235s
-> bin_sld_gsq: 313.118s
-> mul_sld_gsq: 311.989s
-> ref: 11.583s
-> atc_mc: 14.859s
-> atc_ne: 15.309s
-> tot: 899.678s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_sld_gsq |
- mul_sld_gsq |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.1008 |
- 0.1383 |
- 0.1035 |
- 0.6324 |
- 0.2272 |
- 0.2272 |
-
-
- | 0.05 |
- 0.0884 |
- 0.0792 |
- 0.0960 |
- 0.1656 |
- 0.1227 |
- 0.1227 |
-
-
- | 0.1 |
- 0.0620 |
- 0.0511 |
- 0.0788 |
- 0.1386 |
- 0.1024 |
- 0.1024 |
-
-
- | 0.15 |
- 0.0489 |
- 0.0384 |
- 0.0783 |
- 0.1263 |
- 0.0885 |
- 0.0885 |
-
-
- | 0.2 |
- 0.0418 |
- 0.0334 |
- 0.0806 |
- 0.1170 |
- 0.0813 |
- 0.0813 |
-
-
- | 0.25 |
- 0.0463 |
- 0.0359 |
- 0.0850 |
- 0.1098 |
- 0.0713 |
- 0.0713 |
-
-
- | 0.3 |
- 0.0320 |
- 0.0234 |
- 0.0682 |
- 0.1083 |
- 0.0552 |
- 0.0552 |
-
-
- | 0.35 |
- 0.0402 |
- 0.0253 |
- 0.0863 |
- 0.1062 |
- 0.0572 |
- 0.0572 |
-
-
- | 0.4 |
- 0.0371 |
- 0.0230 |
- 0.0852 |
- 0.1044 |
- 0.0500 |
- 0.0500 |
-
-
- | 0.45 |
- 0.0336 |
- 0.0201 |
- 0.0824 |
- 0.1048 |
- 0.0469 |
- 0.0469 |
-
-
- | 0.5 |
- 0.0342 |
- 0.0209 |
- 0.0825 |
- 0.1003 |
- 0.0429 |
- 0.0429 |
-
-
- | 0.55 |
- 0.0338 |
- 0.0172 |
- 0.0850 |
- 0.0997 |
- 0.0411 |
- 0.0411 |
-
-
- | 0.6 |
- 0.0328 |
- 0.0176 |
- 0.0835 |
- 0.0957 |
- 0.0383 |
- 0.0383 |
-
-
- | 0.65 |
- 0.0338 |
- 0.0183 |
- 0.0846 |
- 0.0934 |
- 0.0383 |
- 0.0383 |
-
-
- | 0.7 |
- 0.0368 |
- 0.0186 |
- 0.0895 |
- 0.0910 |
- 0.0372 |
- 0.0372 |
-
-
- | 0.75 |
- 0.0353 |
- 0.0182 |
- 0.0867 |
- 0.0885 |
- 0.0335 |
- 0.0335 |
-
-
- | 0.8 |
- 0.0356 |
- 0.0189 |
- 0.0875 |
- 0.0858 |
- 0.0340 |
- 0.0340 |
-
-
- | 0.85 |
- 0.0372 |
- 0.0196 |
- 0.0896 |
- 0.0832 |
- 0.0327 |
- 0.0327 |
-
-
- | 0.9 |
- 0.0377 |
- 0.0208 |
- 0.0903 |
- 0.0796 |
- 0.0326 |
- 0.0326 |
-
-
- | 0.95 |
- 0.0365 |
- 0.0207 |
- 0.0881 |
- 0.0770 |
- 0.0284 |
- 0.0284 |
-
-
- | 1.0 |
- 0.0343 |
- 0.0254 |
- 0.0849 |
- 0.0703 |
- 0.0295 |
- 0.0295 |
-
-
- | avg |
- 0.0438 |
- 0.0326 |
- 0.0856 |
- 0.1275 |
- 0.0615 |
- 0.0615 |
-
-
-
-
-
-
-
-
-
-
-## 40% positives
-> train: [0.5999424 0.4000576]
-> validation: [0.60008641 0.39991359]
-> bin_sld_gs: 915.491s
-> mul_sld_gs: 447.110s
-> bin_sld_gsq: 315.586s
-> mul_sld_gsq: 313.380s
-> ref: 11.060s
-> atc_mc: 14.959s
-> atc_ne: 14.880s
-> tot: 916.119s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_sld_gsq |
- mul_sld_gsq |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.1047 |
- 0.1559 |
- 0.0566 |
- 0.7821 |
- 0.4335 |
- 0.4335 |
-
-
- | 0.05 |
- 0.0657 |
- 0.0586 |
- 0.1356 |
- 0.3518 |
- 0.0606 |
- 0.0606 |
-
-
- | 0.1 |
- 0.0502 |
- 0.0510 |
- 0.1254 |
- 0.2533 |
- 0.0339 |
- 0.0339 |
-
-
- | 0.15 |
- 0.0460 |
- 0.0498 |
- 0.1211 |
- 0.1984 |
- 0.0263 |
- 0.0263 |
-
-
- | 0.2 |
- 0.0398 |
- 0.0427 |
- 0.1064 |
- 0.1697 |
- 0.0248 |
- 0.0248 |
-
-
- | 0.25 |
- 0.0327 |
- 0.0395 |
- 0.0979 |
- 0.1501 |
- 0.0213 |
- 0.0213 |
-
-
- | 0.3 |
- 0.0313 |
- 0.0351 |
- 0.0864 |
- 0.1376 |
- 0.0219 |
- 0.0219 |
-
-
- | 0.35 |
- 0.0345 |
- 0.0378 |
- 0.0899 |
- 0.1239 |
- 0.0195 |
- 0.0195 |
-
-
- | 0.4 |
- 0.0321 |
- 0.0355 |
- 0.0846 |
- 0.1206 |
- 0.0164 |
- 0.0164 |
-
-
- | 0.45 |
- 0.0304 |
- 0.0323 |
- 0.0792 |
- 0.1107 |
- 0.0191 |
- 0.0191 |
-
-
- | 0.5 |
- 0.0321 |
- 0.0336 |
- 0.0787 |
- 0.1022 |
- 0.0164 |
- 0.0164 |
-
-
- | 0.55 |
- 0.0270 |
- 0.0274 |
- 0.0716 |
- 0.0997 |
- 0.0133 |
- 0.0133 |
-
-
- | 0.6 |
- 0.0299 |
- 0.0292 |
- 0.0727 |
- 0.0949 |
- 0.0131 |
- 0.0131 |
-
-
- | 0.65 |
- 0.0280 |
- 0.0276 |
- 0.0693 |
- 0.0906 |
- 0.0124 |
- 0.0124 |
-
-
- | 0.7 |
- 0.0276 |
- 0.0258 |
- 0.0676 |
- 0.0879 |
- 0.0116 |
- 0.0116 |
-
-
- | 0.75 |
- 0.0282 |
- 0.0262 |
- 0.0670 |
- 0.0826 |
- 0.0104 |
- 0.0104 |
-
-
- | 0.8 |
- 0.0258 |
- 0.0241 |
- 0.0633 |
- 0.0784 |
- 0.0107 |
- 0.0107 |
-
-
- | 0.85 |
- 0.0279 |
- 0.0253 |
- 0.0641 |
- 0.0742 |
- 0.0084 |
- 0.0084 |
-
-
- | 0.9 |
- 0.0247 |
- 0.0225 |
- 0.0594 |
- 0.0704 |
- 0.0080 |
- 0.0080 |
-
-
- | 0.95 |
- 0.0260 |
- 0.0228 |
- 0.0602 |
- 0.0673 |
- 0.0082 |
- 0.0082 |
-
-
- | 1.0 |
- 0.0235 |
- 0.0260 |
- 0.0594 |
- 0.0611 |
- 0.0072 |
- 0.0072 |
-
-
- | avg |
- 0.0366 |
- 0.0395 |
- 0.0817 |
- 0.1575 |
- 0.0380 |
- 0.0380 |
-
-
-
-
-
-
-
-
-
-
-## 50% positives
-> train: [0.5 0.5]
-> validation: [0.5 0.5]
-> bin_sld_gs: 898.790s
-> mul_sld_gs: 463.224s
-> bin_sld_gsq: 314.307s
-> mul_sld_gsq: 322.103s
-> ref: 10.921s
-> atc_mc: 14.924s
-> atc_ne: 14.924s
-> tot: 899.292s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_sld_gsq |
- mul_sld_gsq |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0358 |
- 0.1582 |
- 0.0291 |
- 0.6264 |
- 0.5313 |
- 0.5313 |
-
-
- | 0.05 |
- 0.0482 |
- 0.0654 |
- 0.0509 |
- 0.3637 |
- 0.2320 |
- 0.2320 |
-
-
- | 0.1 |
- 0.0442 |
- 0.0383 |
- 0.0474 |
- 0.2607 |
- 0.1230 |
- 0.1230 |
-
-
- | 0.15 |
- 0.0393 |
- 0.0284 |
- 0.0422 |
- 0.1997 |
- 0.0683 |
- 0.0683 |
-
-
- | 0.2 |
- 0.0320 |
- 0.0227 |
- 0.0335 |
- 0.1627 |
- 0.0417 |
- 0.0417 |
-
-
- | 0.25 |
- 0.0295 |
- 0.0194 |
- 0.0331 |
- 0.1338 |
- 0.0278 |
- 0.0278 |
-
-
- | 0.3 |
- 0.0259 |
- 0.0189 |
- 0.0293 |
- 0.1147 |
- 0.0169 |
- 0.0169 |
-
-
- | 0.35 |
- 0.0287 |
- 0.0180 |
- 0.0310 |
- 0.1002 |
- 0.0129 |
- 0.0129 |
-
-
- | 0.4 |
- 0.0249 |
- 0.0159 |
- 0.0251 |
- 0.0923 |
- 0.0113 |
- 0.0113 |
-
-
- | 0.45 |
- 0.0223 |
- 0.0151 |
- 0.0233 |
- 0.0806 |
- 0.0107 |
- 0.0107 |
-
-
- | 0.5 |
- 0.0249 |
- 0.0183 |
- 0.0244 |
- 0.0721 |
- 0.0121 |
- 0.0121 |
-
-
- | 0.55 |
- 0.0201 |
- 0.0170 |
- 0.0207 |
- 0.0675 |
- 0.0109 |
- 0.0109 |
-
-
- | 0.6 |
- 0.0199 |
- 0.0165 |
- 0.0213 |
- 0.0611 |
- 0.0105 |
- 0.0105 |
-
-
- | 0.65 |
- 0.0171 |
- 0.0147 |
- 0.0185 |
- 0.0555 |
- 0.0105 |
- 0.0105 |
-
-
- | 0.7 |
- 0.0182 |
- 0.0157 |
- 0.0180 |
- 0.0520 |
- 0.0106 |
- 0.0106 |
-
-
- | 0.75 |
- 0.0175 |
- 0.0161 |
- 0.0193 |
- 0.0465 |
- 0.0107 |
- 0.0107 |
-
-
- | 0.8 |
- 0.0156 |
- 0.0144 |
- 0.0165 |
- 0.0429 |
- 0.0105 |
- 0.0105 |
-
-
- | 0.85 |
- 0.0168 |
- 0.0149 |
- 0.0170 |
- 0.0395 |
- 0.0100 |
- 0.0100 |
-
-
- | 0.9 |
- 0.0137 |
- 0.0138 |
- 0.0158 |
- 0.0349 |
- 0.0111 |
- 0.0111 |
-
-
- | 0.95 |
- 0.0154 |
- 0.0155 |
- 0.0173 |
- 0.0312 |
- 0.0114 |
- 0.0114 |
-
-
- | 1.0 |
- 0.0155 |
- 0.0173 |
- 0.0167 |
- 0.0249 |
- 0.0102 |
- 0.0102 |
-
-
- | avg |
- 0.0250 |
- 0.0274 |
- 0.0262 |
- 0.1268 |
- 0.0569 |
- 0.0569 |
-
-
-
-
-
-
-
-
-
-
-## 60% positives
-> train: [0.39991359 0.60008641]
-> validation: [0.4000576 0.5999424]
-> bin_sld_gs: 940.163s
-> mul_sld_gs: 460.634s
-> bin_sld_gsq: 323.142s
-> mul_sld_gsq: 325.230s
-> ref: 11.981s
-> atc_mc: 15.716s
-> atc_ne: 15.951s
-> tot: 940.602s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_sld_gsq |
- mul_sld_gsq |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0035 |
- 0.0528 |
- 0.0004 |
- 0.5522 |
- 0.5686 |
- 0.5686 |
-
-
- | 0.05 |
- 0.0714 |
- 0.0314 |
- 0.1475 |
- 0.3770 |
- 0.3422 |
- 0.3422 |
-
-
- | 0.1 |
- 0.0638 |
- 0.0266 |
- 0.1077 |
- 0.2813 |
- 0.2281 |
- 0.2281 |
-
-
- | 0.15 |
- 0.0607 |
- 0.0253 |
- 0.0868 |
- 0.2199 |
- 0.1475 |
- 0.1475 |
-
-
- | 0.2 |
- 0.0488 |
- 0.0257 |
- 0.0626 |
- 0.1793 |
- 0.1066 |
- 0.1066 |
-
-
- | 0.25 |
- 0.0431 |
- 0.0235 |
- 0.0492 |
- 0.1497 |
- 0.0747 |
- 0.0747 |
-
-
- | 0.3 |
- 0.0358 |
- 0.0238 |
- 0.0364 |
- 0.1222 |
- 0.0515 |
- 0.0515 |
-
-
- | 0.35 |
- 0.0391 |
- 0.0282 |
- 0.0373 |
- 0.1035 |
- 0.0344 |
- 0.0344 |
-
-
- | 0.4 |
- 0.0357 |
- 0.0278 |
- 0.0313 |
- 0.0892 |
- 0.0235 |
- 0.0235 |
-
-
- | 0.45 |
- 0.0291 |
- 0.0243 |
- 0.0242 |
- 0.0751 |
- 0.0169 |
- 0.0169 |
-
-
- | 0.5 |
- 0.0315 |
- 0.0273 |
- 0.0246 |
- 0.0638 |
- 0.0121 |
- 0.0121 |
-
-
- | 0.55 |
- 0.0266 |
- 0.0244 |
- 0.0189 |
- 0.0566 |
- 0.0087 |
- 0.0087 |
-
-
- | 0.6 |
- 0.0268 |
- 0.0248 |
- 0.0183 |
- 0.0493 |
- 0.0082 |
- 0.0082 |
-
-
- | 0.65 |
- 0.0226 |
- 0.0227 |
- 0.0154 |
- 0.0415 |
- 0.0093 |
- 0.0093 |
-
-
- | 0.7 |
- 0.0253 |
- 0.0258 |
- 0.0145 |
- 0.0341 |
- 0.0122 |
- 0.0122 |
-
-
- | 0.75 |
- 0.0228 |
- 0.0241 |
- 0.0129 |
- 0.0294 |
- 0.0135 |
- 0.0135 |
-
-
- | 0.8 |
- 0.0194 |
- 0.0217 |
- 0.0113 |
- 0.0240 |
- 0.0156 |
- 0.0156 |
-
-
- | 0.85 |
- 0.0184 |
- 0.0214 |
- 0.0092 |
- 0.0205 |
- 0.0152 |
- 0.0152 |
-
-
- | 0.9 |
- 0.0168 |
- 0.0203 |
- 0.0082 |
- 0.0152 |
- 0.0178 |
- 0.0178 |
-
-
- | 0.95 |
- 0.0181 |
- 0.0220 |
- 0.0071 |
- 0.0096 |
- 0.0189 |
- 0.0189 |
-
-
- | 1.0 |
- 0.0154 |
- 0.0214 |
- 0.0046 |
- 0.0060 |
- 0.0197 |
- 0.0197 |
-
-
- | avg |
- 0.0321 |
- 0.0260 |
- 0.0347 |
- 0.1190 |
- 0.0831 |
- 0.0831 |
-
-
-
-
-
-
-
-
-
-
-## 70% positives
-> train: [0.2999712 0.7000288]
-> validation: [0.2999712 0.7000288]
-> bin_sld_gs: 882.220s
-> mul_sld_gs: 471.468s
-> bin_sld_gsq: 308.364s
-> mul_sld_gsq: 330.333s
-> ref: 11.174s
-> atc_mc: 14.752s
-> atc_ne: 14.815s
-> tot: 882.817s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_sld_gsq |
- mul_sld_gsq |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.1647 |
- 0.0423 |
- 0.0010 |
- 0.4561 |
- 0.5833 |
- 0.5833 |
-
-
- | 0.05 |
- 0.1277 |
- 0.0335 |
- 0.0470 |
- 0.3545 |
- 0.4272 |
- 0.4272 |
-
-
- | 0.1 |
- 0.1021 |
- 0.0274 |
- 0.0375 |
- 0.2863 |
- 0.3236 |
- 0.3236 |
-
-
- | 0.15 |
- 0.0772 |
- 0.0237 |
- 0.0333 |
- 0.2323 |
- 0.2429 |
- 0.2429 |
-
-
- | 0.2 |
- 0.0598 |
- 0.0211 |
- 0.0263 |
- 0.1910 |
- 0.1899 |
- 0.1899 |
-
-
- | 0.25 |
- 0.0474 |
- 0.0174 |
- 0.0230 |
- 0.1629 |
- 0.1453 |
- 0.1453 |
-
-
- | 0.3 |
- 0.0366 |
- 0.0143 |
- 0.0185 |
- 0.1358 |
- 0.1125 |
- 0.1125 |
-
-
- | 0.35 |
- 0.0247 |
- 0.0132 |
- 0.0210 |
- 0.1132 |
- 0.0875 |
- 0.0875 |
-
-
- | 0.4 |
- 0.0188 |
- 0.0121 |
- 0.0197 |
- 0.0968 |
- 0.0688 |
- 0.0688 |
-
-
- | 0.45 |
- 0.0162 |
- 0.0120 |
- 0.0160 |
- 0.0818 |
- 0.0528 |
- 0.0528 |
-
-
- | 0.5 |
- 0.0122 |
- 0.0123 |
- 0.0164 |
- 0.0694 |
- 0.0385 |
- 0.0385 |
-
-
- | 0.55 |
- 0.0083 |
- 0.0105 |
- 0.0151 |
- 0.0565 |
- 0.0281 |
- 0.0281 |
-
-
- | 0.6 |
- 0.0074 |
- 0.0094 |
- 0.0131 |
- 0.0484 |
- 0.0209 |
- 0.0209 |
-
-
- | 0.65 |
- 0.0084 |
- 0.0103 |
- 0.0137 |
- 0.0387 |
- 0.0125 |
- 0.0125 |
-
-
- | 0.7 |
- 0.0089 |
- 0.0102 |
- 0.0149 |
- 0.0298 |
- 0.0077 |
- 0.0077 |
-
-
- | 0.75 |
- 0.0088 |
- 0.0091 |
- 0.0138 |
- 0.0238 |
- 0.0053 |
- 0.0053 |
-
-
- | 0.8 |
- 0.0097 |
- 0.0084 |
- 0.0138 |
- 0.0173 |
- 0.0065 |
- 0.0065 |
-
-
- | 0.85 |
- 0.0113 |
- 0.0093 |
- 0.0151 |
- 0.0123 |
- 0.0075 |
- 0.0075 |
-
-
- | 0.9 |
- 0.0117 |
- 0.0084 |
- 0.0138 |
- 0.0074 |
- 0.0101 |
- 0.0101 |
-
-
- | 0.95 |
- 0.0161 |
- 0.0099 |
- 0.0166 |
- 0.0036 |
- 0.0136 |
- 0.0136 |
-
-
- | 1.0 |
- 0.0213 |
- 0.0104 |
- 0.0136 |
- 0.0049 |
- 0.0151 |
- 0.0151 |
-
-
- | avg |
- 0.0381 |
- 0.0155 |
- 0.0192 |
- 0.1154 |
- 0.1143 |
- 0.1143 |
-
-
-
-
-
-
-
-
-
-
-## 80% positives
-> train: [0.2000288 0.7999712]
-> validation: [0.2000288 0.7999712]
-> bin_sld_gs: 918.734s
-> mul_sld_gs: 452.727s
-> bin_sld_gsq: 302.185s
-> mul_sld_gsq: 313.546s
-> ref: 11.064s
-> atc_mc: 14.738s
-> atc_ne: 14.770s
-> tot: 919.298s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_sld_gsq |
- mul_sld_gsq |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0014 |
- 0.0280 |
- 0.0066 |
- 0.4198 |
- 0.5690 |
- 0.5690 |
-
-
- | 0.05 |
- 0.0291 |
- 0.0244 |
- 0.0238 |
- 0.3516 |
- 0.4617 |
- 0.4617 |
-
-
- | 0.1 |
- 0.0227 |
- 0.0221 |
- 0.0227 |
- 0.3051 |
- 0.3805 |
- 0.3805 |
-
-
- | 0.15 |
- 0.0204 |
- 0.0180 |
- 0.0261 |
- 0.2583 |
- 0.3102 |
- 0.3102 |
-
-
- | 0.2 |
- 0.0209 |
- 0.0168 |
- 0.0241 |
- 0.2243 |
- 0.2550 |
- 0.2550 |
-
-
- | 0.25 |
- 0.0200 |
- 0.0164 |
- 0.0233 |
- 0.1906 |
- 0.2072 |
- 0.2072 |
-
-
- | 0.3 |
- 0.0168 |
- 0.0118 |
- 0.0220 |
- 0.1650 |
- 0.1705 |
- 0.1705 |
-
-
- | 0.35 |
- 0.0185 |
- 0.0118 |
- 0.0219 |
- 0.1421 |
- 0.1388 |
- 0.1388 |
-
-
- | 0.4 |
- 0.0178 |
- 0.0119 |
- 0.0205 |
- 0.1215 |
- 0.1144 |
- 0.1144 |
-
-
- | 0.45 |
- 0.0162 |
- 0.0115 |
- 0.0185 |
- 0.1037 |
- 0.0909 |
- 0.0909 |
-
-
- | 0.5 |
- 0.0163 |
- 0.0112 |
- 0.0165 |
- 0.0884 |
- 0.0727 |
- 0.0727 |
-
-
- | 0.55 |
- 0.0161 |
- 0.0094 |
- 0.0153 |
- 0.0738 |
- 0.0569 |
- 0.0569 |
-
-
- | 0.6 |
- 0.0183 |
- 0.0098 |
- 0.0155 |
- 0.0623 |
- 0.0441 |
- 0.0441 |
-
-
- | 0.65 |
- 0.0144 |
- 0.0097 |
- 0.0139 |
- 0.0501 |
- 0.0297 |
- 0.0297 |
-
-
- | 0.7 |
- 0.0166 |
- 0.0102 |
- 0.0126 |
- 0.0391 |
- 0.0198 |
- 0.0198 |
-
-
- | 0.75 |
- 0.0184 |
- 0.0097 |
- 0.0127 |
- 0.0297 |
- 0.0119 |
- 0.0119 |
-
-
- | 0.8 |
- 0.0180 |
- 0.0094 |
- 0.0113 |
- 0.0213 |
- 0.0068 |
- 0.0068 |
-
-
- | 0.85 |
- 0.0186 |
- 0.0084 |
- 0.0095 |
- 0.0141 |
- 0.0049 |
- 0.0049 |
-
-
- | 0.9 |
- 0.0170 |
- 0.0071 |
- 0.0081 |
- 0.0063 |
- 0.0076 |
- 0.0076 |
-
-
- | 0.95 |
- 0.0179 |
- 0.0078 |
- 0.0083 |
- 0.0030 |
- 0.0117 |
- 0.0117 |
-
-
- | 1.0 |
- 0.0150 |
- 0.0064 |
- 0.0060 |
- 0.0073 |
- 0.0150 |
- 0.0150 |
-
-
- | avg |
- 0.0176 |
- 0.0129 |
- 0.0161 |
- 0.1275 |
- 0.1419 |
- 0.1419 |
-
-
-
-
-
-
-
-
-
-
-## 90% positives
-> train: [0.0999424 0.9000576]
-> validation: [0.10008641 0.89991359]
-> mul_sld_gs: 365.928s
-> ref: 9.138s
-> atc_mc: 12.160s
-> atc_ne: 12.348s
-> tot: 366.493s
-
-
-
-
- |
- mul_sld_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.1206 |
- 0.5298 |
- 0.5298 |
-
-
- | 0.05 |
- 0.1149 |
- 0.4611 |
- 0.4611 |
-
-
- | 0.1 |
- 0.1069 |
- 0.4018 |
- 0.4018 |
-
-
- | 0.15 |
- 0.0931 |
- 0.3476 |
- 0.3476 |
-
-
- | 0.2 |
- 0.0827 |
- 0.3036 |
- 0.3036 |
-
-
- | 0.25 |
- 0.0713 |
- 0.2600 |
- 0.2600 |
-
-
- | 0.3 |
- 0.0621 |
- 0.2236 |
- 0.2236 |
-
-
- | 0.35 |
- 0.0521 |
- 0.1920 |
- 0.1920 |
-
-
- | 0.4 |
- 0.0455 |
- 0.1657 |
- 0.1657 |
-
-
- | 0.45 |
- 0.0371 |
- 0.1389 |
- 0.1389 |
-
-
- | 0.5 |
- 0.0304 |
- 0.1160 |
- 0.1160 |
-
-
- | 0.55 |
- 0.0240 |
- 0.0962 |
- 0.0962 |
-
-
- | 0.6 |
- 0.0194 |
- 0.0783 |
- 0.0783 |
-
-
- | 0.65 |
- 0.0132 |
- 0.0599 |
- 0.0599 |
-
-
- | 0.7 |
- 0.0079 |
- 0.0461 |
- 0.0461 |
-
-
- | 0.75 |
- 0.0056 |
- 0.0323 |
- 0.0323 |
-
-
- | 0.8 |
- 0.0052 |
- 0.0201 |
- 0.0201 |
-
-
- | 0.85 |
- 0.0050 |
- 0.0099 |
- 0.0099 |
-
-
- | 0.9 |
- 0.0061 |
- 0.0033 |
- 0.0033 |
-
-
- | 0.95 |
- 0.0089 |
- 0.0090 |
- 0.0090 |
-
-
- | 1.0 |
- 0.0084 |
- 0.0172 |
- 0.0172 |
-
-
- | avg |
- 0.0438 |
- 0.1672 |
- 0.1672 |
-
-
-
-
-
-
-
-
-
-
-## avg
-### avg on train
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_sld_gsq |
- mul_sld_gsq |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0764 |
- 0.0955 |
- 0.0582 |
- 0.4664 |
- 0.3846 |
- 0.3846 |
-
-
- | 0.05 |
- 0.0798 |
- 0.0567 |
- 0.0853 |
- 0.2556 |
- 0.2693 |
- 0.2693 |
-
-
- | 0.1 |
- 0.0610 |
- 0.0435 |
- 0.0702 |
- 0.2020 |
- 0.2102 |
- 0.2102 |
-
-
- | 0.15 |
- 0.0516 |
- 0.0366 |
- 0.0642 |
- 0.1668 |
- 0.1689 |
- 0.1689 |
-
-
- | 0.2 |
- 0.0428 |
- 0.0328 |
- 0.0556 |
- 0.1443 |
- 0.1424 |
- 0.1424 |
-
-
- | 0.25 |
- 0.0365 |
- 0.0302 |
- 0.0509 |
- 0.1266 |
- 0.1196 |
- 0.1196 |
-
-
- | 0.3 |
- 0.0304 |
- 0.0260 |
- 0.0438 |
- 0.1129 |
- 0.1030 |
- 0.1030 |
-
-
- | 0.35 |
- 0.0317 |
- 0.0254 |
- 0.0485 |
- 0.1011 |
- 0.0899 |
- 0.0899 |
-
-
- | 0.4 |
- 0.0285 |
- 0.0234 |
- 0.0458 |
- 0.0924 |
- 0.0797 |
- 0.0797 |
-
-
- | 0.45 |
- 0.0254 |
- 0.0211 |
- 0.0415 |
- 0.0847 |
- 0.0709 |
- 0.0709 |
-
-
- | 0.5 |
- 0.0254 |
- 0.0214 |
- 0.0412 |
- 0.0768 |
- 0.0631 |
- 0.0631 |
-
-
- | 0.55 |
- 0.0225 |
- 0.0185 |
- 0.0394 |
- 0.0711 |
- 0.0572 |
- 0.0572 |
-
-
- | 0.6 |
- 0.0230 |
- 0.0182 |
- 0.0394 |
- 0.0656 |
- 0.0522 |
- 0.0522 |
-
-
- | 0.65 |
- 0.0211 |
- 0.0170 |
- 0.0375 |
- 0.0603 |
- 0.0476 |
- 0.0476 |
-
-
- | 0.7 |
- 0.0224 |
- 0.0169 |
- 0.0383 |
- 0.0555 |
- 0.0443 |
- 0.0443 |
-
-
- | 0.75 |
- 0.0217 |
- 0.0162 |
- 0.0373 |
- 0.0512 |
- 0.0413 |
- 0.0413 |
-
-
- | 0.8 |
- 0.0207 |
- 0.0154 |
- 0.0364 |
- 0.0467 |
- 0.0399 |
- 0.0399 |
-
-
- | 0.85 |
- 0.0221 |
- 0.0158 |
- 0.0368 |
- 0.0431 |
- 0.0381 |
- 0.0381 |
-
-
- | 0.9 |
- 0.0203 |
- 0.0156 |
- 0.0355 |
- 0.0392 |
- 0.0384 |
- 0.0384 |
-
-
- | 0.95 |
- 0.0220 |
- 0.0164 |
- 0.0360 |
- 0.0362 |
- 0.0395 |
- 0.0395 |
-
-
- | 1.0 |
- 0.0204 |
- 0.0173 |
- 0.0329 |
- 0.0332 |
- 0.0410 |
- 0.0410 |
-
-
- | avg |
- 0.0336 |
- 0.0276 |
- 0.0464 |
- 0.1110 |
- 0.1020 |
- 0.1020 |
-
-
-
-
-
-
-### avg on test
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_sld_gsq |
- mul_sld_gsq |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.1 |
- NaN |
- 0.0199 |
- NaN |
- 0.0197 |
- 0.0234 |
- 0.0234 |
-
-
- | 0.2 |
- 0.0421 |
- 0.0310 |
- 0.0614 |
- 0.0948 |
- 0.2314 |
- 0.2314 |
-
-
- | 0.3 |
- 0.0438 |
- 0.0326 |
- 0.0856 |
- 0.1275 |
- 0.0615 |
- 0.0615 |
-
-
- | 0.4 |
- 0.0366 |
- 0.0395 |
- 0.0817 |
- 0.1575 |
- 0.0380 |
- 0.0380 |
-
-
- | 0.5 |
- 0.0250 |
- 0.0274 |
- 0.0262 |
- 0.1268 |
- 0.0569 |
- 0.0569 |
-
-
- | 0.6 |
- 0.0321 |
- 0.0260 |
- 0.0347 |
- 0.1190 |
- 0.0831 |
- 0.0831 |
-
-
- | 0.7 |
- 0.0381 |
- 0.0155 |
- 0.0192 |
- 0.1154 |
- 0.1143 |
- 0.1143 |
-
-
- | 0.8 |
- 0.0176 |
- 0.0129 |
- 0.0161 |
- 0.1275 |
- 0.1419 |
- 0.1419 |
-
-
- | 0.9 |
- NaN |
- 0.0438 |
- NaN |
- NaN |
- 0.1672 |
- 0.1672 |
-
-
- | avg |
- 0.0336 |
- 0.0276 |
- 0.0464 |
- 0.1110 |
- 0.1020 |
- 0.1020 |
-
-
-
-
-
-
-### avg dataset shift
-
diff --git a/output/main/imdb_9prevs/imdb_max_conf_vs_atc_acc.md b/output/main/imdb_9prevs/imdb_max_conf_vs_atc_acc.md
deleted file mode 100644
index 196de95..0000000
--- a/output/main/imdb_9prevs/imdb_max_conf_vs_atc_acc.md
+++ /dev/null
@@ -1,2203 +0,0 @@
-# imdb_9prevs
-
-## 10% positives
-> train: [0.89991359 0.10008641]
-> validation: [0.9000576 0.0999424]
-> bin_sld: 189.173s
-> mul_sld: 40.710s
-> binmc_sld: 186.824s
-> mulmc_sld: 25.516s
-> binne_sld: 187.658s
-> mulne_sld: 23.672s
-> bin_pacc: 176.373s
-> mul_pacc: 20.080s
-> ref: 13.306s
-> atc_mc: 17.351s
-> tot: 189.603s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- binmc_sld |
- mulmc_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0012 |
- 0.0015 |
- 0.0035 |
- 0.0032 |
- 0.0370 |
-
-
- | 0.05 |
- 0.0119 |
- 0.0138 |
- 0.0080 |
- 0.0092 |
- 0.0155 |
-
-
- | 0.1 |
- 0.0123 |
- 0.0156 |
- 0.0103 |
- 0.0119 |
- 0.0067 |
-
-
- | 0.15 |
- 0.0112 |
- 0.0169 |
- 0.0107 |
- 0.0135 |
- 0.0255 |
-
-
- | 0.2 |
- 0.0101 |
- 0.0142 |
- 0.0097 |
- 0.0118 |
- 0.0457 |
-
-
- | 0.25 |
- 0.0132 |
- 0.0162 |
- 0.0105 |
- 0.0122 |
- 0.0664 |
-
-
- | 0.3 |
- 0.0193 |
- 0.0516 |
- 0.0099 |
- 0.0103 |
- 0.0858 |
-
-
- | 0.35 |
- 0.0239 |
- 0.0923 |
- 0.0110 |
- 0.0106 |
- 0.1100 |
-
-
- | 0.4 |
- 0.0338 |
- 0.1427 |
- 0.0139 |
- 0.0118 |
- 0.1302 |
-
-
- | 0.45 |
- 0.0439 |
- 0.1641 |
- 0.0178 |
- 0.0134 |
- 0.1477 |
-
-
- | 0.5 |
- 0.0532 |
- 0.1864 |
- 0.0213 |
- 0.0158 |
- 0.1697 |
-
-
- | 0.55 |
- 0.0622 |
- 0.2069 |
- 0.0262 |
- 0.0187 |
- 0.1922 |
-
-
- | 0.6 |
- 0.0756 |
- 0.2220 |
- 0.0349 |
- 0.0274 |
- 0.2117 |
-
-
- | 0.65 |
- 0.0822 |
- 0.2203 |
- 0.0391 |
- 0.0313 |
- 0.2314 |
-
-
- | 0.7 |
- 0.0902 |
- 0.2301 |
- 0.0440 |
- 0.0351 |
- 0.2566 |
-
-
- | 0.75 |
- 0.1000 |
- 0.2274 |
- 0.0518 |
- 0.0468 |
- 0.2750 |
-
-
- | 0.8 |
- 0.1062 |
- 0.2041 |
- 0.0573 |
- 0.0516 |
- 0.2944 |
-
-
- | 0.85 |
- 0.1143 |
- 0.1594 |
- 0.0665 |
- 0.0651 |
- 0.3139 |
-
-
- | 0.9 |
- 0.0982 |
- 0.1112 |
- 0.0696 |
- 0.0731 |
- 0.3317 |
-
-
- | 0.95 |
- 0.0499 |
- 0.0605 |
- 0.0494 |
- 0.0592 |
- 0.3558 |
-
-
- | 1.0 |
- 0.0000 |
- 0.0106 |
- 0.0001 |
- 0.0118 |
- 0.3755 |
-
-
- | avg |
- 0.0482 |
- 0.1127 |
- 0.0269 |
- 0.0259 |
- 0.1752 |
-
-
-
-
-
-
-
-
-
-
-## 20% positives
-> train: [0.7999712 0.2000288]
-> validation: [0.7999712 0.2000288]
-> bin_sld: 187.104s
-> mul_sld: 36.250s
-> binmc_sld: 185.481s
-> mulmc_sld: 31.669s
-> binne_sld: 187.316s
-> mulne_sld: 35.209s
-> bin_pacc: 177.023s
-> mul_pacc: 19.936s
-> ref: 13.278s
-> atc_mc: 17.449s
-> tot: 188.478s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- binmc_sld |
- mulmc_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0017 |
- 0.0023 |
- 0.0030 |
- 0.0033 |
- 0.0286 |
-
-
- | 0.05 |
- 0.0107 |
- 0.0130 |
- 0.0088 |
- 0.0082 |
- 0.0195 |
-
-
- | 0.1 |
- 0.0136 |
- 0.0154 |
- 0.0124 |
- 0.0101 |
- 0.0114 |
-
-
- | 0.15 |
- 0.0148 |
- 0.0159 |
- 0.0139 |
- 0.0102 |
- 0.0075 |
-
-
- | 0.2 |
- 0.0141 |
- 0.0143 |
- 0.0136 |
- 0.0116 |
- 0.0108 |
-
-
- | 0.25 |
- 0.0127 |
- 0.0123 |
- 0.0140 |
- 0.0125 |
- 0.0177 |
-
-
- | 0.3 |
- 0.0129 |
- 0.0135 |
- 0.0143 |
- 0.0140 |
- 0.0238 |
-
-
- | 0.35 |
- 0.0133 |
- 0.0166 |
- 0.0163 |
- 0.0174 |
- 0.0367 |
-
-
- | 0.4 |
- 0.0142 |
- 0.0217 |
- 0.0180 |
- 0.0195 |
- 0.0448 |
-
-
- | 0.45 |
- 0.0165 |
- 0.0238 |
- 0.0168 |
- 0.0189 |
- 0.0538 |
-
-
- | 0.5 |
- 0.0181 |
- 0.0321 |
- 0.0182 |
- 0.0234 |
- 0.0640 |
-
-
- | 0.55 |
- 0.0206 |
- 0.0412 |
- 0.0208 |
- 0.0286 |
- 0.0729 |
-
-
- | 0.6 |
- 0.0273 |
- 0.0514 |
- 0.0247 |
- 0.0334 |
- 0.0810 |
-
-
- | 0.65 |
- 0.0289 |
- 0.0573 |
- 0.0242 |
- 0.0363 |
- 0.0895 |
-
-
- | 0.7 |
- 0.0368 |
- 0.0676 |
- 0.0319 |
- 0.0435 |
- 0.1031 |
-
-
- | 0.75 |
- 0.0380 |
- 0.0730 |
- 0.0315 |
- 0.0446 |
- 0.1092 |
-
-
- | 0.8 |
- 0.0447 |
- 0.0835 |
- 0.0369 |
- 0.0531 |
- 0.1170 |
-
-
- | 0.85 |
- 0.0508 |
- 0.0948 |
- 0.0446 |
- 0.0614 |
- 0.1265 |
-
-
- | 0.9 |
- 0.0534 |
- 0.1011 |
- 0.0469 |
- 0.0666 |
- 0.1322 |
-
-
- | 0.95 |
- 0.0482 |
- 0.1026 |
- 0.0464 |
- 0.0681 |
- 0.1443 |
-
-
- | 1.0 |
- 0.0022 |
- 0.0820 |
- 0.0104 |
- 0.0499 |
- 0.1494 |
-
-
- | avg |
- 0.0235 |
- 0.0445 |
- 0.0223 |
- 0.0302 |
- 0.0687 |
-
-
-
-
-
-
-
-
-
-
-## 30% positives
-> train: [0.7000288 0.2999712]
-> validation: [0.7000288 0.2999712]
-> bin_sld: 182.167s
-> mul_sld: 29.557s
-> binmc_sld: 180.200s
-> mulmc_sld: 28.430s
-> binne_sld: 181.220s
-> mulne_sld: 28.868s
-> bin_pacc: 174.026s
-> mul_pacc: 20.400s
-> ref: 13.451s
-> atc_mc: 18.102s
-> tot: 183.051s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- binmc_sld |
- mulmc_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0016 |
- 0.0036 |
- 0.0027 |
- 0.0052 |
- 0.0279 |
-
-
- | 0.05 |
- 0.0103 |
- 0.0143 |
- 0.0099 |
- 0.0108 |
- 0.0220 |
-
-
- | 0.1 |
- 0.0172 |
- 0.0203 |
- 0.0144 |
- 0.0144 |
- 0.0157 |
-
-
- | 0.15 |
- 0.0171 |
- 0.0212 |
- 0.0143 |
- 0.0145 |
- 0.0111 |
-
-
- | 0.2 |
- 0.0172 |
- 0.0197 |
- 0.0146 |
- 0.0145 |
- 0.0108 |
-
-
- | 0.25 |
- 0.0175 |
- 0.0168 |
- 0.0157 |
- 0.0140 |
- 0.0106 |
-
-
- | 0.3 |
- 0.0176 |
- 0.0185 |
- 0.0160 |
- 0.0147 |
- 0.0105 |
-
-
- | 0.35 |
- 0.0167 |
- 0.0157 |
- 0.0165 |
- 0.0142 |
- 0.0143 |
-
-
- | 0.4 |
- 0.0154 |
- 0.0159 |
- 0.0162 |
- 0.0150 |
- 0.0199 |
-
-
- | 0.45 |
- 0.0136 |
- 0.0150 |
- 0.0151 |
- 0.0139 |
- 0.0235 |
-
-
- | 0.5 |
- 0.0160 |
- 0.0192 |
- 0.0182 |
- 0.0170 |
- 0.0301 |
-
-
- | 0.55 |
- 0.0150 |
- 0.0192 |
- 0.0173 |
- 0.0157 |
- 0.0355 |
-
-
- | 0.6 |
- 0.0153 |
- 0.0232 |
- 0.0165 |
- 0.0173 |
- 0.0404 |
-
-
- | 0.65 |
- 0.0170 |
- 0.0261 |
- 0.0189 |
- 0.0188 |
- 0.0442 |
-
-
- | 0.7 |
- 0.0237 |
- 0.0352 |
- 0.0249 |
- 0.0241 |
- 0.0517 |
-
-
- | 0.75 |
- 0.0239 |
- 0.0384 |
- 0.0236 |
- 0.0250 |
- 0.0584 |
-
-
- | 0.8 |
- 0.0265 |
- 0.0416 |
- 0.0258 |
- 0.0264 |
- 0.0608 |
-
-
- | 0.85 |
- 0.0314 |
- 0.0504 |
- 0.0299 |
- 0.0320 |
- 0.0669 |
-
-
- | 0.9 |
- 0.0329 |
- 0.0522 |
- 0.0319 |
- 0.0335 |
- 0.0698 |
-
-
- | 0.95 |
- 0.0339 |
- 0.0540 |
- 0.0326 |
- 0.0356 |
- 0.0804 |
-
-
- | 1.0 |
- 0.0030 |
- 0.0222 |
- 0.0090 |
- 0.0157 |
- 0.0817 |
-
-
- | avg |
- 0.0182 |
- 0.0259 |
- 0.0183 |
- 0.0187 |
- 0.0374 |
-
-
-
-
-
-
-
-
-
-
-## 40% positives
-> train: [0.5999424 0.4000576]
-> validation: [0.60008641 0.39991359]
-> bin_sld: 181.684s
-> mul_sld: 30.343s
-> binmc_sld: 179.998s
-> mulmc_sld: 29.275s
-> binne_sld: 182.085s
-> mulne_sld: 29.662s
-> bin_pacc: 176.735s
-> mul_pacc: 20.744s
-> ref: 13.516s
-> atc_mc: 17.986s
-> tot: 183.203s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- binmc_sld |
- mulmc_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0016 |
- 0.0042 |
- 0.0029 |
- 0.0059 |
- 0.0207 |
-
-
- | 0.05 |
- 0.0082 |
- 0.0106 |
- 0.0089 |
- 0.0109 |
- 0.0204 |
-
-
- | 0.1 |
- 0.0137 |
- 0.0151 |
- 0.0139 |
- 0.0139 |
- 0.0160 |
-
-
- | 0.15 |
- 0.0173 |
- 0.0181 |
- 0.0161 |
- 0.0160 |
- 0.0151 |
-
-
- | 0.2 |
- 0.0184 |
- 0.0204 |
- 0.0168 |
- 0.0161 |
- 0.0133 |
-
-
- | 0.25 |
- 0.0167 |
- 0.0204 |
- 0.0144 |
- 0.0145 |
- 0.0099 |
-
-
- | 0.3 |
- 0.0208 |
- 0.0247 |
- 0.0176 |
- 0.0177 |
- 0.0107 |
-
-
- | 0.35 |
- 0.0181 |
- 0.0191 |
- 0.0171 |
- 0.0155 |
- 0.0089 |
-
-
- | 0.4 |
- 0.0175 |
- 0.0178 |
- 0.0171 |
- 0.0152 |
- 0.0099 |
-
-
- | 0.45 |
- 0.0188 |
- 0.0181 |
- 0.0178 |
- 0.0156 |
- 0.0109 |
-
-
- | 0.5 |
- 0.0206 |
- 0.0183 |
- 0.0204 |
- 0.0175 |
- 0.0115 |
-
-
- | 0.55 |
- 0.0183 |
- 0.0173 |
- 0.0181 |
- 0.0162 |
- 0.0117 |
-
-
- | 0.6 |
- 0.0178 |
- 0.0165 |
- 0.0194 |
- 0.0163 |
- 0.0135 |
-
-
- | 0.65 |
- 0.0158 |
- 0.0153 |
- 0.0177 |
- 0.0151 |
- 0.0142 |
-
-
- | 0.7 |
- 0.0176 |
- 0.0173 |
- 0.0202 |
- 0.0169 |
- 0.0168 |
-
-
- | 0.75 |
- 0.0173 |
- 0.0189 |
- 0.0206 |
- 0.0173 |
- 0.0182 |
-
-
- | 0.8 |
- 0.0178 |
- 0.0206 |
- 0.0203 |
- 0.0173 |
- 0.0198 |
-
-
- | 0.85 |
- 0.0210 |
- 0.0266 |
- 0.0221 |
- 0.0190 |
- 0.0229 |
-
-
- | 0.9 |
- 0.0214 |
- 0.0267 |
- 0.0204 |
- 0.0178 |
- 0.0272 |
-
-
- | 0.95 |
- 0.0236 |
- 0.0307 |
- 0.0228 |
- 0.0201 |
- 0.0283 |
-
-
- | 1.0 |
- 0.0037 |
- 0.0109 |
- 0.0089 |
- 0.0100 |
- 0.0310 |
-
-
- | avg |
- 0.0165 |
- 0.0185 |
- 0.0168 |
- 0.0155 |
- 0.0167 |
-
-
-
-
-
-
-
-
-
-
-## 50% positives
-> train: [0.5 0.5]
-> validation: [0.5 0.5]
-> bin_sld: 183.289s
-> mul_sld: 29.440s
-> binmc_sld: 180.043s
-> mulmc_sld: 29.019s
-> binne_sld: 182.581s
-> mulne_sld: 29.161s
-> bin_pacc: 175.513s
-> mul_pacc: 20.580s
-> ref: 13.469s
-> atc_mc: 18.022s
-> tot: 183.861s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- binmc_sld |
- mulmc_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0010 |
- 0.0037 |
- 0.0017 |
- 0.0063 |
- 0.0100 |
-
-
- | 0.05 |
- 0.0085 |
- 0.0101 |
- 0.0069 |
- 0.0103 |
- 0.0090 |
-
-
- | 0.1 |
- 0.0082 |
- 0.0110 |
- 0.0085 |
- 0.0119 |
- 0.0096 |
-
-
- | 0.15 |
- 0.0105 |
- 0.0135 |
- 0.0117 |
- 0.0141 |
- 0.0085 |
-
-
- | 0.2 |
- 0.0132 |
- 0.0159 |
- 0.0142 |
- 0.0160 |
- 0.0086 |
-
-
- | 0.25 |
- 0.0150 |
- 0.0170 |
- 0.0146 |
- 0.0157 |
- 0.0094 |
-
-
- | 0.3 |
- 0.0192 |
- 0.0218 |
- 0.0176 |
- 0.0184 |
- 0.0098 |
-
-
- | 0.35 |
- 0.0178 |
- 0.0203 |
- 0.0155 |
- 0.0166 |
- 0.0094 |
-
-
- | 0.4 |
- 0.0166 |
- 0.0200 |
- 0.0143 |
- 0.0154 |
- 0.0101 |
-
-
- | 0.45 |
- 0.0187 |
- 0.0237 |
- 0.0153 |
- 0.0168 |
- 0.0103 |
-
-
- | 0.5 |
- 0.0179 |
- 0.0201 |
- 0.0170 |
- 0.0161 |
- 0.0124 |
-
-
- | 0.55 |
- 0.0185 |
- 0.0226 |
- 0.0172 |
- 0.0178 |
- 0.0113 |
-
-
- | 0.6 |
- 0.0201 |
- 0.0229 |
- 0.0184 |
- 0.0180 |
- 0.0110 |
-
-
- | 0.65 |
- 0.0201 |
- 0.0219 |
- 0.0186 |
- 0.0170 |
- 0.0112 |
-
-
- | 0.7 |
- 0.0171 |
- 0.0165 |
- 0.0176 |
- 0.0150 |
- 0.0109 |
-
-
- | 0.75 |
- 0.0183 |
- 0.0166 |
- 0.0191 |
- 0.0161 |
- 0.0109 |
-
-
- | 0.8 |
- 0.0173 |
- 0.0151 |
- 0.0182 |
- 0.0147 |
- 0.0100 |
-
-
- | 0.85 |
- 0.0171 |
- 0.0134 |
- 0.0193 |
- 0.0152 |
- 0.0107 |
-
-
- | 0.9 |
- 0.0140 |
- 0.0105 |
- 0.0173 |
- 0.0119 |
- 0.0114 |
-
-
- | 0.95 |
- 0.0175 |
- 0.0146 |
- 0.0204 |
- 0.0141 |
- 0.0119 |
-
-
- | 1.0 |
- 0.0062 |
- 0.0076 |
- 0.0123 |
- 0.0099 |
- 0.0107 |
-
-
- | avg |
- 0.0149 |
- 0.0161 |
- 0.0150 |
- 0.0146 |
- 0.0103 |
-
-
-
-
-
-
-
-
-
-
-## 60% positives
-> train: [0.39991359 0.60008641]
-> validation: [0.4000576 0.5999424]
-> bin_sld: 181.668s
-> mul_sld: 29.617s
-> binmc_sld: 180.480s
-> mulmc_sld: 28.823s
-> binne_sld: 182.053s
-> mulne_sld: 28.654s
-> bin_pacc: 176.533s
-> mul_pacc: 20.753s
-> ref: 13.464s
-> atc_mc: 17.977s
-> tot: 183.024s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- binmc_sld |
- mulmc_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0006 |
- 0.0046 |
- 0.0007 |
- 0.0063 |
- 0.0238 |
-
-
- | 0.05 |
- 0.0227 |
- 0.0210 |
- 0.0166 |
- 0.0115 |
- 0.0205 |
-
-
- | 0.1 |
- 0.0223 |
- 0.0205 |
- 0.0160 |
- 0.0115 |
- 0.0209 |
-
-
- | 0.15 |
- 0.0226 |
- 0.0198 |
- 0.0167 |
- 0.0126 |
- 0.0139 |
-
-
- | 0.2 |
- 0.0183 |
- 0.0186 |
- 0.0141 |
- 0.0134 |
- 0.0166 |
-
-
- | 0.25 |
- 0.0160 |
- 0.0154 |
- 0.0127 |
- 0.0118 |
- 0.0133 |
-
-
- | 0.3 |
- 0.0140 |
- 0.0156 |
- 0.0123 |
- 0.0133 |
- 0.0127 |
-
-
- | 0.35 |
- 0.0165 |
- 0.0166 |
- 0.0148 |
- 0.0144 |
- 0.0116 |
-
-
- | 0.4 |
- 0.0141 |
- 0.0148 |
- 0.0139 |
- 0.0134 |
- 0.0120 |
-
-
- | 0.45 |
- 0.0138 |
- 0.0151 |
- 0.0141 |
- 0.0140 |
- 0.0118 |
-
-
- | 0.5 |
- 0.0161 |
- 0.0165 |
- 0.0171 |
- 0.0163 |
- 0.0122 |
-
-
- | 0.55 |
- 0.0150 |
- 0.0165 |
- 0.0160 |
- 0.0155 |
- 0.0127 |
-
-
- | 0.6 |
- 0.0174 |
- 0.0183 |
- 0.0183 |
- 0.0162 |
- 0.0134 |
-
-
- | 0.65 |
- 0.0184 |
- 0.0196 |
- 0.0187 |
- 0.0166 |
- 0.0147 |
-
-
- | 0.7 |
- 0.0184 |
- 0.0152 |
- 0.0205 |
- 0.0165 |
- 0.0193 |
-
-
- | 0.75 |
- 0.0196 |
- 0.0153 |
- 0.0218 |
- 0.0166 |
- 0.0206 |
-
-
- | 0.8 |
- 0.0198 |
- 0.0178 |
- 0.0211 |
- 0.0169 |
- 0.0241 |
-
-
- | 0.85 |
- 0.0206 |
- 0.0140 |
- 0.0226 |
- 0.0163 |
- 0.0237 |
-
-
- | 0.9 |
- 0.0194 |
- 0.0114 |
- 0.0219 |
- 0.0150 |
- 0.0286 |
-
-
- | 0.95 |
- 0.0240 |
- 0.0119 |
- 0.0271 |
- 0.0185 |
- 0.0316 |
-
-
- | 1.0 |
- 0.0113 |
- 0.0075 |
- 0.0176 |
- 0.0124 |
- 0.0343 |
-
-
- | avg |
- 0.0172 |
- 0.0155 |
- 0.0169 |
- 0.0142 |
- 0.0187 |
-
-
-
-
-
-
-
-
-
-
-## 70% positives
-> train: [0.2999712 0.7000288]
-> validation: [0.2999712 0.7000288]
-> bin_sld: 183.652s
-> mul_sld: 28.322s
-> binmc_sld: 181.431s
-> mulmc_sld: 27.437s
-> binne_sld: 182.010s
-> mulne_sld: 28.139s
-> bin_pacc: 175.741s
-> mul_pacc: 20.586s
-> ref: 13.757s
-> atc_mc: 17.949s
-> tot: 184.200s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- binmc_sld |
- mulmc_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0005 |
- 0.0048 |
- 0.0005 |
- 0.0050 |
- 0.0699 |
-
-
- | 0.05 |
- 0.0316 |
- 0.0345 |
- 0.0234 |
- 0.0175 |
- 0.0635 |
-
-
- | 0.1 |
- 0.0315 |
- 0.0352 |
- 0.0222 |
- 0.0169 |
- 0.0617 |
-
-
- | 0.15 |
- 0.0317 |
- 0.0331 |
- 0.0222 |
- 0.0165 |
- 0.0528 |
-
-
- | 0.2 |
- 0.0279 |
- 0.0283 |
- 0.0192 |
- 0.0146 |
- 0.0507 |
-
-
- | 0.25 |
- 0.0242 |
- 0.0239 |
- 0.0168 |
- 0.0137 |
- 0.0430 |
-
-
- | 0.3 |
- 0.0204 |
- 0.0199 |
- 0.0141 |
- 0.0117 |
- 0.0386 |
-
-
- | 0.35 |
- 0.0223 |
- 0.0208 |
- 0.0164 |
- 0.0141 |
- 0.0338 |
-
-
- | 0.4 |
- 0.0186 |
- 0.0198 |
- 0.0147 |
- 0.0143 |
- 0.0306 |
-
-
- | 0.45 |
- 0.0151 |
- 0.0163 |
- 0.0130 |
- 0.0138 |
- 0.0265 |
-
-
- | 0.5 |
- 0.0150 |
- 0.0166 |
- 0.0138 |
- 0.0150 |
- 0.0207 |
-
-
- | 0.55 |
- 0.0131 |
- 0.0146 |
- 0.0121 |
- 0.0131 |
- 0.0167 |
-
-
- | 0.6 |
- 0.0115 |
- 0.0139 |
- 0.0113 |
- 0.0124 |
- 0.0144 |
-
-
- | 0.65 |
- 0.0139 |
- 0.0187 |
- 0.0136 |
- 0.0162 |
- 0.0118 |
-
-
- | 0.7 |
- 0.0108 |
- 0.0130 |
- 0.0107 |
- 0.0113 |
- 0.0100 |
-
-
- | 0.75 |
- 0.0125 |
- 0.0133 |
- 0.0121 |
- 0.0113 |
- 0.0090 |
-
-
- | 0.8 |
- 0.0141 |
- 0.0169 |
- 0.0129 |
- 0.0131 |
- 0.0125 |
-
-
- | 0.85 |
- 0.0152 |
- 0.0166 |
- 0.0138 |
- 0.0125 |
- 0.0141 |
-
-
- | 0.9 |
- 0.0152 |
- 0.0160 |
- 0.0132 |
- 0.0129 |
- 0.0185 |
-
-
- | 0.95 |
- 0.0135 |
- 0.0090 |
- 0.0135 |
- 0.0105 |
- 0.0250 |
-
-
- | 1.0 |
- 0.0033 |
- 0.0038 |
- 0.0059 |
- 0.0050 |
- 0.0288 |
-
-
- | avg |
- 0.0172 |
- 0.0185 |
- 0.0141 |
- 0.0129 |
- 0.0311 |
-
-
-
-
-
-
-
-
-
-
-## 80% positives
-> train: [0.2000288 0.7999712]
-> validation: [0.2000288 0.7999712]
-> bin_sld: 184.106s
-> mul_sld: 28.336s
-> binmc_sld: 183.242s
-> mulmc_sld: 27.274s
-> binne_sld: 184.907s
-> mulne_sld: 27.269s
-> bin_pacc: 175.764s
-> mul_pacc: 20.476s
-> ref: 13.542s
-> atc_mc: 17.815s
-> tot: 186.258s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- binmc_sld |
- mulmc_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0010 |
- 0.0300 |
- 0.0011 |
- 0.0186 |
- 0.1270 |
-
-
- | 0.05 |
- 0.0467 |
- 0.0759 |
- 0.0396 |
- 0.0511 |
- 0.1198 |
-
-
- | 0.1 |
- 0.0525 |
- 0.0770 |
- 0.0384 |
- 0.0470 |
- 0.1165 |
-
-
- | 0.15 |
- 0.0512 |
- 0.0755 |
- 0.0365 |
- 0.0451 |
- 0.1057 |
-
-
- | 0.2 |
- 0.0465 |
- 0.0678 |
- 0.0330 |
- 0.0385 |
- 0.0976 |
-
-
- | 0.25 |
- 0.0418 |
- 0.0623 |
- 0.0288 |
- 0.0348 |
- 0.0873 |
-
-
- | 0.3 |
- 0.0351 |
- 0.0539 |
- 0.0238 |
- 0.0293 |
- 0.0804 |
-
-
- | 0.35 |
- 0.0330 |
- 0.0500 |
- 0.0218 |
- 0.0276 |
- 0.0719 |
-
-
- | 0.4 |
- 0.0296 |
- 0.0454 |
- 0.0215 |
- 0.0263 |
- 0.0668 |
-
-
- | 0.45 |
- 0.0213 |
- 0.0340 |
- 0.0155 |
- 0.0197 |
- 0.0571 |
-
-
- | 0.5 |
- 0.0194 |
- 0.0297 |
- 0.0149 |
- 0.0179 |
- 0.0507 |
-
-
- | 0.55 |
- 0.0167 |
- 0.0240 |
- 0.0136 |
- 0.0154 |
- 0.0430 |
-
-
- | 0.6 |
- 0.0140 |
- 0.0214 |
- 0.0140 |
- 0.0151 |
- 0.0363 |
-
-
- | 0.65 |
- 0.0133 |
- 0.0178 |
- 0.0141 |
- 0.0149 |
- 0.0247 |
-
-
- | 0.7 |
- 0.0111 |
- 0.0154 |
- 0.0114 |
- 0.0126 |
- 0.0184 |
-
-
- | 0.75 |
- 0.0108 |
- 0.0127 |
- 0.0127 |
- 0.0124 |
- 0.0119 |
-
-
- | 0.8 |
- 0.0121 |
- 0.0127 |
- 0.0134 |
- 0.0128 |
- 0.0099 |
-
-
- | 0.85 |
- 0.0135 |
- 0.0136 |
- 0.0143 |
- 0.0134 |
- 0.0101 |
-
-
- | 0.9 |
- 0.0148 |
- 0.0133 |
- 0.0145 |
- 0.0125 |
- 0.0152 |
-
-
- | 0.95 |
- 0.0110 |
- 0.0090 |
- 0.0122 |
- 0.0098 |
- 0.0224 |
-
-
- | 1.0 |
- 0.0037 |
- 0.0028 |
- 0.0065 |
- 0.0058 |
- 0.0294 |
-
-
- | avg |
- 0.0238 |
- 0.0354 |
- 0.0191 |
- 0.0229 |
- 0.0572 |
-
-
-
-
-
-
-
-
-
-
-## 90% positives
-> train: [0.0999424 0.9000576]
-> validation: [0.10008641 0.89991359]
-> bin_sld: 172.471s
-> mul_sld: 27.815s
-> binmc_sld: 172.819s
-> mulmc_sld: 22.238s
-> binne_sld: 171.872s
-> mulne_sld: 21.113s
-> ref: 11.632s
-> atc_mc: 15.307s
-> tot: 173.441s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- binmc_sld |
- mulmc_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0007 |
- 0.0344 |
- 0.0007 |
- 0.0244 |
- 0.2957 |
-
-
- | 0.05 |
- 0.0505 |
- 0.0911 |
- 0.0505 |
- 0.0783 |
- 0.2812 |
-
-
- | 0.1 |
- 0.1002 |
- 0.1437 |
- 0.0968 |
- 0.1147 |
- 0.2658 |
-
-
- | 0.15 |
- 0.1469 |
- 0.1731 |
- 0.1087 |
- 0.1179 |
- 0.2470 |
-
-
- | 0.2 |
- 0.1547 |
- 0.1852 |
- 0.1013 |
- 0.1093 |
- 0.2327 |
-
-
- | 0.25 |
- 0.1487 |
- 0.1871 |
- 0.0958 |
- 0.1056 |
- 0.2133 |
-
-
- | 0.3 |
- 0.1367 |
- 0.1780 |
- 0.0859 |
- 0.0919 |
- 0.1958 |
-
-
- | 0.35 |
- 0.1300 |
- 0.1780 |
- 0.0812 |
- 0.0857 |
- 0.1800 |
-
-
- | 0.4 |
- 0.1164 |
- 0.1688 |
- 0.0714 |
- 0.0756 |
- 0.1661 |
-
-
- | 0.45 |
- 0.1031 |
- 0.1328 |
- 0.0621 |
- 0.0660 |
- 0.1473 |
-
-
- | 0.5 |
- 0.0899 |
- 0.1178 |
- 0.0533 |
- 0.0563 |
- 0.1307 |
-
-
- | 0.55 |
- 0.0780 |
- 0.0932 |
- 0.0459 |
- 0.0462 |
- 0.1150 |
-
-
- | 0.6 |
- 0.0632 |
- 0.0811 |
- 0.0364 |
- 0.0382 |
- 0.0995 |
-
-
- | 0.65 |
- 0.0542 |
- 0.0624 |
- 0.0322 |
- 0.0328 |
- 0.0798 |
-
-
- | 0.7 |
- 0.0422 |
- 0.0456 |
- 0.0251 |
- 0.0248 |
- 0.0650 |
-
-
- | 0.75 |
- 0.0311 |
- 0.0315 |
- 0.0196 |
- 0.0184 |
- 0.0479 |
-
-
- | 0.8 |
- 0.0214 |
- 0.0207 |
- 0.0154 |
- 0.0151 |
- 0.0312 |
-
-
- | 0.85 |
- 0.0127 |
- 0.0123 |
- 0.0115 |
- 0.0108 |
- 0.0160 |
-
-
- | 0.9 |
- 0.0098 |
- 0.0098 |
- 0.0091 |
- 0.0089 |
- 0.0060 |
-
-
- | 0.95 |
- 0.0075 |
- 0.0090 |
- 0.0068 |
- 0.0068 |
- 0.0171 |
-
-
- | 1.0 |
- 0.0014 |
- 0.0014 |
- 0.0033 |
- 0.0029 |
- 0.0339 |
-
-
- | avg |
- 0.0714 |
- 0.0932 |
- 0.0482 |
- 0.0538 |
- 0.1365 |
-
-
-
-
-
-
-
-
-
-
-## avg
-### avg on train
-
-
-
- |
- bin_sld |
- mul_sld |
- binmc_sld |
- mulmc_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0011 |
- 0.0099 |
- 0.0019 |
- 0.0087 |
- 0.0712 |
-
-
- | 0.05 |
- 0.0223 |
- 0.0316 |
- 0.0192 |
- 0.0231 |
- 0.0635 |
-
-
- | 0.1 |
- 0.0302 |
- 0.0393 |
- 0.0259 |
- 0.0280 |
- 0.0582 |
-
-
- | 0.15 |
- 0.0359 |
- 0.0430 |
- 0.0279 |
- 0.0289 |
- 0.0541 |
-
-
- | 0.2 |
- 0.0356 |
- 0.0427 |
- 0.0263 |
- 0.0273 |
- 0.0541 |
-
-
- | 0.25 |
- 0.0340 |
- 0.0413 |
- 0.0248 |
- 0.0261 |
- 0.0523 |
-
-
- | 0.3 |
- 0.0329 |
- 0.0442 |
- 0.0235 |
- 0.0246 |
- 0.0520 |
-
-
- | 0.35 |
- 0.0324 |
- 0.0477 |
- 0.0234 |
- 0.0240 |
- 0.0529 |
-
-
- | 0.4 |
- 0.0307 |
- 0.0519 |
- 0.0223 |
- 0.0230 |
- 0.0545 |
-
-
- | 0.45 |
- 0.0294 |
- 0.0492 |
- 0.0208 |
- 0.0213 |
- 0.0543 |
-
-
- | 0.5 |
- 0.0296 |
- 0.0508 |
- 0.0216 |
- 0.0217 |
- 0.0558 |
-
-
- | 0.55 |
- 0.0286 |
- 0.0506 |
- 0.0208 |
- 0.0208 |
- 0.0568 |
-
-
- | 0.6 |
- 0.0291 |
- 0.0523 |
- 0.0215 |
- 0.0216 |
- 0.0579 |
-
-
- | 0.65 |
- 0.0293 |
- 0.0510 |
- 0.0219 |
- 0.0221 |
- 0.0579 |
-
-
- | 0.7 |
- 0.0298 |
- 0.0507 |
- 0.0229 |
- 0.0222 |
- 0.0613 |
-
-
- | 0.75 |
- 0.0302 |
- 0.0497 |
- 0.0236 |
- 0.0232 |
- 0.0623 |
-
-
- | 0.8 |
- 0.0311 |
- 0.0481 |
- 0.0246 |
- 0.0246 |
- 0.0644 |
-
-
- | 0.85 |
- 0.0330 |
- 0.0446 |
- 0.0272 |
- 0.0273 |
- 0.0672 |
-
-
- | 0.9 |
- 0.0310 |
- 0.0391 |
- 0.0272 |
- 0.0280 |
- 0.0712 |
-
-
- | 0.95 |
- 0.0255 |
- 0.0335 |
- 0.0257 |
- 0.0270 |
- 0.0796 |
-
-
- | 1.0 |
- 0.0039 |
- 0.0165 |
- 0.0082 |
- 0.0137 |
- 0.0861 |
-
-
- | avg |
- 0.0279 |
- 0.0423 |
- 0.0220 |
- 0.0232 |
- 0.0613 |
-
-
-
-
-
-
-### avg on test
-
-
-
- |
- bin_sld |
- mul_sld |
- binmc_sld |
- mulmc_sld |
- atc_mc |
-
-
-
-
- | 0.1 |
- 0.0482 |
- 0.1127 |
- 0.0269 |
- 0.0259 |
- 0.1752 |
-
-
- | 0.2 |
- 0.0235 |
- 0.0445 |
- 0.0223 |
- 0.0302 |
- 0.0687 |
-
-
- | 0.3 |
- 0.0182 |
- 0.0259 |
- 0.0183 |
- 0.0187 |
- 0.0374 |
-
-
- | 0.4 |
- 0.0165 |
- 0.0185 |
- 0.0168 |
- 0.0155 |
- 0.0167 |
-
-
- | 0.5 |
- 0.0149 |
- 0.0161 |
- 0.0150 |
- 0.0146 |
- 0.0103 |
-
-
- | 0.6 |
- 0.0172 |
- 0.0155 |
- 0.0169 |
- 0.0142 |
- 0.0187 |
-
-
- | 0.7 |
- 0.0172 |
- 0.0185 |
- 0.0141 |
- 0.0129 |
- 0.0311 |
-
-
- | 0.8 |
- 0.0238 |
- 0.0354 |
- 0.0191 |
- 0.0229 |
- 0.0572 |
-
-
- | 0.9 |
- 0.0714 |
- 0.0932 |
- 0.0482 |
- 0.0538 |
- 0.1365 |
-
-
- | avg |
- 0.0279 |
- 0.0423 |
- 0.0220 |
- 0.0232 |
- 0.0613 |
-
-
-
-
-
-
-### avg dataset shift
-
diff --git a/output/main/imdb_9prevs/imdb_max_conf_vs_atc_f1.md b/output/main/imdb_9prevs/imdb_max_conf_vs_atc_f1.md
deleted file mode 100644
index e700960..0000000
--- a/output/main/imdb_9prevs/imdb_max_conf_vs_atc_f1.md
+++ /dev/null
@@ -1,2203 +0,0 @@
-# imdb_9prevs
-
-## 10% positives
-> train: [0.89991359 0.10008641]
-> validation: [0.9000576 0.0999424]
-> bin_sld: 189.173s
-> mul_sld: 40.710s
-> binmc_sld: 186.824s
-> mulmc_sld: 25.516s
-> binne_sld: 187.658s
-> mulne_sld: 23.672s
-> bin_pacc: 176.373s
-> mul_pacc: 20.080s
-> ref: 13.306s
-> atc_mc: 17.351s
-> tot: 189.603s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- binmc_sld |
- mulmc_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0555 |
- 0.0259 |
- 0.0368 |
- 0.0579 |
- 0.0000 |
-
-
- | 0.05 |
- 0.0109 |
- 0.0225 |
- 0.0087 |
- 0.0230 |
- 0.0240 |
-
-
- | 0.1 |
- 0.0067 |
- 0.0138 |
- 0.0061 |
- 0.0174 |
- 0.0244 |
-
-
- | 0.15 |
- 0.0062 |
- 0.0108 |
- 0.0060 |
- 0.0163 |
- 0.0228 |
-
-
- | 0.2 |
- 0.0037 |
- 0.0114 |
- 0.0038 |
- 0.0191 |
- 0.0245 |
-
-
- | 0.25 |
- 0.0030 |
- 0.0143 |
- 0.0029 |
- 0.0213 |
- 0.0246 |
-
-
- | 0.3 |
- 0.0023 |
- 0.0192 |
- 0.0016 |
- 0.0234 |
- 0.0266 |
-
-
- | 0.35 |
- 0.0029 |
- 0.0214 |
- 0.0021 |
- 0.0226 |
- 0.0248 |
-
-
- | 0.4 |
- 0.0024 |
- 0.0217 |
- 0.0014 |
- 0.0212 |
- 0.0230 |
-
-
- | 0.45 |
- 0.0033 |
- 0.0250 |
- 0.0022 |
- 0.0240 |
- 0.0257 |
-
-
- | 0.5 |
- 0.0035 |
- 0.0259 |
- 0.0026 |
- 0.0248 |
- 0.0264 |
-
-
- | 0.55 |
- 0.0028 |
- 0.0238 |
- 0.0016 |
- 0.0226 |
- 0.0239 |
-
-
- | 0.6 |
- 0.0034 |
- 0.0247 |
- 0.0022 |
- 0.0237 |
- 0.0248 |
-
-
- | 0.65 |
- 0.0036 |
- 0.0246 |
- 0.0025 |
- 0.0237 |
- 0.0247 |
-
-
- | 0.7 |
- 0.0033 |
- 0.0239 |
- 0.0021 |
- 0.0230 |
- 0.0239 |
-
-
- | 0.75 |
- 0.0031 |
- 0.0255 |
- 0.0019 |
- 0.0248 |
- 0.0255 |
-
-
- | 0.8 |
- 0.0031 |
- 0.0242 |
- 0.0019 |
- 0.0237 |
- 0.0242 |
-
-
- | 0.85 |
- 0.0030 |
- 0.0239 |
- 0.0021 |
- 0.0236 |
- 0.0240 |
-
-
- | 0.9 |
- 0.0029 |
- 0.0255 |
- 0.0022 |
- 0.0254 |
- 0.0256 |
-
-
- | 0.95 |
- 0.0015 |
- 0.0223 |
- 0.0016 |
- 0.0246 |
- 0.0246 |
-
-
- | 1.0 |
- 0.0001 |
- 0.0208 |
- 0.0002 |
- 0.0234 |
- 0.0246 |
-
-
- | avg |
- 0.0061 |
- 0.0215 |
- 0.0044 |
- 0.0243 |
- 0.0234 |
-
-
-
-
-
-
-
-
-
-
-## 20% positives
-> train: [0.7999712 0.2000288]
-> validation: [0.7999712 0.2000288]
-> bin_sld: 187.104s
-> mul_sld: 36.250s
-> binmc_sld: 185.481s
-> mulmc_sld: 31.669s
-> binne_sld: 187.316s
-> mulne_sld: 35.209s
-> bin_pacc: 177.023s
-> mul_pacc: 19.936s
-> ref: 13.278s
-> atc_mc: 17.449s
-> tot: 188.478s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- binmc_sld |
- mulmc_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.1705 |
- 0.3756 |
- 0.1240 |
- 0.1500 |
- 0.0183 |
-
-
- | 0.05 |
- 0.2206 |
- 0.1554 |
- 0.1944 |
- 0.1839 |
- 0.2921 |
-
-
- | 0.1 |
- 0.1383 |
- 0.1079 |
- 0.1315 |
- 0.1375 |
- 0.2745 |
-
-
- | 0.15 |
- 0.0971 |
- 0.1115 |
- 0.1027 |
- 0.1255 |
- 0.2661 |
-
-
- | 0.2 |
- 0.0581 |
- 0.0995 |
- 0.0660 |
- 0.1008 |
- 0.2539 |
-
-
- | 0.25 |
- 0.0336 |
- 0.0906 |
- 0.0484 |
- 0.0810 |
- 0.2445 |
-
-
- | 0.3 |
- 0.0298 |
- 0.0919 |
- 0.0402 |
- 0.0777 |
- 0.2483 |
-
-
- | 0.35 |
- 0.0205 |
- 0.1001 |
- 0.0420 |
- 0.0812 |
- 0.2419 |
-
-
- | 0.4 |
- 0.0178 |
- 0.1043 |
- 0.0402 |
- 0.0812 |
- 0.2441 |
-
-
- | 0.45 |
- 0.0208 |
- 0.0928 |
- 0.0308 |
- 0.0650 |
- 0.2362 |
-
-
- | 0.5 |
- 0.0133 |
- 0.0907 |
- 0.0226 |
- 0.0614 |
- 0.2307 |
-
-
- | 0.55 |
- 0.0134 |
- 0.0953 |
- 0.0271 |
- 0.0648 |
- 0.2358 |
-
-
- | 0.6 |
- 0.0170 |
- 0.0957 |
- 0.0264 |
- 0.0635 |
- 0.2318 |
-
-
- | 0.65 |
- 0.0150 |
- 0.0953 |
- 0.0208 |
- 0.0615 |
- 0.2306 |
-
-
- | 0.7 |
- 0.0227 |
- 0.0971 |
- 0.0293 |
- 0.0645 |
- 0.2291 |
-
-
- | 0.75 |
- 0.0181 |
- 0.0909 |
- 0.0228 |
- 0.0557 |
- 0.2291 |
-
-
- | 0.8 |
- 0.0222 |
- 0.0969 |
- 0.0253 |
- 0.0618 |
- 0.2310 |
-
-
- | 0.85 |
- 0.0215 |
- 0.0968 |
- 0.0273 |
- 0.0614 |
- 0.2303 |
-
-
- | 0.9 |
- 0.0218 |
- 0.0976 |
- 0.0263 |
- 0.0623 |
- 0.2295 |
-
-
- | 0.95 |
- 0.0193 |
- 0.0958 |
- 0.0242 |
- 0.0596 |
- 0.2301 |
-
-
- | 1.0 |
- 0.0027 |
- 0.1049 |
- 0.0131 |
- 0.0625 |
- 0.2308 |
-
-
- | avg |
- 0.0473 |
- 0.1136 |
- 0.0517 |
- 0.0839 |
- 0.2314 |
-
-
-
-
-
-
-
-
-
-
-## 30% positives
-> train: [0.7000288 0.2999712]
-> validation: [0.7000288 0.2999712]
-> bin_sld: 182.167s
-> mul_sld: 29.557s
-> binmc_sld: 180.200s
-> mulmc_sld: 28.430s
-> binne_sld: 181.220s
-> mulne_sld: 28.868s
-> bin_pacc: 174.026s
-> mul_pacc: 20.400s
-> ref: 13.451s
-> atc_mc: 18.102s
-> tot: 183.051s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- binmc_sld |
- mulmc_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0199 |
- 0.1538 |
- 0.0509 |
- 0.1547 |
- 0.2272 |
-
-
- | 0.05 |
- 0.1334 |
- 0.1346 |
- 0.1053 |
- 0.1060 |
- 0.1227 |
-
-
- | 0.1 |
- 0.1017 |
- 0.1009 |
- 0.0789 |
- 0.0745 |
- 0.1024 |
-
-
- | 0.15 |
- 0.0725 |
- 0.0709 |
- 0.0555 |
- 0.0507 |
- 0.0885 |
-
-
- | 0.2 |
- 0.0540 |
- 0.0505 |
- 0.0445 |
- 0.0389 |
- 0.0813 |
-
-
- | 0.25 |
- 0.0482 |
- 0.0407 |
- 0.0423 |
- 0.0346 |
- 0.0713 |
-
-
- | 0.3 |
- 0.0381 |
- 0.0344 |
- 0.0343 |
- 0.0276 |
- 0.0552 |
-
-
- | 0.35 |
- 0.0316 |
- 0.0271 |
- 0.0316 |
- 0.0253 |
- 0.0572 |
-
-
- | 0.4 |
- 0.0235 |
- 0.0233 |
- 0.0257 |
- 0.0224 |
- 0.0500 |
-
-
- | 0.45 |
- 0.0197 |
- 0.0219 |
- 0.0223 |
- 0.0202 |
- 0.0469 |
-
-
- | 0.5 |
- 0.0177 |
- 0.0237 |
- 0.0225 |
- 0.0211 |
- 0.0429 |
-
-
- | 0.55 |
- 0.0158 |
- 0.0225 |
- 0.0204 |
- 0.0187 |
- 0.0411 |
-
-
- | 0.6 |
- 0.0117 |
- 0.0243 |
- 0.0155 |
- 0.0184 |
- 0.0383 |
-
-
- | 0.65 |
- 0.0123 |
- 0.0249 |
- 0.0173 |
- 0.0184 |
- 0.0383 |
-
-
- | 0.7 |
- 0.0172 |
- 0.0314 |
- 0.0216 |
- 0.0223 |
- 0.0372 |
-
-
- | 0.75 |
- 0.0144 |
- 0.0311 |
- 0.0176 |
- 0.0209 |
- 0.0335 |
-
-
- | 0.8 |
- 0.0153 |
- 0.0318 |
- 0.0181 |
- 0.0207 |
- 0.0340 |
-
-
- | 0.85 |
- 0.0166 |
- 0.0353 |
- 0.0189 |
- 0.0229 |
- 0.0327 |
-
-
- | 0.9 |
- 0.0173 |
- 0.0352 |
- 0.0198 |
- 0.0232 |
- 0.0326 |
-
-
- | 0.95 |
- 0.0172 |
- 0.0348 |
- 0.0189 |
- 0.0232 |
- 0.0284 |
-
-
- | 1.0 |
- 0.0025 |
- 0.0182 |
- 0.0073 |
- 0.0127 |
- 0.0295 |
-
-
- | avg |
- 0.0334 |
- 0.0462 |
- 0.0328 |
- 0.0370 |
- 0.0615 |
-
-
-
-
-
-
-
-
-
-
-## 40% positives
-> train: [0.5999424 0.4000576]
-> validation: [0.60008641 0.39991359]
-> bin_sld: 181.684s
-> mul_sld: 30.343s
-> binmc_sld: 179.998s
-> mulmc_sld: 29.275s
-> binne_sld: 182.085s
-> mulne_sld: 29.662s
-> bin_pacc: 176.735s
-> mul_pacc: 20.744s
-> ref: 13.516s
-> atc_mc: 17.986s
-> tot: 183.203s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- binmc_sld |
- mulmc_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0071 |
- 0.0516 |
- 0.0258 |
- 0.0761 |
- 0.4335 |
-
-
- | 0.05 |
- 0.1082 |
- 0.0865 |
- 0.0796 |
- 0.0777 |
- 0.0606 |
-
-
- | 0.1 |
- 0.0651 |
- 0.0651 |
- 0.0577 |
- 0.0571 |
- 0.0339 |
-
-
- | 0.15 |
- 0.0558 |
- 0.0545 |
- 0.0499 |
- 0.0481 |
- 0.0263 |
-
-
- | 0.2 |
- 0.0451 |
- 0.0465 |
- 0.0403 |
- 0.0378 |
- 0.0248 |
-
-
- | 0.25 |
- 0.0353 |
- 0.0394 |
- 0.0307 |
- 0.0297 |
- 0.0213 |
-
-
- | 0.3 |
- 0.0367 |
- 0.0400 |
- 0.0315 |
- 0.0303 |
- 0.0219 |
-
-
- | 0.35 |
- 0.0286 |
- 0.0280 |
- 0.0269 |
- 0.0242 |
- 0.0195 |
-
-
- | 0.4 |
- 0.0237 |
- 0.0234 |
- 0.0230 |
- 0.0203 |
- 0.0164 |
-
-
- | 0.45 |
- 0.0243 |
- 0.0224 |
- 0.0231 |
- 0.0198 |
- 0.0191 |
-
-
- | 0.5 |
- 0.0237 |
- 0.0202 |
- 0.0231 |
- 0.0194 |
- 0.0164 |
-
-
- | 0.55 |
- 0.0190 |
- 0.0172 |
- 0.0186 |
- 0.0164 |
- 0.0133 |
-
-
- | 0.6 |
- 0.0161 |
- 0.0146 |
- 0.0179 |
- 0.0149 |
- 0.0131 |
-
-
- | 0.65 |
- 0.0132 |
- 0.0126 |
- 0.0154 |
- 0.0130 |
- 0.0124 |
-
-
- | 0.7 |
- 0.0132 |
- 0.0131 |
- 0.0161 |
- 0.0133 |
- 0.0116 |
-
-
- | 0.75 |
- 0.0117 |
- 0.0135 |
- 0.0154 |
- 0.0129 |
- 0.0104 |
-
-
- | 0.8 |
- 0.0109 |
- 0.0136 |
- 0.0140 |
- 0.0120 |
- 0.0107 |
-
-
- | 0.85 |
- 0.0117 |
- 0.0165 |
- 0.0138 |
- 0.0121 |
- 0.0084 |
-
-
- | 0.9 |
- 0.0115 |
- 0.0160 |
- 0.0122 |
- 0.0110 |
- 0.0080 |
-
-
- | 0.95 |
- 0.0123 |
- 0.0176 |
- 0.0130 |
- 0.0118 |
- 0.0082 |
-
-
- | 1.0 |
- 0.0024 |
- 0.0071 |
- 0.0058 |
- 0.0065 |
- 0.0072 |
-
-
- | avg |
- 0.0274 |
- 0.0295 |
- 0.0264 |
- 0.0269 |
- 0.0380 |
-
-
-
-
-
-
-
-
-
-
-## 50% positives
-> train: [0.5 0.5]
-> validation: [0.5 0.5]
-> bin_sld: 183.289s
-> mul_sld: 29.440s
-> binmc_sld: 180.043s
-> mulmc_sld: 29.019s
-> binne_sld: 182.581s
-> mulne_sld: 29.161s
-> bin_pacc: 175.513s
-> mul_pacc: 20.580s
-> ref: 13.469s
-> atc_mc: 18.022s
-> tot: 183.861s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- binmc_sld |
- mulmc_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0041 |
- 0.0125 |
- 0.0142 |
- 0.0348 |
- 0.5313 |
-
-
- | 0.05 |
- 0.0882 |
- 0.0677 |
- 0.0569 |
- 0.0542 |
- 0.2320 |
-
-
- | 0.1 |
- 0.0510 |
- 0.0458 |
- 0.0368 |
- 0.0390 |
- 0.1230 |
-
-
- | 0.15 |
- 0.0382 |
- 0.0377 |
- 0.0317 |
- 0.0350 |
- 0.0683 |
-
-
- | 0.2 |
- 0.0273 |
- 0.0326 |
- 0.0269 |
- 0.0306 |
- 0.0417 |
-
-
- | 0.25 |
- 0.0250 |
- 0.0272 |
- 0.0240 |
- 0.0249 |
- 0.0278 |
-
-
- | 0.3 |
- 0.0259 |
- 0.0302 |
- 0.0244 |
- 0.0254 |
- 0.0169 |
-
-
- | 0.35 |
- 0.0220 |
- 0.0248 |
- 0.0208 |
- 0.0209 |
- 0.0129 |
-
-
- | 0.4 |
- 0.0192 |
- 0.0225 |
- 0.0176 |
- 0.0183 |
- 0.0113 |
-
-
- | 0.45 |
- 0.0197 |
- 0.0245 |
- 0.0168 |
- 0.0179 |
- 0.0107 |
-
-
- | 0.5 |
- 0.0183 |
- 0.0193 |
- 0.0177 |
- 0.0165 |
- 0.0121 |
-
-
- | 0.55 |
- 0.0174 |
- 0.0203 |
- 0.0165 |
- 0.0167 |
- 0.0109 |
-
-
- | 0.6 |
- 0.0170 |
- 0.0191 |
- 0.0163 |
- 0.0155 |
- 0.0105 |
-
-
- | 0.65 |
- 0.0159 |
- 0.0172 |
- 0.0151 |
- 0.0135 |
- 0.0105 |
-
-
- | 0.7 |
- 0.0129 |
- 0.0124 |
- 0.0136 |
- 0.0115 |
- 0.0106 |
-
-
- | 0.75 |
- 0.0133 |
- 0.0117 |
- 0.0141 |
- 0.0117 |
- 0.0107 |
-
-
- | 0.8 |
- 0.0116 |
- 0.0100 |
- 0.0124 |
- 0.0100 |
- 0.0105 |
-
-
- | 0.85 |
- 0.0105 |
- 0.0081 |
- 0.0123 |
- 0.0096 |
- 0.0100 |
-
-
- | 0.9 |
- 0.0081 |
- 0.0060 |
- 0.0104 |
- 0.0071 |
- 0.0111 |
-
-
- | 0.95 |
- 0.0094 |
- 0.0080 |
- 0.0116 |
- 0.0080 |
- 0.0114 |
-
-
- | 1.0 |
- 0.0036 |
- 0.0043 |
- 0.0071 |
- 0.0057 |
- 0.0102 |
-
-
- | avg |
- 0.0218 |
- 0.0220 |
- 0.0199 |
- 0.0203 |
- 0.0569 |
-
-
-
-
-
-
-
-
-
-
-## 60% positives
-> train: [0.39991359 0.60008641]
-> validation: [0.4000576 0.5999424]
-> bin_sld: 181.668s
-> mul_sld: 29.617s
-> binmc_sld: 180.480s
-> mulmc_sld: 28.823s
-> binne_sld: 182.053s
-> mulne_sld: 28.654s
-> bin_pacc: 176.533s
-> mul_pacc: 20.753s
-> ref: 13.464s
-> atc_mc: 17.977s
-> tot: 183.024s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- binmc_sld |
- mulmc_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0004 |
- 0.0002 |
- 0.0006 |
- 0.0021 |
- 0.5686 |
-
-
- | 0.05 |
- 0.1371 |
- 0.1108 |
- 0.0993 |
- 0.0666 |
- 0.3422 |
-
-
- | 0.1 |
- 0.1027 |
- 0.0815 |
- 0.0742 |
- 0.0506 |
- 0.2281 |
-
-
- | 0.15 |
- 0.0826 |
- 0.0628 |
- 0.0618 |
- 0.0413 |
- 0.1475 |
-
-
- | 0.2 |
- 0.0571 |
- 0.0464 |
- 0.0431 |
- 0.0332 |
- 0.1066 |
-
-
- | 0.25 |
- 0.0429 |
- 0.0326 |
- 0.0333 |
- 0.0246 |
- 0.0747 |
-
-
- | 0.3 |
- 0.0315 |
- 0.0276 |
- 0.0259 |
- 0.0228 |
- 0.0515 |
-
-
- | 0.35 |
- 0.0309 |
- 0.0261 |
- 0.0270 |
- 0.0231 |
- 0.0344 |
-
-
- | 0.4 |
- 0.0235 |
- 0.0205 |
- 0.0218 |
- 0.0192 |
- 0.0235 |
-
-
- | 0.45 |
- 0.0180 |
- 0.0172 |
- 0.0178 |
- 0.0164 |
- 0.0169 |
-
-
- | 0.5 |
- 0.0189 |
- 0.0175 |
- 0.0197 |
- 0.0180 |
- 0.0121 |
-
-
- | 0.55 |
- 0.0150 |
- 0.0150 |
- 0.0159 |
- 0.0147 |
- 0.0087 |
-
-
- | 0.6 |
- 0.0152 |
- 0.0151 |
- 0.0164 |
- 0.0142 |
- 0.0082 |
-
-
- | 0.65 |
- 0.0144 |
- 0.0148 |
- 0.0150 |
- 0.0130 |
- 0.0093 |
-
-
- | 0.7 |
- 0.0140 |
- 0.0111 |
- 0.0158 |
- 0.0127 |
- 0.0122 |
-
-
- | 0.75 |
- 0.0139 |
- 0.0104 |
- 0.0155 |
- 0.0118 |
- 0.0135 |
-
-
- | 0.8 |
- 0.0129 |
- 0.0113 |
- 0.0139 |
- 0.0111 |
- 0.0156 |
-
-
- | 0.85 |
- 0.0124 |
- 0.0083 |
- 0.0137 |
- 0.0100 |
- 0.0152 |
-
-
- | 0.9 |
- 0.0112 |
- 0.0065 |
- 0.0128 |
- 0.0087 |
- 0.0178 |
-
-
- | 0.95 |
- 0.0130 |
- 0.0063 |
- 0.0150 |
- 0.0102 |
- 0.0189 |
-
-
- | 1.0 |
- 0.0060 |
- 0.0040 |
- 0.0094 |
- 0.0066 |
- 0.0197 |
-
-
- | avg |
- 0.0321 |
- 0.0260 |
- 0.0270 |
- 0.0205 |
- 0.0831 |
-
-
-
-
-
-
-
-
-
-
-## 70% positives
-> train: [0.2999712 0.7000288]
-> validation: [0.2999712 0.7000288]
-> bin_sld: 183.652s
-> mul_sld: 28.322s
-> binmc_sld: 181.431s
-> mulmc_sld: 27.437s
-> binne_sld: 182.010s
-> mulne_sld: 28.139s
-> bin_pacc: 175.741s
-> mul_pacc: 20.586s
-> ref: 13.757s
-> atc_mc: 17.949s
-> tot: 184.200s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- binmc_sld |
- mulmc_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0003 |
- 0.0000 |
- 0.0004 |
- 0.0003 |
- 0.5833 |
-
-
- | 0.05 |
- 0.1263 |
- 0.1132 |
- 0.0924 |
- 0.0647 |
- 0.4272 |
-
-
- | 0.1 |
- 0.1016 |
- 0.0917 |
- 0.0714 |
- 0.0496 |
- 0.3236 |
-
-
- | 0.15 |
- 0.0849 |
- 0.0747 |
- 0.0599 |
- 0.0401 |
- 0.2429 |
-
-
- | 0.2 |
- 0.0645 |
- 0.0551 |
- 0.0450 |
- 0.0307 |
- 0.1899 |
-
-
- | 0.25 |
- 0.0489 |
- 0.0408 |
- 0.0345 |
- 0.0236 |
- 0.1453 |
-
-
- | 0.3 |
- 0.0369 |
- 0.0297 |
- 0.0257 |
- 0.0180 |
- 0.1125 |
-
-
- | 0.35 |
- 0.0350 |
- 0.0281 |
- 0.0262 |
- 0.0193 |
- 0.0875 |
-
-
- | 0.4 |
- 0.0265 |
- 0.0233 |
- 0.0205 |
- 0.0171 |
- 0.0688 |
-
-
- | 0.45 |
- 0.0191 |
- 0.0173 |
- 0.0157 |
- 0.0147 |
- 0.0528 |
-
-
- | 0.5 |
- 0.0165 |
- 0.0158 |
- 0.0145 |
- 0.0144 |
- 0.0385 |
-
-
- | 0.55 |
- 0.0133 |
- 0.0126 |
- 0.0119 |
- 0.0115 |
- 0.0281 |
-
-
- | 0.6 |
- 0.0098 |
- 0.0111 |
- 0.0095 |
- 0.0101 |
- 0.0209 |
-
-
- | 0.65 |
- 0.0109 |
- 0.0136 |
- 0.0106 |
- 0.0120 |
- 0.0125 |
-
-
- | 0.7 |
- 0.0080 |
- 0.0089 |
- 0.0079 |
- 0.0081 |
- 0.0077 |
-
-
- | 0.75 |
- 0.0082 |
- 0.0085 |
- 0.0080 |
- 0.0074 |
- 0.0053 |
-
-
- | 0.8 |
- 0.0086 |
- 0.0104 |
- 0.0080 |
- 0.0081 |
- 0.0065 |
-
-
- | 0.85 |
- 0.0088 |
- 0.0097 |
- 0.0080 |
- 0.0073 |
- 0.0075 |
-
-
- | 0.9 |
- 0.0083 |
- 0.0089 |
- 0.0073 |
- 0.0071 |
- 0.0101 |
-
-
- | 0.95 |
- 0.0070 |
- 0.0047 |
- 0.0071 |
- 0.0055 |
- 0.0136 |
-
-
- | 1.0 |
- 0.0017 |
- 0.0019 |
- 0.0030 |
- 0.0026 |
- 0.0151 |
-
-
- | avg |
- 0.0307 |
- 0.0276 |
- 0.0232 |
- 0.0177 |
- 0.1143 |
-
-
-
-
-
-
-
-
-
-
-## 80% positives
-> train: [0.2000288 0.7999712]
-> validation: [0.2000288 0.7999712]
-> bin_sld: 184.106s
-> mul_sld: 28.336s
-> binmc_sld: 183.242s
-> mulmc_sld: 27.274s
-> binne_sld: 184.907s
-> mulne_sld: 27.269s
-> bin_pacc: 175.764s
-> mul_pacc: 20.476s
-> ref: 13.542s
-> atc_mc: 17.815s
-> tot: 186.258s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- binmc_sld |
- mulmc_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0002 |
- 0.0000 |
- 0.0003 |
- 0.0000 |
- 0.5690 |
-
-
- | 0.05 |
- 0.1273 |
- 0.1196 |
- 0.1044 |
- 0.0821 |
- 0.4617 |
-
-
- | 0.1 |
- 0.1246 |
- 0.1176 |
- 0.0882 |
- 0.0694 |
- 0.3805 |
-
-
- | 0.15 |
- 0.1053 |
- 0.1040 |
- 0.0730 |
- 0.0596 |
- 0.3102 |
-
-
- | 0.2 |
- 0.0819 |
- 0.0836 |
- 0.0552 |
- 0.0453 |
- 0.2550 |
-
-
- | 0.25 |
- 0.0665 |
- 0.0700 |
- 0.0442 |
- 0.0377 |
- 0.2072 |
-
-
- | 0.3 |
- 0.0501 |
- 0.0545 |
- 0.0325 |
- 0.0283 |
- 0.1705 |
-
-
- | 0.35 |
- 0.0427 |
- 0.0472 |
- 0.0279 |
- 0.0254 |
- 0.1388 |
-
-
- | 0.4 |
- 0.0341 |
- 0.0391 |
- 0.0234 |
- 0.0222 |
- 0.1144 |
-
-
- | 0.45 |
- 0.0230 |
- 0.0272 |
- 0.0160 |
- 0.0162 |
- 0.0909 |
-
-
- | 0.5 |
- 0.0192 |
- 0.0220 |
- 0.0141 |
- 0.0140 |
- 0.0727 |
-
-
- | 0.55 |
- 0.0150 |
- 0.0169 |
- 0.0116 |
- 0.0113 |
- 0.0569 |
-
-
- | 0.6 |
- 0.0115 |
- 0.0138 |
- 0.0106 |
- 0.0103 |
- 0.0441 |
-
-
- | 0.65 |
- 0.0102 |
- 0.0118 |
- 0.0103 |
- 0.0103 |
- 0.0297 |
-
-
- | 0.7 |
- 0.0080 |
- 0.0095 |
- 0.0079 |
- 0.0082 |
- 0.0198 |
-
-
- | 0.75 |
- 0.0070 |
- 0.0072 |
- 0.0079 |
- 0.0074 |
- 0.0119 |
-
-
- | 0.8 |
- 0.0073 |
- 0.0076 |
- 0.0079 |
- 0.0075 |
- 0.0068 |
-
-
- | 0.85 |
- 0.0076 |
- 0.0079 |
- 0.0080 |
- 0.0074 |
- 0.0049 |
-
-
- | 0.9 |
- 0.0079 |
- 0.0074 |
- 0.0078 |
- 0.0066 |
- 0.0076 |
-
-
- | 0.95 |
- 0.0057 |
- 0.0047 |
- 0.0064 |
- 0.0051 |
- 0.0117 |
-
-
- | 1.0 |
- 0.0018 |
- 0.0014 |
- 0.0033 |
- 0.0029 |
- 0.0150 |
-
-
- | avg |
- 0.0360 |
- 0.0368 |
- 0.0267 |
- 0.0227 |
- 0.1419 |
-
-
-
-
-
-
-
-
-
-
-## 90% positives
-> train: [0.0999424 0.9000576]
-> validation: [0.10008641 0.89991359]
-> bin_sld: 172.471s
-> mul_sld: 27.815s
-> binmc_sld: 172.819s
-> mulmc_sld: 22.238s
-> binne_sld: 171.872s
-> mulne_sld: 21.113s
-> ref: 11.632s
-> atc_mc: 15.307s
-> tot: 173.441s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- binmc_sld |
- mulmc_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0001 |
- 0.0000 |
- 0.0001 |
- 0.0000 |
- 0.5298 |
-
-
- | 0.05 |
- 0.1008 |
- 0.1010 |
- 0.1006 |
- 0.1000 |
- 0.4611 |
-
-
- | 0.1 |
- 0.1910 |
- 0.1895 |
- 0.1837 |
- 0.1602 |
- 0.4018 |
-
-
- | 0.15 |
- 0.2661 |
- 0.2388 |
- 0.1891 |
- 0.1559 |
- 0.3476 |
-
-
- | 0.2 |
- 0.2564 |
- 0.2559 |
- 0.1591 |
- 0.1320 |
- 0.3036 |
-
-
- | 0.25 |
- 0.2231 |
- 0.2454 |
- 0.1361 |
- 0.1188 |
- 0.2600 |
-
-
- | 0.3 |
- 0.1857 |
- 0.2215 |
- 0.1114 |
- 0.0954 |
- 0.2236 |
-
-
- | 0.35 |
- 0.1615 |
- 0.2125 |
- 0.0968 |
- 0.0837 |
- 0.1920 |
-
-
- | 0.4 |
- 0.1319 |
- 0.1868 |
- 0.0778 |
- 0.0683 |
- 0.1657 |
-
-
- | 0.45 |
- 0.1072 |
- 0.1287 |
- 0.0626 |
- 0.0558 |
- 0.1389 |
-
-
- | 0.5 |
- 0.0860 |
- 0.1060 |
- 0.0497 |
- 0.0445 |
- 0.1160 |
-
-
- | 0.55 |
- 0.0690 |
- 0.0759 |
- 0.0396 |
- 0.0347 |
- 0.0962 |
-
-
- | 0.6 |
- 0.0519 |
- 0.0623 |
- 0.0293 |
- 0.0267 |
- 0.0783 |
-
-
- | 0.65 |
- 0.0414 |
- 0.0441 |
- 0.0242 |
- 0.0220 |
- 0.0599 |
-
-
- | 0.7 |
- 0.0301 |
- 0.0297 |
- 0.0176 |
- 0.0157 |
- 0.0461 |
-
-
- | 0.75 |
- 0.0208 |
- 0.0194 |
- 0.0129 |
- 0.0112 |
- 0.0323 |
-
-
- | 0.8 |
- 0.0134 |
- 0.0122 |
- 0.0096 |
- 0.0089 |
- 0.0201 |
-
-
- | 0.85 |
- 0.0075 |
- 0.0070 |
- 0.0067 |
- 0.0062 |
- 0.0099 |
-
-
- | 0.9 |
- 0.0054 |
- 0.0054 |
- 0.0051 |
- 0.0049 |
- 0.0033 |
-
-
- | 0.95 |
- 0.0039 |
- 0.0047 |
- 0.0036 |
- 0.0036 |
- 0.0090 |
-
-
- | 1.0 |
- 0.0007 |
- 0.0007 |
- 0.0016 |
- 0.0014 |
- 0.0172 |
-
-
- | avg |
- 0.0930 |
- 0.1023 |
- 0.0627 |
- 0.0548 |
- 0.1672 |
-
-
-
-
-
-
-
-
-
-
-## avg
-### avg on train
-
-
-
- |
- bin_sld |
- mul_sld |
- binmc_sld |
- mulmc_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0287 |
- 0.0689 |
- 0.0281 |
- 0.0529 |
- 0.3846 |
-
-
- | 0.05 |
- 0.1170 |
- 0.1012 |
- 0.0935 |
- 0.0843 |
- 0.2693 |
-
-
- | 0.1 |
- 0.0981 |
- 0.0904 |
- 0.0809 |
- 0.0728 |
- 0.2102 |
-
-
- | 0.15 |
- 0.0899 |
- 0.0851 |
- 0.0700 |
- 0.0636 |
- 0.1689 |
-
-
- | 0.2 |
- 0.0720 |
- 0.0757 |
- 0.0538 |
- 0.0520 |
- 0.1424 |
-
-
- | 0.25 |
- 0.0585 |
- 0.0668 |
- 0.0441 |
- 0.0440 |
- 0.1196 |
-
-
- | 0.3 |
- 0.0486 |
- 0.0610 |
- 0.0364 |
- 0.0388 |
- 0.1030 |
-
-
- | 0.35 |
- 0.0418 |
- 0.0573 |
- 0.0335 |
- 0.0362 |
- 0.0899 |
-
-
- | 0.4 |
- 0.0336 |
- 0.0517 |
- 0.0279 |
- 0.0322 |
- 0.0797 |
-
-
- | 0.45 |
- 0.0284 |
- 0.0419 |
- 0.0230 |
- 0.0278 |
- 0.0709 |
-
-
- | 0.5 |
- 0.0241 |
- 0.0379 |
- 0.0207 |
- 0.0260 |
- 0.0631 |
-
-
- | 0.55 |
- 0.0201 |
- 0.0333 |
- 0.0181 |
- 0.0235 |
- 0.0572 |
-
-
- | 0.6 |
- 0.0171 |
- 0.0312 |
- 0.0160 |
- 0.0219 |
- 0.0522 |
-
-
- | 0.65 |
- 0.0152 |
- 0.0288 |
- 0.0146 |
- 0.0208 |
- 0.0476 |
-
-
- | 0.7 |
- 0.0144 |
- 0.0263 |
- 0.0147 |
- 0.0199 |
- 0.0443 |
-
-
- | 0.75 |
- 0.0123 |
- 0.0242 |
- 0.0129 |
- 0.0182 |
- 0.0413 |
-
-
- | 0.8 |
- 0.0117 |
- 0.0242 |
- 0.0123 |
- 0.0182 |
- 0.0399 |
-
-
- | 0.85 |
- 0.0111 |
- 0.0237 |
- 0.0123 |
- 0.0178 |
- 0.0381 |
-
-
- | 0.9 |
- 0.0105 |
- 0.0231 |
- 0.0115 |
- 0.0174 |
- 0.0384 |
-
-
- | 0.95 |
- 0.0099 |
- 0.0221 |
- 0.0113 |
- 0.0168 |
- 0.0395 |
-
-
- | 1.0 |
- 0.0024 |
- 0.0181 |
- 0.0056 |
- 0.0138 |
- 0.0410 |
-
-
- | avg |
- 0.0364 |
- 0.0473 |
- 0.0305 |
- 0.0342 |
- 0.1020 |
-
-
-
-
-
-
-### avg on test
-
-
-
- |
- bin_sld |
- mul_sld |
- binmc_sld |
- mulmc_sld |
- atc_mc |
-
-
-
-
- | 0.1 |
- 0.0061 |
- 0.0215 |
- 0.0044 |
- 0.0243 |
- 0.0234 |
-
-
- | 0.2 |
- 0.0473 |
- 0.1136 |
- 0.0517 |
- 0.0839 |
- 0.2314 |
-
-
- | 0.3 |
- 0.0334 |
- 0.0462 |
- 0.0328 |
- 0.0370 |
- 0.0615 |
-
-
- | 0.4 |
- 0.0274 |
- 0.0295 |
- 0.0264 |
- 0.0269 |
- 0.0380 |
-
-
- | 0.5 |
- 0.0218 |
- 0.0220 |
- 0.0199 |
- 0.0203 |
- 0.0569 |
-
-
- | 0.6 |
- 0.0321 |
- 0.0260 |
- 0.0270 |
- 0.0205 |
- 0.0831 |
-
-
- | 0.7 |
- 0.0307 |
- 0.0276 |
- 0.0232 |
- 0.0177 |
- 0.1143 |
-
-
- | 0.8 |
- 0.0360 |
- 0.0368 |
- 0.0267 |
- 0.0227 |
- 0.1419 |
-
-
- | 0.9 |
- 0.0930 |
- 0.1023 |
- 0.0627 |
- 0.0548 |
- 0.1672 |
-
-
- | avg |
- 0.0364 |
- 0.0473 |
- 0.0305 |
- 0.0342 |
- 0.1020 |
-
-
-
-
-
-
-### avg dataset shift
-
diff --git a/output/main/imdb_9prevs/imdb_max_conf_vs_atc_pacc_acc.md b/output/main/imdb_9prevs/imdb_max_conf_vs_atc_pacc_acc.md
deleted file mode 100644
index fbebf96..0000000
--- a/output/main/imdb_9prevs/imdb_max_conf_vs_atc_pacc_acc.md
+++ /dev/null
@@ -1,2189 +0,0 @@
-# imdb_9prevs
-
-## 10% positives
-> train: [0.89991359 0.10008641]
-> validation: [0.9000576 0.0999424]
-> bin_sld: 249.048s
-> mul_sld: 71.459s
-> mul_sld_gs: 455.993s
-> bin_pacc: 244.563s
-> mul_pacc: 43.016s
-> binmc_pacc: 240.469s
-> mulmc_pacc: 41.750s
-> binne_pacc: 236.217s
-> mulne_pacc: 34.041s
-> bin_cc: 241.914s
-> mul_cc: 40.328s
-> kfcv: 24.723s
-> ref: 18.562s
-> atc_mc: 27.491s
-> atc_ne: 25.568s
-> doc_feat: 11.526s
-> tot: 456.775s
-
-
-
-
- |
- bin_pacc |
- mul_pacc |
- binmc_pacc |
- mulmc_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0046 |
- 0.0144 |
- 0.0039 |
- 0.0105 |
- 0.0370 |
-
-
- | 0.05 |
- 0.0070 |
- 0.0112 |
- 0.0065 |
- 0.0066 |
- 0.0155 |
-
-
- | 0.1 |
- 0.0098 |
- 0.0118 |
- 0.0092 |
- 0.0087 |
- 0.0067 |
-
-
- | 0.15 |
- 0.0094 |
- 0.0098 |
- 0.0097 |
- 0.0104 |
- 0.0255 |
-
-
- | 0.2 |
- 0.0091 |
- 0.0090 |
- 0.0098 |
- 0.0108 |
- 0.0457 |
-
-
- | 0.25 |
- 0.0116 |
- 0.0096 |
- 0.0122 |
- 0.0140 |
- 0.0664 |
-
-
- | 0.3 |
- 0.0107 |
- 0.0099 |
- 0.0110 |
- 0.0151 |
- 0.0858 |
-
-
- | 0.35 |
- 0.0131 |
- 0.0130 |
- 0.0149 |
- 0.0201 |
- 0.1100 |
-
-
- | 0.4 |
- 0.0140 |
- 0.0171 |
- 0.0172 |
- 0.0248 |
- 0.1302 |
-
-
- | 0.45 |
- 0.0169 |
- 0.0184 |
- 0.0185 |
- 0.0266 |
- 0.1477 |
-
-
- | 0.5 |
- 0.0167 |
- 0.0220 |
- 0.0196 |
- 0.0313 |
- 0.1697 |
-
-
- | 0.55 |
- 0.0180 |
- 0.0266 |
- 0.0224 |
- 0.0353 |
- 0.1922 |
-
-
- | 0.6 |
- 0.0175 |
- 0.0269 |
- 0.0206 |
- 0.0373 |
- 0.2117 |
-
-
- | 0.65 |
- 0.0177 |
- 0.0323 |
- 0.0226 |
- 0.0418 |
- 0.2314 |
-
-
- | 0.7 |
- 0.0195 |
- 0.0390 |
- 0.0263 |
- 0.0497 |
- 0.2566 |
-
-
- | 0.75 |
- 0.0206 |
- 0.0406 |
- 0.0264 |
- 0.0513 |
- 0.2750 |
-
-
- | 0.8 |
- 0.0195 |
- 0.0441 |
- 0.0264 |
- 0.0542 |
- 0.2944 |
-
-
- | 0.85 |
- 0.0226 |
- 0.0463 |
- 0.0296 |
- 0.0605 |
- 0.3139 |
-
-
- | 0.9 |
- 0.0213 |
- 0.0488 |
- 0.0275 |
- 0.0624 |
- 0.3317 |
-
-
- | 0.95 |
- 0.0222 |
- 0.0538 |
- 0.0304 |
- 0.0688 |
- 0.3558 |
-
-
- | 1.0 |
- 0.0174 |
- 0.0554 |
- 0.0273 |
- 0.0677 |
- 0.3755 |
-
-
- | avg |
- 0.0152 |
- 0.0267 |
- 0.0187 |
- 0.0337 |
- 0.1752 |
-
-
-
-
-
-
-
-
-
-
-## 20% positives
-> train: [0.7999712 0.2000288]
-> validation: [0.7999712 0.2000288]
-> bin_sld: 312.036s
-> mul_sld: 63.355s
-> bin_sld_gs: 1039.328s
-> mul_sld_gs: 562.297s
-> bin_sld_gsq: 402.075s
-> bin_pacc: 297.187s
-> mul_pacc: 36.589s
-> binmc_pacc: 296.718s
-> mulmc_pacc: 36.777s
-> binne_pacc: 285.556s
-> mulne_pacc: 47.832s
-> bin_pacc_gs: 636.796s
-> mul_pacc_gs: 141.445s
-> bin_cc: 293.873s
-> mul_cc: 46.722s
-> kfcv: 30.476s
-> ref: 26.348s
-> atc_mc: 22.299s
-> atc_ne: 41.782s
-> doc_feat: 11.276s
-> tot: 1040.077s
-
-
-
-
- |
- bin_pacc |
- mul_pacc |
- binmc_pacc |
- mulmc_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0018 |
- 0.0078 |
- 0.0040 |
- 0.0077 |
- 0.0286 |
-
-
- | 0.05 |
- 0.0105 |
- 0.0104 |
- 0.0087 |
- 0.0097 |
- 0.0195 |
-
-
- | 0.1 |
- 0.0119 |
- 0.0129 |
- 0.0105 |
- 0.0118 |
- 0.0114 |
-
-
- | 0.15 |
- 0.0126 |
- 0.0135 |
- 0.0102 |
- 0.0119 |
- 0.0075 |
-
-
- | 0.2 |
- 0.0126 |
- 0.0147 |
- 0.0107 |
- 0.0120 |
- 0.0108 |
-
-
- | 0.25 |
- 0.0132 |
- 0.0165 |
- 0.0116 |
- 0.0138 |
- 0.0177 |
-
-
- | 0.3 |
- 0.0118 |
- 0.0178 |
- 0.0119 |
- 0.0139 |
- 0.0238 |
-
-
- | 0.35 |
- 0.0138 |
- 0.0214 |
- 0.0136 |
- 0.0159 |
- 0.0367 |
-
-
- | 0.4 |
- 0.0153 |
- 0.0234 |
- 0.0144 |
- 0.0163 |
- 0.0448 |
-
-
- | 0.45 |
- 0.0143 |
- 0.0217 |
- 0.0138 |
- 0.0158 |
- 0.0538 |
-
-
- | 0.5 |
- 0.0151 |
- 0.0240 |
- 0.0150 |
- 0.0176 |
- 0.0640 |
-
-
- | 0.55 |
- 0.0134 |
- 0.0282 |
- 0.0159 |
- 0.0186 |
- 0.0729 |
-
-
- | 0.6 |
- 0.0154 |
- 0.0291 |
- 0.0166 |
- 0.0190 |
- 0.0810 |
-
-
- | 0.65 |
- 0.0150 |
- 0.0310 |
- 0.0167 |
- 0.0207 |
- 0.0895 |
-
-
- | 0.7 |
- 0.0140 |
- 0.0335 |
- 0.0179 |
- 0.0222 |
- 0.1031 |
-
-
- | 0.75 |
- 0.0129 |
- 0.0299 |
- 0.0152 |
- 0.0195 |
- 0.1092 |
-
-
- | 0.8 |
- 0.0148 |
- 0.0372 |
- 0.0188 |
- 0.0239 |
- 0.1170 |
-
-
- | 0.85 |
- 0.0150 |
- 0.0412 |
- 0.0216 |
- 0.0252 |
- 0.1265 |
-
-
- | 0.9 |
- 0.0168 |
- 0.0446 |
- 0.0213 |
- 0.0266 |
- 0.1322 |
-
-
- | 0.95 |
- 0.0147 |
- 0.0418 |
- 0.0199 |
- 0.0264 |
- 0.1443 |
-
-
- | 1.0 |
- 0.0098 |
- 0.0416 |
- 0.0229 |
- 0.0282 |
- 0.1494 |
-
-
- | avg |
- 0.0131 |
- 0.0258 |
- 0.0148 |
- 0.0179 |
- 0.0687 |
-
-
-
-
-
-
-
-
-
-
-## 30% positives
-> train: [0.7000288 0.2999712]
-> validation: [0.7000288 0.2999712]
-> bin_sld: 302.903s
-> mul_sld: 59.883s
-> bin_sld_gs: 1013.188s
-> mul_sld_gs: 556.087s
-> bin_sld_gsq: 413.115s
-> bin_pacc: 294.712s
-> mul_pacc: 45.954s
-> binmc_pacc: 300.950s
-> mulmc_pacc: 45.939s
-> binne_pacc: 289.350s
-> mulne_pacc: 38.137s
-> bin_pacc_gs: 643.072s
-> mul_pacc_gs: 149.582s
-> bin_cc: 298.684s
-> mul_cc: 43.908s
-> kfcv: 37.403s
-> ref: 28.756s
-> atc_mc: 39.420s
-> atc_ne: 24.347s
-> doc_feat: 22.815s
-> tot: 1014.314s
-
-
-
-
- |
- bin_pacc |
- mul_pacc |
- binmc_pacc |
- mulmc_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0069 |
- 0.0108 |
- 0.0074 |
- 0.0089 |
- 0.0279 |
-
-
- | 0.05 |
- 0.0120 |
- 0.0123 |
- 0.0117 |
- 0.0125 |
- 0.0220 |
-
-
- | 0.1 |
- 0.0134 |
- 0.0130 |
- 0.0125 |
- 0.0136 |
- 0.0157 |
-
-
- | 0.15 |
- 0.0142 |
- 0.0121 |
- 0.0127 |
- 0.0132 |
- 0.0111 |
-
-
- | 0.2 |
- 0.0152 |
- 0.0132 |
- 0.0132 |
- 0.0147 |
- 0.0108 |
-
-
- | 0.25 |
- 0.0175 |
- 0.0134 |
- 0.0152 |
- 0.0164 |
- 0.0106 |
-
-
- | 0.3 |
- 0.0169 |
- 0.0134 |
- 0.0146 |
- 0.0152 |
- 0.0105 |
-
-
- | 0.35 |
- 0.0230 |
- 0.0158 |
- 0.0178 |
- 0.0188 |
- 0.0143 |
-
-
- | 0.4 |
- 0.0244 |
- 0.0160 |
- 0.0180 |
- 0.0191 |
- 0.0199 |
-
-
- | 0.45 |
- 0.0237 |
- 0.0152 |
- 0.0173 |
- 0.0183 |
- 0.0235 |
-
-
- | 0.5 |
- 0.0274 |
- 0.0182 |
- 0.0207 |
- 0.0214 |
- 0.0301 |
-
-
- | 0.55 |
- 0.0282 |
- 0.0168 |
- 0.0192 |
- 0.0199 |
- 0.0355 |
-
-
- | 0.6 |
- 0.0304 |
- 0.0171 |
- 0.0198 |
- 0.0207 |
- 0.0404 |
-
-
- | 0.65 |
- 0.0327 |
- 0.0193 |
- 0.0219 |
- 0.0224 |
- 0.0442 |
-
-
- | 0.7 |
- 0.0372 |
- 0.0222 |
- 0.0241 |
- 0.0252 |
- 0.0517 |
-
-
- | 0.75 |
- 0.0366 |
- 0.0205 |
- 0.0239 |
- 0.0240 |
- 0.0584 |
-
-
- | 0.8 |
- 0.0400 |
- 0.0234 |
- 0.0259 |
- 0.0267 |
- 0.0608 |
-
-
- | 0.85 |
- 0.0442 |
- 0.0233 |
- 0.0275 |
- 0.0269 |
- 0.0669 |
-
-
- | 0.9 |
- 0.0458 |
- 0.0246 |
- 0.0284 |
- 0.0285 |
- 0.0698 |
-
-
- | 0.95 |
- 0.0452 |
- 0.0227 |
- 0.0268 |
- 0.0271 |
- 0.0804 |
-
-
- | 1.0 |
- 0.0406 |
- 0.0226 |
- 0.0275 |
- 0.0222 |
- 0.0817 |
-
-
- | avg |
- 0.0274 |
- 0.0174 |
- 0.0193 |
- 0.0198 |
- 0.0374 |
-
-
-
-
-
-
-
-
-
-
-## 40% positives
-> train: [0.5999424 0.4000576]
-> validation: [0.60008641 0.39991359]
-> bin_sld: 298.351s
-> mul_sld: 51.270s
-> bin_sld_gs: 1033.280s
-> mul_sld_gs: 546.452s
-> bin_sld_gsq: 421.394s
-> bin_pacc: 298.508s
-> mul_pacc: 34.186s
-> binmc_pacc: 289.145s
-> mulmc_pacc: 42.455s
-> binne_pacc: 296.554s
-> mulne_pacc: 45.269s
-> bin_pacc_gs: 645.096s
-> mul_pacc_gs: 145.337s
-> bin_cc: 300.133s
-> mul_cc: 42.690s
-> kfcv: 36.406s
-> ref: 22.353s
-> atc_mc: 38.798s
-> atc_ne: 34.811s
-> doc_feat: 13.850s
-> tot: 1034.124s
-
-
-
-
- |
- bin_pacc |
- mul_pacc |
- binmc_pacc |
- mulmc_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0057 |
- 0.0137 |
- 0.0096 |
- 0.0082 |
- 0.0207 |
-
-
- | 0.05 |
- 0.0129 |
- 0.0148 |
- 0.0133 |
- 0.0129 |
- 0.0204 |
-
-
- | 0.1 |
- 0.0150 |
- 0.0154 |
- 0.0137 |
- 0.0142 |
- 0.0160 |
-
-
- | 0.15 |
- 0.0180 |
- 0.0182 |
- 0.0153 |
- 0.0159 |
- 0.0151 |
-
-
- | 0.2 |
- 0.0201 |
- 0.0194 |
- 0.0155 |
- 0.0161 |
- 0.0133 |
-
-
- | 0.25 |
- 0.0173 |
- 0.0172 |
- 0.0122 |
- 0.0129 |
- 0.0099 |
-
-
- | 0.3 |
- 0.0204 |
- 0.0207 |
- 0.0142 |
- 0.0161 |
- 0.0107 |
-
-
- | 0.35 |
- 0.0263 |
- 0.0253 |
- 0.0159 |
- 0.0182 |
- 0.0089 |
-
-
- | 0.4 |
- 0.0294 |
- 0.0275 |
- 0.0165 |
- 0.0203 |
- 0.0099 |
-
-
- | 0.45 |
- 0.0293 |
- 0.0279 |
- 0.0169 |
- 0.0204 |
- 0.0109 |
-
-
- | 0.5 |
- 0.0346 |
- 0.0321 |
- 0.0190 |
- 0.0238 |
- 0.0115 |
-
-
- | 0.55 |
- 0.0342 |
- 0.0315 |
- 0.0173 |
- 0.0234 |
- 0.0117 |
-
-
- | 0.6 |
- 0.0400 |
- 0.0354 |
- 0.0197 |
- 0.0268 |
- 0.0135 |
-
-
- | 0.65 |
- 0.0411 |
- 0.0375 |
- 0.0184 |
- 0.0270 |
- 0.0142 |
-
-
- | 0.7 |
- 0.0455 |
- 0.0393 |
- 0.0213 |
- 0.0303 |
- 0.0168 |
-
-
- | 0.75 |
- 0.0475 |
- 0.0421 |
- 0.0213 |
- 0.0319 |
- 0.0182 |
-
-
- | 0.8 |
- 0.0496 |
- 0.0438 |
- 0.0224 |
- 0.0337 |
- 0.0198 |
-
-
- | 0.85 |
- 0.0547 |
- 0.0480 |
- 0.0227 |
- 0.0365 |
- 0.0229 |
-
-
- | 0.9 |
- 0.0543 |
- 0.0468 |
- 0.0208 |
- 0.0358 |
- 0.0272 |
-
-
- | 0.95 |
- 0.0581 |
- 0.0500 |
- 0.0234 |
- 0.0390 |
- 0.0283 |
-
-
- | 1.0 |
- 0.0447 |
- 0.0509 |
- 0.0206 |
- 0.0400 |
- 0.0310 |
-
-
- | avg |
- 0.0333 |
- 0.0313 |
- 0.0176 |
- 0.0240 |
- 0.0167 |
-
-
-
-
-
-
-
-
-
-
-## 50% positives
-> train: [0.5 0.5]
-> validation: [0.5 0.5]
-> bin_sld: 303.489s
-> mul_sld: 50.183s
-> bin_sld_gs: 1015.361s
-> mul_sld_gs: 552.539s
-> bin_sld_gsq: 418.096s
-> bin_pacc: 296.283s
-> mul_pacc: 32.547s
-> binmc_pacc: 299.487s
-> mulmc_pacc: 40.506s
-> binne_pacc: 293.984s
-> mulne_pacc: 39.974s
-> bin_pacc_gs: 643.158s
-> mul_pacc_gs: 146.732s
-> bin_cc: 292.672s
-> mul_cc: 37.348s
-> kfcv: 29.093s
-> ref: 16.306s
-> atc_mc: 25.874s
-> atc_ne: 28.890s
-> doc_feat: 11.601s
-> tot: 1016.064s
-
-
-
-
- |
- bin_pacc |
- mul_pacc |
- binmc_pacc |
- mulmc_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0117 |
- 0.0112 |
- 0.0083 |
- 0.0097 |
- 0.0100 |
-
-
- | 0.05 |
- 0.0152 |
- 0.0123 |
- 0.0105 |
- 0.0123 |
- 0.0090 |
-
-
- | 0.1 |
- 0.0151 |
- 0.0137 |
- 0.0122 |
- 0.0129 |
- 0.0096 |
-
-
- | 0.15 |
- 0.0160 |
- 0.0154 |
- 0.0134 |
- 0.0144 |
- 0.0085 |
-
-
- | 0.2 |
- 0.0158 |
- 0.0152 |
- 0.0135 |
- 0.0151 |
- 0.0086 |
-
-
- | 0.25 |
- 0.0141 |
- 0.0153 |
- 0.0123 |
- 0.0140 |
- 0.0094 |
-
-
- | 0.3 |
- 0.0156 |
- 0.0162 |
- 0.0145 |
- 0.0160 |
- 0.0098 |
-
-
- | 0.35 |
- 0.0162 |
- 0.0138 |
- 0.0145 |
- 0.0164 |
- 0.0094 |
-
-
- | 0.4 |
- 0.0154 |
- 0.0144 |
- 0.0140 |
- 0.0160 |
- 0.0101 |
-
-
- | 0.45 |
- 0.0147 |
- 0.0142 |
- 0.0139 |
- 0.0154 |
- 0.0103 |
-
-
- | 0.5 |
- 0.0177 |
- 0.0174 |
- 0.0170 |
- 0.0194 |
- 0.0124 |
-
-
- | 0.55 |
- 0.0168 |
- 0.0183 |
- 0.0169 |
- 0.0196 |
- 0.0113 |
-
-
- | 0.6 |
- 0.0172 |
- 0.0191 |
- 0.0181 |
- 0.0197 |
- 0.0110 |
-
-
- | 0.65 |
- 0.0166 |
- 0.0178 |
- 0.0170 |
- 0.0184 |
- 0.0112 |
-
-
- | 0.7 |
- 0.0154 |
- 0.0197 |
- 0.0179 |
- 0.0196 |
- 0.0109 |
-
-
- | 0.75 |
- 0.0165 |
- 0.0227 |
- 0.0190 |
- 0.0208 |
- 0.0109 |
-
-
- | 0.8 |
- 0.0164 |
- 0.0230 |
- 0.0186 |
- 0.0209 |
- 0.0100 |
-
-
- | 0.85 |
- 0.0159 |
- 0.0248 |
- 0.0193 |
- 0.0218 |
- 0.0107 |
-
-
- | 0.9 |
- 0.0146 |
- 0.0236 |
- 0.0179 |
- 0.0195 |
- 0.0114 |
-
-
- | 0.95 |
- 0.0135 |
- 0.0291 |
- 0.0202 |
- 0.0226 |
- 0.0119 |
-
-
- | 1.0 |
- 0.0111 |
- 0.0279 |
- 0.0188 |
- 0.0204 |
- 0.0107 |
-
-
- | avg |
- 0.0153 |
- 0.0184 |
- 0.0156 |
- 0.0174 |
- 0.0103 |
-
-
-
-
-
-
-
-
-
-
-## 60% positives
-> train: [0.39991359 0.60008641]
-> validation: [0.4000576 0.5999424]
-> bin_sld: 296.102s
-> mul_sld: 56.083s
-> bin_sld_gs: 1060.976s
-> mul_sld_gs: 551.619s
-> bin_sld_gsq: 425.664s
-> bin_pacc: 293.321s
-> mul_pacc: 44.690s
-> binmc_pacc: 296.400s
-> mulmc_pacc: 38.640s
-> binne_pacc: 288.195s
-> mulne_pacc: 44.768s
-> bin_pacc_gs: 645.660s
-> mul_pacc_gs: 146.232s
-> bin_cc: 299.198s
-> mul_cc: 41.642s
-> kfcv: 21.885s
-> ref: 26.261s
-> atc_mc: 37.391s
-> atc_ne: 35.750s
-> doc_feat: 19.963s
-> tot: 1061.773s
-
-
-
-
- |
- bin_pacc |
- mul_pacc |
- binmc_pacc |
- mulmc_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0103 |
- 0.0234 |
- 0.0109 |
- 0.0118 |
- 0.0238 |
-
-
- | 0.05 |
- 0.0211 |
- 0.0316 |
- 0.0390 |
- 0.0171 |
- 0.0205 |
-
-
- | 0.1 |
- 0.0186 |
- 0.0290 |
- 0.0357 |
- 0.0155 |
- 0.0209 |
-
-
- | 0.15 |
- 0.0218 |
- 0.0323 |
- 0.0377 |
- 0.0177 |
- 0.0139 |
-
-
- | 0.2 |
- 0.0218 |
- 0.0334 |
- 0.0369 |
- 0.0207 |
- 0.0166 |
-
-
- | 0.25 |
- 0.0206 |
- 0.0318 |
- 0.0347 |
- 0.0189 |
- 0.0133 |
-
-
- | 0.3 |
- 0.0196 |
- 0.0325 |
- 0.0329 |
- 0.0199 |
- 0.0127 |
-
-
- | 0.35 |
- 0.0222 |
- 0.0370 |
- 0.0371 |
- 0.0232 |
- 0.0116 |
-
-
- | 0.4 |
- 0.0224 |
- 0.0379 |
- 0.0366 |
- 0.0254 |
- 0.0120 |
-
-
- | 0.45 |
- 0.0214 |
- 0.0348 |
- 0.0321 |
- 0.0236 |
- 0.0118 |
-
-
- | 0.5 |
- 0.0250 |
- 0.0389 |
- 0.0366 |
- 0.0291 |
- 0.0122 |
-
-
- | 0.55 |
- 0.0224 |
- 0.0381 |
- 0.0337 |
- 0.0281 |
- 0.0127 |
-
-
- | 0.6 |
- 0.0244 |
- 0.0415 |
- 0.0364 |
- 0.0318 |
- 0.0134 |
-
-
- | 0.65 |
- 0.0219 |
- 0.0375 |
- 0.0308 |
- 0.0290 |
- 0.0147 |
-
-
- | 0.7 |
- 0.0253 |
- 0.0451 |
- 0.0368 |
- 0.0377 |
- 0.0193 |
-
-
- | 0.75 |
- 0.0241 |
- 0.0440 |
- 0.0342 |
- 0.0366 |
- 0.0206 |
-
-
- | 0.8 |
- 0.0216 |
- 0.0417 |
- 0.0307 |
- 0.0361 |
- 0.0241 |
-
-
- | 0.85 |
- 0.0219 |
- 0.0435 |
- 0.0305 |
- 0.0388 |
- 0.0237 |
-
-
- | 0.9 |
- 0.0212 |
- 0.0420 |
- 0.0289 |
- 0.0387 |
- 0.0286 |
-
-
- | 0.95 |
- 0.0242 |
- 0.0468 |
- 0.0323 |
- 0.0448 |
- 0.0316 |
-
-
- | 1.0 |
- 0.0214 |
- 0.0459 |
- 0.0281 |
- 0.0451 |
- 0.0343 |
-
-
- | avg |
- 0.0216 |
- 0.0375 |
- 0.0330 |
- 0.0281 |
- 0.0187 |
-
-
-
-
-
-
-
-
-
-
-## 70% positives
-> train: [0.2999712 0.7000288]
-> validation: [0.2999712 0.7000288]
-> bin_sld: 303.930s
-> mul_sld: 40.110s
-> bin_sld_gs: 1015.962s
-> mul_sld_gs: 557.286s
-> bin_sld_gsq: 414.452s
-> bin_pacc: 292.176s
-> mul_pacc: 47.800s
-> binmc_pacc: 302.570s
-> mulmc_pacc: 44.408s
-> binne_pacc: 293.019s
-> mulne_pacc: 43.783s
-> bin_pacc_gs: 648.943s
-> mul_pacc_gs: 150.210s
-> bin_cc: 288.613s
-> mul_cc: 38.672s
-> kfcv: 32.153s
-> ref: 34.374s
-> atc_mc: 38.938s
-> atc_ne: 40.313s
-> doc_feat: 20.243s
-> tot: 1016.774s
-
-
-
-
- |
- bin_pacc |
- mul_pacc |
- binmc_pacc |
- mulmc_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0045 |
- 0.0155 |
- 0.0122 |
- 0.0325 |
- 0.0699 |
-
-
- | 0.05 |
- 0.0099 |
- 0.0135 |
- 0.0119 |
- 0.0251 |
- 0.0635 |
-
-
- | 0.1 |
- 0.0107 |
- 0.0137 |
- 0.0132 |
- 0.0240 |
- 0.0617 |
-
-
- | 0.15 |
- 0.0100 |
- 0.0127 |
- 0.0108 |
- 0.0191 |
- 0.0528 |
-
-
- | 0.2 |
- 0.0121 |
- 0.0155 |
- 0.0123 |
- 0.0190 |
- 0.0507 |
-
-
- | 0.25 |
- 0.0106 |
- 0.0151 |
- 0.0118 |
- 0.0164 |
- 0.0430 |
-
-
- | 0.3 |
- 0.0106 |
- 0.0140 |
- 0.0110 |
- 0.0144 |
- 0.0386 |
-
-
- | 0.35 |
- 0.0100 |
- 0.0144 |
- 0.0102 |
- 0.0123 |
- 0.0338 |
-
-
- | 0.4 |
- 0.0112 |
- 0.0175 |
- 0.0109 |
- 0.0127 |
- 0.0306 |
-
-
- | 0.45 |
- 0.0125 |
- 0.0160 |
- 0.0124 |
- 0.0133 |
- 0.0265 |
-
-
- | 0.5 |
- 0.0123 |
- 0.0176 |
- 0.0124 |
- 0.0137 |
- 0.0207 |
-
-
- | 0.55 |
- 0.0108 |
- 0.0182 |
- 0.0109 |
- 0.0132 |
- 0.0167 |
-
-
- | 0.6 |
- 0.0106 |
- 0.0195 |
- 0.0101 |
- 0.0128 |
- 0.0144 |
-
-
- | 0.65 |
- 0.0126 |
- 0.0205 |
- 0.0130 |
- 0.0162 |
- 0.0118 |
-
-
- | 0.7 |
- 0.0096 |
- 0.0249 |
- 0.0124 |
- 0.0188 |
- 0.0100 |
-
-
- | 0.75 |
- 0.0101 |
- 0.0249 |
- 0.0134 |
- 0.0215 |
- 0.0090 |
-
-
- | 0.8 |
- 0.0113 |
- 0.0245 |
- 0.0153 |
- 0.0213 |
- 0.0125 |
-
-
- | 0.85 |
- 0.0132 |
- 0.0280 |
- 0.0190 |
- 0.0272 |
- 0.0141 |
-
-
- | 0.9 |
- 0.0139 |
- 0.0263 |
- 0.0194 |
- 0.0266 |
- 0.0185 |
-
-
- | 0.95 |
- 0.0214 |
- 0.0325 |
- 0.0273 |
- 0.0349 |
- 0.0250 |
-
-
- | 1.0 |
- 0.0178 |
- 0.0332 |
- 0.0288 |
- 0.0383 |
- 0.0288 |
-
-
- | avg |
- 0.0117 |
- 0.0199 |
- 0.0142 |
- 0.0206 |
- 0.0311 |
-
-
-
-
-
-
-
-
-
-
-## 80% positives
-> train: [0.2000288 0.7999712]
-> validation: [0.2000288 0.7999712]
-> bin_sld: 302.697s
-> mul_sld: 51.427s
-> bin_sld_gs: 1033.432s
-> mul_sld_gs: 553.840s
-> bin_sld_gsq: 405.825s
-> bin_pacc: 296.888s
-> mul_pacc: 34.390s
-> binmc_pacc: 300.681s
-> mulmc_pacc: 44.972s
-> binne_pacc: 284.115s
-> mulne_pacc: 37.204s
-> bin_pacc_gs: 637.277s
-> mul_pacc_gs: 146.708s
-> bin_cc: 297.171s
-> mul_cc: 42.941s
-> kfcv: 27.967s
-> ref: 32.469s
-> atc_mc: 22.965s
-> atc_ne: 39.769s
-> doc_feat: 19.964s
-> tot: 1034.198s
-
-
-
-
- |
- bin_pacc |
- mul_pacc |
- binmc_pacc |
- mulmc_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0310 |
- 0.0233 |
- 0.0318 |
- 0.0406 |
- 0.1270 |
-
-
- | 0.05 |
- 0.0392 |
- 0.0290 |
- 0.0244 |
- 0.0297 |
- 0.1198 |
-
-
- | 0.1 |
- 0.0297 |
- 0.0212 |
- 0.0271 |
- 0.0335 |
- 0.1165 |
-
-
- | 0.15 |
- 0.0324 |
- 0.0231 |
- 0.0221 |
- 0.0269 |
- 0.1057 |
-
-
- | 0.2 |
- 0.0310 |
- 0.0226 |
- 0.0244 |
- 0.0284 |
- 0.0976 |
-
-
- | 0.25 |
- 0.0316 |
- 0.0243 |
- 0.0234 |
- 0.0255 |
- 0.0873 |
-
-
- | 0.3 |
- 0.0316 |
- 0.0231 |
- 0.0204 |
- 0.0225 |
- 0.0804 |
-
-
- | 0.35 |
- 0.0302 |
- 0.0207 |
- 0.0189 |
- 0.0196 |
- 0.0719 |
-
-
- | 0.4 |
- 0.0289 |
- 0.0214 |
- 0.0212 |
- 0.0212 |
- 0.0668 |
-
-
- | 0.45 |
- 0.0251 |
- 0.0193 |
- 0.0181 |
- 0.0188 |
- 0.0571 |
-
-
- | 0.5 |
- 0.0267 |
- 0.0189 |
- 0.0188 |
- 0.0181 |
- 0.0507 |
-
-
- | 0.55 |
- 0.0245 |
- 0.0170 |
- 0.0160 |
- 0.0148 |
- 0.0430 |
-
-
- | 0.6 |
- 0.0267 |
- 0.0181 |
- 0.0157 |
- 0.0138 |
- 0.0363 |
-
-
- | 0.65 |
- 0.0239 |
- 0.0171 |
- 0.0162 |
- 0.0149 |
- 0.0247 |
-
-
- | 0.7 |
- 0.0232 |
- 0.0168 |
- 0.0145 |
- 0.0138 |
- 0.0184 |
-
-
- | 0.75 |
- 0.0230 |
- 0.0160 |
- 0.0154 |
- 0.0145 |
- 0.0119 |
-
-
- | 0.8 |
- 0.0235 |
- 0.0152 |
- 0.0160 |
- 0.0150 |
- 0.0099 |
-
-
- | 0.85 |
- 0.0203 |
- 0.0127 |
- 0.0142 |
- 0.0147 |
- 0.0101 |
-
-
- | 0.9 |
- 0.0179 |
- 0.0114 |
- 0.0134 |
- 0.0147 |
- 0.0152 |
-
-
- | 0.95 |
- 0.0188 |
- 0.0103 |
- 0.0137 |
- 0.0169 |
- 0.0224 |
-
-
- | 1.0 |
- 0.0143 |
- 0.0077 |
- 0.0091 |
- 0.0172 |
- 0.0294 |
-
-
- | avg |
- 0.0264 |
- 0.0185 |
- 0.0188 |
- 0.0207 |
- 0.0572 |
-
-
-
-
-
-
-
-
-
-
-## 90% positives
-> train: [0.0999424 0.9000576]
-> validation: [0.10008641 0.89991359]
-> bin_sld: 170.505s
-> mul_sld: 31.294s
-> mul_sld_gs: 380.780s
-> bin_cc: 164.518s
-> mul_cc: 20.620s
-> kfcv: 15.634s
-> ref: 13.757s
-> atc_mc: 18.010s
-> atc_ne: 18.026s
-> doc_feat: 10.161s
-> tot: 381.531s
-
-
-
-
- |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.2957 |
-
-
- | 0.05 |
- 0.2812 |
-
-
- | 0.1 |
- 0.2658 |
-
-
- | 0.15 |
- 0.2470 |
-
-
- | 0.2 |
- 0.2327 |
-
-
- | 0.25 |
- 0.2133 |
-
-
- | 0.3 |
- 0.1958 |
-
-
- | 0.35 |
- 0.1800 |
-
-
- | 0.4 |
- 0.1661 |
-
-
- | 0.45 |
- 0.1473 |
-
-
- | 0.5 |
- 0.1307 |
-
-
- | 0.55 |
- 0.1150 |
-
-
- | 0.6 |
- 0.0995 |
-
-
- | 0.65 |
- 0.0798 |
-
-
- | 0.7 |
- 0.0650 |
-
-
- | 0.75 |
- 0.0479 |
-
-
- | 0.8 |
- 0.0312 |
-
-
- | 0.85 |
- 0.0160 |
-
-
- | 0.9 |
- 0.0060 |
-
-
- | 0.95 |
- 0.0171 |
-
-
- | 1.0 |
- 0.0339 |
-
-
- | avg |
- 0.1365 |
-
-
-
-
-
-
-
-
-
-
-## avg
-### avg on train
-
-
-
- |
- bin_pacc |
- mul_pacc |
- binmc_pacc |
- mulmc_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0096 |
- 0.0150 |
- 0.0110 |
- 0.0162 |
- 0.0712 |
-
-
- | 0.05 |
- 0.0160 |
- 0.0169 |
- 0.0158 |
- 0.0157 |
- 0.0635 |
-
-
- | 0.1 |
- 0.0155 |
- 0.0163 |
- 0.0168 |
- 0.0168 |
- 0.0582 |
-
-
- | 0.15 |
- 0.0168 |
- 0.0171 |
- 0.0165 |
- 0.0162 |
- 0.0541 |
-
-
- | 0.2 |
- 0.0172 |
- 0.0179 |
- 0.0170 |
- 0.0171 |
- 0.0541 |
-
-
- | 0.25 |
- 0.0170 |
- 0.0179 |
- 0.0167 |
- 0.0165 |
- 0.0523 |
-
-
- | 0.3 |
- 0.0172 |
- 0.0185 |
- 0.0163 |
- 0.0166 |
- 0.0520 |
-
-
- | 0.35 |
- 0.0193 |
- 0.0202 |
- 0.0179 |
- 0.0181 |
- 0.0529 |
-
-
- | 0.4 |
- 0.0201 |
- 0.0219 |
- 0.0186 |
- 0.0195 |
- 0.0545 |
-
-
- | 0.45 |
- 0.0197 |
- 0.0209 |
- 0.0179 |
- 0.0190 |
- 0.0543 |
-
-
- | 0.5 |
- 0.0219 |
- 0.0236 |
- 0.0199 |
- 0.0218 |
- 0.0558 |
-
-
- | 0.55 |
- 0.0211 |
- 0.0243 |
- 0.0190 |
- 0.0216 |
- 0.0568 |
-
-
- | 0.6 |
- 0.0228 |
- 0.0259 |
- 0.0196 |
- 0.0227 |
- 0.0579 |
-
-
- | 0.65 |
- 0.0227 |
- 0.0266 |
- 0.0196 |
- 0.0238 |
- 0.0579 |
-
-
- | 0.7 |
- 0.0237 |
- 0.0301 |
- 0.0214 |
- 0.0272 |
- 0.0613 |
-
-
- | 0.75 |
- 0.0239 |
- 0.0301 |
- 0.0211 |
- 0.0275 |
- 0.0623 |
-
-
- | 0.8 |
- 0.0246 |
- 0.0316 |
- 0.0218 |
- 0.0290 |
- 0.0644 |
-
-
- | 0.85 |
- 0.0260 |
- 0.0335 |
- 0.0231 |
- 0.0314 |
- 0.0672 |
-
-
- | 0.9 |
- 0.0257 |
- 0.0335 |
- 0.0222 |
- 0.0316 |
- 0.0712 |
-
-
- | 0.95 |
- 0.0273 |
- 0.0359 |
- 0.0243 |
- 0.0350 |
- 0.0796 |
-
-
- | 1.0 |
- 0.0221 |
- 0.0357 |
- 0.0229 |
- 0.0349 |
- 0.0861 |
-
-
- | avg |
- 0.0205 |
- 0.0244 |
- 0.0190 |
- 0.0228 |
- 0.0613 |
-
-
-
-
-
-
-### avg on test
-
-
-
- |
- bin_pacc |
- mul_pacc |
- binmc_pacc |
- mulmc_pacc |
- atc_mc |
-
-
-
-
- | 0.1 |
- 0.0152 |
- 0.0267 |
- 0.0187 |
- 0.0337 |
- 0.1752 |
-
-
- | 0.2 |
- 0.0131 |
- 0.0258 |
- 0.0148 |
- 0.0179 |
- 0.0687 |
-
-
- | 0.3 |
- 0.0274 |
- 0.0174 |
- 0.0193 |
- 0.0198 |
- 0.0374 |
-
-
- | 0.4 |
- 0.0333 |
- 0.0313 |
- 0.0176 |
- 0.0240 |
- 0.0167 |
-
-
- | 0.5 |
- 0.0153 |
- 0.0184 |
- 0.0156 |
- 0.0174 |
- 0.0103 |
-
-
- | 0.6 |
- 0.0216 |
- 0.0375 |
- 0.0330 |
- 0.0281 |
- 0.0187 |
-
-
- | 0.7 |
- 0.0117 |
- 0.0199 |
- 0.0142 |
- 0.0206 |
- 0.0311 |
-
-
- | 0.8 |
- 0.0264 |
- 0.0185 |
- 0.0188 |
- 0.0207 |
- 0.0572 |
-
-
- | 0.9 |
- NaN |
- NaN |
- NaN |
- NaN |
- 0.1365 |
-
-
- | avg |
- 0.0205 |
- 0.0244 |
- 0.0190 |
- 0.0228 |
- 0.0613 |
-
-
-
-
-
-
-### avg dataset shift
-
diff --git a/output/main/imdb_9prevs/imdb_max_conf_vs_atc_pacc_f1.md b/output/main/imdb_9prevs/imdb_max_conf_vs_atc_pacc_f1.md
deleted file mode 100644
index 6e708d2..0000000
--- a/output/main/imdb_9prevs/imdb_max_conf_vs_atc_pacc_f1.md
+++ /dev/null
@@ -1,2189 +0,0 @@
-# imdb_9prevs
-
-## 10% positives
-> train: [0.89991359 0.10008641]
-> validation: [0.9000576 0.0999424]
-> bin_sld: 249.048s
-> mul_sld: 71.459s
-> mul_sld_gs: 455.993s
-> bin_pacc: 244.563s
-> mul_pacc: 43.016s
-> binmc_pacc: 240.469s
-> mulmc_pacc: 41.750s
-> binne_pacc: 236.217s
-> mulne_pacc: 34.041s
-> bin_cc: 241.914s
-> mul_cc: 40.328s
-> kfcv: 24.723s
-> ref: 18.562s
-> atc_mc: 27.491s
-> atc_ne: 25.568s
-> doc_feat: 11.526s
-> tot: 456.775s
-
-
-
-
- |
- bin_pacc |
- mul_pacc |
- binmc_pacc |
- mulmc_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0194 |
- 0.2076 |
- 0.0000 |
- 0.1036 |
- 0.0000 |
-
-
- | 0.05 |
- 0.0113 |
- 0.0499 |
- 0.0088 |
- 0.0574 |
- 0.0240 |
-
-
- | 0.1 |
- 0.0089 |
- 0.0305 |
- 0.0081 |
- 0.0631 |
- 0.0244 |
-
-
- | 0.15 |
- 0.0095 |
- 0.0247 |
- 0.0093 |
- 0.0635 |
- 0.0228 |
-
-
- | 0.2 |
- 0.0092 |
- 0.0240 |
- 0.0079 |
- 0.0614 |
- 0.0245 |
-
-
- | 0.25 |
- 0.0061 |
- 0.0202 |
- 0.0082 |
- 0.0497 |
- 0.0246 |
-
-
- | 0.3 |
- 0.0071 |
- 0.0217 |
- 0.0078 |
- 0.0552 |
- 0.0266 |
-
-
- | 0.35 |
- 0.0062 |
- 0.0202 |
- 0.0081 |
- 0.0506 |
- 0.0248 |
-
-
- | 0.4 |
- 0.0049 |
- 0.0174 |
- 0.0052 |
- 0.0557 |
- 0.0230 |
-
-
- | 0.45 |
- 0.0065 |
- 0.0181 |
- 0.0059 |
- 0.0528 |
- 0.0257 |
-
-
- | 0.5 |
- 0.0072 |
- 0.0218 |
- 0.0077 |
- 0.0609 |
- 0.0264 |
-
-
- | 0.55 |
- 0.0064 |
- 0.0180 |
- 0.0060 |
- 0.0558 |
- 0.0239 |
-
-
- | 0.6 |
- 0.0058 |
- 0.0192 |
- 0.0066 |
- 0.0594 |
- 0.0248 |
-
-
- | 0.65 |
- 0.0072 |
- 0.0174 |
- 0.0073 |
- 0.0557 |
- 0.0247 |
-
-
- | 0.7 |
- 0.0060 |
- 0.0180 |
- 0.0071 |
- 0.0591 |
- 0.0239 |
-
-
- | 0.75 |
- 0.0050 |
- 0.0175 |
- 0.0056 |
- 0.0531 |
- 0.0255 |
-
-
- | 0.8 |
- 0.0057 |
- 0.0173 |
- 0.0064 |
- 0.0535 |
- 0.0242 |
-
-
- | 0.85 |
- 0.0056 |
- 0.0172 |
- 0.0057 |
- 0.0603 |
- 0.0240 |
-
-
- | 0.9 |
- 0.0062 |
- 0.0186 |
- 0.0076 |
- 0.0601 |
- 0.0256 |
-
-
- | 0.95 |
- 0.0046 |
- 0.0187 |
- 0.0058 |
- 0.0611 |
- 0.0246 |
-
-
- | 1.0 |
- 0.0046 |
- 0.0180 |
- 0.0073 |
- 0.0520 |
- 0.0246 |
-
-
- | avg |
- 0.0073 |
- 0.0303 |
- 0.0068 |
- 0.0592 |
- 0.0234 |
-
-
-
-
-
-
-
-
-
-
-## 20% positives
-> train: [0.7999712 0.2000288]
-> validation: [0.7999712 0.2000288]
-> bin_sld: 312.036s
-> mul_sld: 63.355s
-> bin_sld_gs: 1039.328s
-> mul_sld_gs: 562.297s
-> bin_sld_gsq: 402.075s
-> bin_pacc: 297.187s
-> mul_pacc: 36.589s
-> binmc_pacc: 296.718s
-> mulmc_pacc: 36.777s
-> binne_pacc: 285.556s
-> mulne_pacc: 47.832s
-> bin_pacc_gs: 636.796s
-> mul_pacc_gs: 141.445s
-> bin_cc: 293.873s
-> mul_cc: 46.722s
-> kfcv: 30.476s
-> ref: 26.348s
-> atc_mc: 22.299s
-> atc_ne: 41.782s
-> doc_feat: 11.276s
-> tot: 1040.077s
-
-
-
-
- |
- bin_pacc |
- mul_pacc |
- binmc_pacc |
- mulmc_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.3041 |
- 0.5277 |
- 0.3456 |
- 0.3689 |
- 0.0183 |
-
-
- | 0.05 |
- 0.1646 |
- 0.1447 |
- 0.0974 |
- 0.1541 |
- 0.2921 |
-
-
- | 0.1 |
- 0.0968 |
- 0.0978 |
- 0.0652 |
- 0.1047 |
- 0.2745 |
-
-
- | 0.15 |
- 0.0725 |
- 0.0792 |
- 0.0560 |
- 0.0856 |
- 0.2661 |
-
-
- | 0.2 |
- 0.0513 |
- 0.0705 |
- 0.0440 |
- 0.0656 |
- 0.2539 |
-
-
- | 0.25 |
- 0.0373 |
- 0.0634 |
- 0.0359 |
- 0.0601 |
- 0.2445 |
-
-
- | 0.3 |
- 0.0274 |
- 0.0634 |
- 0.0362 |
- 0.0554 |
- 0.2483 |
-
-
- | 0.35 |
- 0.0280 |
- 0.0672 |
- 0.0398 |
- 0.0578 |
- 0.2419 |
-
-
- | 0.4 |
- 0.0272 |
- 0.0673 |
- 0.0396 |
- 0.0571 |
- 0.2441 |
-
-
- | 0.45 |
- 0.0235 |
- 0.0588 |
- 0.0322 |
- 0.0468 |
- 0.2362 |
-
-
- | 0.5 |
- 0.0171 |
- 0.0559 |
- 0.0291 |
- 0.0437 |
- 0.2307 |
-
-
- | 0.55 |
- 0.0170 |
- 0.0598 |
- 0.0352 |
- 0.0458 |
- 0.2358 |
-
-
- | 0.6 |
- 0.0165 |
- 0.0575 |
- 0.0315 |
- 0.0408 |
- 0.2318 |
-
-
- | 0.65 |
- 0.0121 |
- 0.0554 |
- 0.0294 |
- 0.0395 |
- 0.2306 |
-
-
- | 0.7 |
- 0.0137 |
- 0.0586 |
- 0.0346 |
- 0.0423 |
- 0.2291 |
-
-
- | 0.75 |
- 0.0106 |
- 0.0493 |
- 0.0292 |
- 0.0325 |
- 0.2291 |
-
-
- | 0.8 |
- 0.0106 |
- 0.0562 |
- 0.0310 |
- 0.0376 |
- 0.2310 |
-
-
- | 0.85 |
- 0.0094 |
- 0.0560 |
- 0.0339 |
- 0.0375 |
- 0.2303 |
-
-
- | 0.9 |
- 0.0100 |
- 0.0575 |
- 0.0311 |
- 0.0380 |
- 0.2295 |
-
-
- | 0.95 |
- 0.0079 |
- 0.0551 |
- 0.0297 |
- 0.0342 |
- 0.2301 |
-
-
- | 1.0 |
- 0.0073 |
- 0.0561 |
- 0.0294 |
- 0.0344 |
- 0.2308 |
-
-
- | avg |
- 0.0459 |
- 0.0885 |
- 0.0541 |
- 0.0706 |
- 0.2314 |
-
-
-
-
-
-
-
-
-
-
-## 30% positives
-> train: [0.7000288 0.2999712]
-> validation: [0.7000288 0.2999712]
-> bin_sld: 302.903s
-> mul_sld: 59.883s
-> bin_sld_gs: 1013.188s
-> mul_sld_gs: 556.087s
-> bin_sld_gsq: 413.115s
-> bin_pacc: 294.712s
-> mul_pacc: 45.954s
-> binmc_pacc: 300.950s
-> mulmc_pacc: 45.939s
-> binne_pacc: 289.350s
-> mulne_pacc: 38.137s
-> bin_pacc_gs: 643.072s
-> mul_pacc_gs: 149.582s
-> bin_cc: 298.684s
-> mul_cc: 43.908s
-> kfcv: 37.403s
-> ref: 28.756s
-> atc_mc: 39.420s
-> atc_ne: 24.347s
-> doc_feat: 22.815s
-> tot: 1014.314s
-
-
-
-
- |
- bin_pacc |
- mul_pacc |
- binmc_pacc |
- mulmc_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.1919 |
- 0.5442 |
- 0.2315 |
- 0.2162 |
- 0.2272 |
-
-
- | 0.05 |
- 0.0921 |
- 0.1161 |
- 0.0894 |
- 0.0994 |
- 0.1227 |
-
-
- | 0.1 |
- 0.0642 |
- 0.0682 |
- 0.0597 |
- 0.0644 |
- 0.1024 |
-
-
- | 0.15 |
- 0.0519 |
- 0.0455 |
- 0.0449 |
- 0.0470 |
- 0.0885 |
-
-
- | 0.2 |
- 0.0436 |
- 0.0373 |
- 0.0380 |
- 0.0396 |
- 0.0813 |
-
-
- | 0.25 |
- 0.0459 |
- 0.0330 |
- 0.0403 |
- 0.0398 |
- 0.0713 |
-
-
- | 0.3 |
- 0.0357 |
- 0.0283 |
- 0.0302 |
- 0.0309 |
- 0.0552 |
-
-
- | 0.35 |
- 0.0467 |
- 0.0287 |
- 0.0371 |
- 0.0331 |
- 0.0572 |
-
-
- | 0.4 |
- 0.0430 |
- 0.0253 |
- 0.0327 |
- 0.0284 |
- 0.0500 |
-
-
- | 0.45 |
- 0.0389 |
- 0.0234 |
- 0.0300 |
- 0.0261 |
- 0.0469 |
-
-
- | 0.5 |
- 0.0388 |
- 0.0250 |
- 0.0306 |
- 0.0264 |
- 0.0429 |
-
-
- | 0.55 |
- 0.0396 |
- 0.0216 |
- 0.0286 |
- 0.0235 |
- 0.0411 |
-
-
- | 0.6 |
- 0.0379 |
- 0.0203 |
- 0.0270 |
- 0.0216 |
- 0.0383 |
-
-
- | 0.65 |
- 0.0381 |
- 0.0218 |
- 0.0278 |
- 0.0220 |
- 0.0383 |
-
-
- | 0.7 |
- 0.0419 |
- 0.0246 |
- 0.0306 |
- 0.0245 |
- 0.0372 |
-
-
- | 0.75 |
- 0.0377 |
- 0.0204 |
- 0.0275 |
- 0.0208 |
- 0.0335 |
-
-
- | 0.8 |
- 0.0388 |
- 0.0219 |
- 0.0278 |
- 0.0216 |
- 0.0340 |
-
-
- | 0.85 |
- 0.0401 |
- 0.0211 |
- 0.0286 |
- 0.0204 |
- 0.0327 |
-
-
- | 0.9 |
- 0.0396 |
- 0.0217 |
- 0.0281 |
- 0.0210 |
- 0.0326 |
-
-
- | 0.95 |
- 0.0375 |
- 0.0186 |
- 0.0258 |
- 0.0182 |
- 0.0284 |
-
-
- | 1.0 |
- 0.0345 |
- 0.0194 |
- 0.0258 |
- 0.0183 |
- 0.0295 |
-
-
- | avg |
- 0.0514 |
- 0.0565 |
- 0.0449 |
- 0.0411 |
- 0.0615 |
-
-
-
-
-
-
-
-
-
-
-## 40% positives
-> train: [0.5999424 0.4000576]
-> validation: [0.60008641 0.39991359]
-> bin_sld: 298.351s
-> mul_sld: 51.270s
-> bin_sld_gs: 1033.280s
-> mul_sld_gs: 546.452s
-> bin_sld_gsq: 421.394s
-> bin_pacc: 298.508s
-> mul_pacc: 34.186s
-> binmc_pacc: 289.145s
-> mulmc_pacc: 42.455s
-> binne_pacc: 296.554s
-> mulne_pacc: 45.269s
-> bin_pacc_gs: 645.096s
-> mul_pacc_gs: 145.337s
-> bin_cc: 300.133s
-> mul_cc: 42.690s
-> kfcv: 36.406s
-> ref: 22.353s
-> atc_mc: 38.798s
-> atc_ne: 34.811s
-> doc_feat: 13.850s
-> tot: 1034.124s
-
-
-
-
- |
- bin_pacc |
- mul_pacc |
- binmc_pacc |
- mulmc_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0586 |
- 0.0153 |
- 0.2227 |
- 0.1463 |
- 0.4335 |
-
-
- | 0.05 |
- 0.0793 |
- 0.1568 |
- 0.0700 |
- 0.0804 |
- 0.0606 |
-
-
- | 0.1 |
- 0.0586 |
- 0.0883 |
- 0.0478 |
- 0.0543 |
- 0.0339 |
-
-
- | 0.15 |
- 0.0570 |
- 0.0723 |
- 0.0421 |
- 0.0465 |
- 0.0263 |
-
-
- | 0.2 |
- 0.0482 |
- 0.0566 |
- 0.0334 |
- 0.0371 |
- 0.0248 |
-
-
- | 0.25 |
- 0.0394 |
- 0.0466 |
- 0.0241 |
- 0.0271 |
- 0.0213 |
-
-
- | 0.3 |
- 0.0391 |
- 0.0447 |
- 0.0247 |
- 0.0298 |
- 0.0219 |
-
-
- | 0.35 |
- 0.0441 |
- 0.0478 |
- 0.0241 |
- 0.0307 |
- 0.0195 |
-
-
- | 0.4 |
- 0.0428 |
- 0.0459 |
- 0.0219 |
- 0.0306 |
- 0.0164 |
-
-
- | 0.45 |
- 0.0395 |
- 0.0414 |
- 0.0215 |
- 0.0283 |
- 0.0191 |
-
-
- | 0.5 |
- 0.0421 |
- 0.0429 |
- 0.0219 |
- 0.0298 |
- 0.0164 |
-
-
- | 0.55 |
- 0.0375 |
- 0.0380 |
- 0.0184 |
- 0.0270 |
- 0.0133 |
-
-
- | 0.6 |
- 0.0403 |
- 0.0390 |
- 0.0193 |
- 0.0286 |
- 0.0131 |
-
-
- | 0.65 |
- 0.0392 |
- 0.0389 |
- 0.0176 |
- 0.0277 |
- 0.0124 |
-
-
- | 0.7 |
- 0.0398 |
- 0.0374 |
- 0.0187 |
- 0.0281 |
- 0.0116 |
-
-
- | 0.75 |
- 0.0393 |
- 0.0377 |
- 0.0183 |
- 0.0281 |
- 0.0104 |
-
-
- | 0.8 |
- 0.0381 |
- 0.0361 |
- 0.0175 |
- 0.0275 |
- 0.0107 |
-
-
- | 0.85 |
- 0.0396 |
- 0.0372 |
- 0.0172 |
- 0.0282 |
- 0.0084 |
-
-
- | 0.9 |
- 0.0370 |
- 0.0343 |
- 0.0150 |
- 0.0263 |
- 0.0080 |
-
-
- | 0.95 |
- 0.0377 |
- 0.0349 |
- 0.0162 |
- 0.0273 |
- 0.0082 |
-
-
- | 1.0 |
- 0.0296 |
- 0.0343 |
- 0.0139 |
- 0.0271 |
- 0.0072 |
-
-
- | avg |
- 0.0441 |
- 0.0489 |
- 0.0346 |
- 0.0389 |
- 0.0380 |
-
-
-
-
-
-
-
-
-
-
-## 50% positives
-> train: [0.5 0.5]
-> validation: [0.5 0.5]
-> bin_sld: 303.489s
-> mul_sld: 50.183s
-> bin_sld_gs: 1015.361s
-> mul_sld_gs: 552.539s
-> bin_sld_gsq: 418.096s
-> bin_pacc: 296.283s
-> mul_pacc: 32.547s
-> binmc_pacc: 299.487s
-> mulmc_pacc: 40.506s
-> binne_pacc: 293.984s
-> mulne_pacc: 39.974s
-> bin_pacc_gs: 643.158s
-> mul_pacc_gs: 146.732s
-> bin_cc: 292.672s
-> mul_cc: 37.348s
-> kfcv: 29.093s
-> ref: 16.306s
-> atc_mc: 25.874s
-> atc_ne: 28.890s
-> doc_feat: 11.601s
-> tot: 1016.064s
-
-
-
-
- |
- bin_pacc |
- mul_pacc |
- binmc_pacc |
- mulmc_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0727 |
- 0.0999 |
- 0.0841 |
- 0.0569 |
- 0.5313 |
-
-
- | 0.05 |
- 0.0546 |
- 0.0591 |
- 0.0540 |
- 0.0638 |
- 0.2320 |
-
-
- | 0.1 |
- 0.0370 |
- 0.0421 |
- 0.0364 |
- 0.0413 |
- 0.1230 |
-
-
- | 0.15 |
- 0.0356 |
- 0.0352 |
- 0.0329 |
- 0.0363 |
- 0.0683 |
-
-
- | 0.2 |
- 0.0294 |
- 0.0293 |
- 0.0279 |
- 0.0325 |
- 0.0417 |
-
-
- | 0.25 |
- 0.0237 |
- 0.0241 |
- 0.0218 |
- 0.0249 |
- 0.0278 |
-
-
- | 0.3 |
- 0.0223 |
- 0.0237 |
- 0.0219 |
- 0.0248 |
- 0.0169 |
-
-
- | 0.35 |
- 0.0221 |
- 0.0194 |
- 0.0217 |
- 0.0240 |
- 0.0129 |
-
-
- | 0.4 |
- 0.0185 |
- 0.0191 |
- 0.0183 |
- 0.0210 |
- 0.0113 |
-
-
- | 0.45 |
- 0.0163 |
- 0.0169 |
- 0.0163 |
- 0.0180 |
- 0.0107 |
-
-
- | 0.5 |
- 0.0179 |
- 0.0194 |
- 0.0185 |
- 0.0210 |
- 0.0121 |
-
-
- | 0.55 |
- 0.0160 |
- 0.0188 |
- 0.0170 |
- 0.0195 |
- 0.0109 |
-
-
- | 0.6 |
- 0.0151 |
- 0.0184 |
- 0.0168 |
- 0.0180 |
- 0.0105 |
-
-
- | 0.65 |
- 0.0135 |
- 0.0157 |
- 0.0147 |
- 0.0157 |
- 0.0105 |
-
-
- | 0.7 |
- 0.0119 |
- 0.0169 |
- 0.0148 |
- 0.0158 |
- 0.0106 |
-
-
- | 0.75 |
- 0.0124 |
- 0.0182 |
- 0.0152 |
- 0.0160 |
- 0.0107 |
-
-
- | 0.8 |
- 0.0114 |
- 0.0172 |
- 0.0136 |
- 0.0150 |
- 0.0105 |
-
-
- | 0.85 |
- 0.0104 |
- 0.0175 |
- 0.0135 |
- 0.0147 |
- 0.0100 |
-
-
- | 0.9 |
- 0.0091 |
- 0.0158 |
- 0.0119 |
- 0.0125 |
- 0.0111 |
-
-
- | 0.95 |
- 0.0081 |
- 0.0185 |
- 0.0129 |
- 0.0139 |
- 0.0114 |
-
-
- | 1.0 |
- 0.0064 |
- 0.0168 |
- 0.0113 |
- 0.0120 |
- 0.0102 |
-
-
- | avg |
- 0.0221 |
- 0.0268 |
- 0.0236 |
- 0.0246 |
- 0.0569 |
-
-
-
-
-
-
-
-
-
-
-## 60% positives
-> train: [0.39991359 0.60008641]
-> validation: [0.4000576 0.5999424]
-> bin_sld: 296.102s
-> mul_sld: 56.083s
-> bin_sld_gs: 1060.976s
-> mul_sld_gs: 551.619s
-> bin_sld_gsq: 425.664s
-> bin_pacc: 293.321s
-> mul_pacc: 44.690s
-> binmc_pacc: 296.400s
-> mulmc_pacc: 38.640s
-> binne_pacc: 288.195s
-> mulne_pacc: 44.768s
-> bin_pacc_gs: 645.660s
-> mul_pacc_gs: 146.232s
-> bin_cc: 299.198s
-> mul_cc: 41.642s
-> kfcv: 21.885s
-> ref: 26.261s
-> atc_mc: 37.391s
-> atc_ne: 35.750s
-> doc_feat: 19.963s
-> tot: 1061.773s
-
-
-
-
- |
- bin_pacc |
- mul_pacc |
- binmc_pacc |
- mulmc_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0129 |
- 0.0047 |
- 0.0002 |
- 0.0090 |
- 0.5686 |
-
-
- | 0.05 |
- 0.0626 |
- 0.1122 |
- 0.1583 |
- 0.0788 |
- 0.3422 |
-
-
- | 0.1 |
- 0.0488 |
- 0.0845 |
- 0.1162 |
- 0.0585 |
- 0.2281 |
-
-
- | 0.15 |
- 0.0454 |
- 0.0760 |
- 0.0959 |
- 0.0512 |
- 0.1475 |
-
-
- | 0.2 |
- 0.0374 |
- 0.0646 |
- 0.0756 |
- 0.0452 |
- 0.1066 |
-
-
- | 0.25 |
- 0.0320 |
- 0.0543 |
- 0.0613 |
- 0.0363 |
- 0.0747 |
-
-
- | 0.3 |
- 0.0275 |
- 0.0490 |
- 0.0508 |
- 0.0334 |
- 0.0515 |
-
-
- | 0.35 |
- 0.0292 |
- 0.0504 |
- 0.0515 |
- 0.0351 |
- 0.0344 |
-
-
- | 0.4 |
- 0.0257 |
- 0.0469 |
- 0.0450 |
- 0.0338 |
- 0.0235 |
-
-
- | 0.45 |
- 0.0230 |
- 0.0398 |
- 0.0364 |
- 0.0282 |
- 0.0169 |
-
-
- | 0.5 |
- 0.0246 |
- 0.0403 |
- 0.0371 |
- 0.0307 |
- 0.0121 |
-
-
- | 0.55 |
- 0.0204 |
- 0.0366 |
- 0.0319 |
- 0.0276 |
- 0.0087 |
-
-
- | 0.6 |
- 0.0206 |
- 0.0362 |
- 0.0314 |
- 0.0284 |
- 0.0082 |
-
-
- | 0.65 |
- 0.0172 |
- 0.0311 |
- 0.0248 |
- 0.0244 |
- 0.0093 |
-
-
- | 0.7 |
- 0.0189 |
- 0.0345 |
- 0.0278 |
- 0.0292 |
- 0.0122 |
-
-
- | 0.75 |
- 0.0169 |
- 0.0317 |
- 0.0242 |
- 0.0265 |
- 0.0135 |
-
-
- | 0.8 |
- 0.0143 |
- 0.0282 |
- 0.0205 |
- 0.0245 |
- 0.0156 |
-
-
- | 0.85 |
- 0.0136 |
- 0.0277 |
- 0.0190 |
- 0.0246 |
- 0.0152 |
-
-
- | 0.9 |
- 0.0126 |
- 0.0254 |
- 0.0173 |
- 0.0234 |
- 0.0178 |
-
-
- | 0.95 |
- 0.0137 |
- 0.0269 |
- 0.0183 |
- 0.0256 |
- 0.0189 |
-
-
- | 1.0 |
- 0.0115 |
- 0.0251 |
- 0.0152 |
- 0.0246 |
- 0.0197 |
-
-
- | avg |
- 0.0252 |
- 0.0441 |
- 0.0457 |
- 0.0333 |
- 0.0831 |
-
-
-
-
-
-
-
-
-
-
-## 70% positives
-> train: [0.2999712 0.7000288]
-> validation: [0.2999712 0.7000288]
-> bin_sld: 303.930s
-> mul_sld: 40.110s
-> bin_sld_gs: 1015.962s
-> mul_sld_gs: 557.286s
-> bin_sld_gsq: 414.452s
-> bin_pacc: 292.176s
-> mul_pacc: 47.800s
-> binmc_pacc: 302.570s
-> mulmc_pacc: 44.408s
-> binne_pacc: 293.019s
-> mulne_pacc: 43.783s
-> bin_pacc_gs: 648.943s
-> mul_pacc_gs: 150.210s
-> bin_cc: 288.613s
-> mul_cc: 38.672s
-> kfcv: 32.153s
-> ref: 34.374s
-> atc_mc: 38.938s
-> atc_ne: 40.313s
-> doc_feat: 20.243s
-> tot: 1016.774s
-
-
-
-
- |
- bin_pacc |
- mul_pacc |
- binmc_pacc |
- mulmc_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0208 |
- 0.0112 |
- 0.0560 |
- 0.0339 |
- 0.5833 |
-
-
- | 0.05 |
- 0.0385 |
- 0.0461 |
- 0.0414 |
- 0.0355 |
- 0.4272 |
-
-
- | 0.1 |
- 0.0319 |
- 0.0378 |
- 0.0349 |
- 0.0295 |
- 0.3236 |
-
-
- | 0.15 |
- 0.0258 |
- 0.0342 |
- 0.0238 |
- 0.0233 |
- 0.2429 |
-
-
- | 0.2 |
- 0.0256 |
- 0.0309 |
- 0.0235 |
- 0.0232 |
- 0.1899 |
-
-
- | 0.25 |
- 0.0192 |
- 0.0267 |
- 0.0187 |
- 0.0185 |
- 0.1453 |
-
-
- | 0.3 |
- 0.0165 |
- 0.0226 |
- 0.0154 |
- 0.0158 |
- 0.1125 |
-
-
- | 0.35 |
- 0.0145 |
- 0.0245 |
- 0.0133 |
- 0.0171 |
- 0.0875 |
-
-
- | 0.4 |
- 0.0139 |
- 0.0246 |
- 0.0129 |
- 0.0172 |
- 0.0688 |
-
-
- | 0.45 |
- 0.0131 |
- 0.0194 |
- 0.0128 |
- 0.0146 |
- 0.0528 |
-
-
- | 0.5 |
- 0.0121 |
- 0.0202 |
- 0.0120 |
- 0.0158 |
- 0.0385 |
-
-
- | 0.55 |
- 0.0100 |
- 0.0197 |
- 0.0101 |
- 0.0147 |
- 0.0281 |
-
-
- | 0.6 |
- 0.0083 |
- 0.0182 |
- 0.0087 |
- 0.0133 |
- 0.0209 |
-
-
- | 0.65 |
- 0.0098 |
- 0.0172 |
- 0.0104 |
- 0.0139 |
- 0.0125 |
-
-
- | 0.7 |
- 0.0075 |
- 0.0197 |
- 0.0100 |
- 0.0155 |
- 0.0077 |
-
-
- | 0.75 |
- 0.0069 |
- 0.0178 |
- 0.0098 |
- 0.0156 |
- 0.0053 |
-
-
- | 0.8 |
- 0.0073 |
- 0.0164 |
- 0.0103 |
- 0.0145 |
- 0.0065 |
-
-
- | 0.85 |
- 0.0080 |
- 0.0174 |
- 0.0118 |
- 0.0168 |
- 0.0075 |
-
-
- | 0.9 |
- 0.0080 |
- 0.0155 |
- 0.0114 |
- 0.0154 |
- 0.0101 |
-
-
- | 0.95 |
- 0.0116 |
- 0.0179 |
- 0.0150 |
- 0.0190 |
- 0.0136 |
-
-
- | 1.0 |
- 0.0092 |
- 0.0174 |
- 0.0150 |
- 0.0200 |
- 0.0151 |
-
-
- | avg |
- 0.0152 |
- 0.0227 |
- 0.0180 |
- 0.0192 |
- 0.1143 |
-
-
-
-
-
-
-
-
-
-
-## 80% positives
-> train: [0.2000288 0.7999712]
-> validation: [0.2000288 0.7999712]
-> bin_sld: 302.697s
-> mul_sld: 51.427s
-> bin_sld_gs: 1033.432s
-> mul_sld_gs: 553.840s
-> bin_sld_gsq: 405.825s
-> bin_pacc: 296.888s
-> mul_pacc: 34.390s
-> binmc_pacc: 300.681s
-> mulmc_pacc: 44.972s
-> binne_pacc: 284.115s
-> mulne_pacc: 37.204s
-> bin_pacc_gs: 637.277s
-> mul_pacc_gs: 146.708s
-> bin_cc: 297.171s
-> mul_cc: 42.941s
-> kfcv: 27.967s
-> ref: 32.469s
-> atc_mc: 22.965s
-> atc_ne: 39.769s
-> doc_feat: 19.964s
-> tot: 1034.198s
-
-
-
-
- |
- bin_pacc |
- mul_pacc |
- binmc_pacc |
- mulmc_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0556 |
- 0.0701 |
- 0.1046 |
- 0.0556 |
- 0.5690 |
-
-
- | 0.05 |
- 0.0345 |
- 0.0436 |
- 0.0721 |
- 0.0396 |
- 0.4617 |
-
-
- | 0.1 |
- 0.0310 |
- 0.0399 |
- 0.0634 |
- 0.0405 |
- 0.3805 |
-
-
- | 0.15 |
- 0.0216 |
- 0.0251 |
- 0.0464 |
- 0.0272 |
- 0.3102 |
-
-
- | 0.2 |
- 0.0241 |
- 0.0277 |
- 0.0410 |
- 0.0305 |
- 0.2550 |
-
-
- | 0.25 |
- 0.0218 |
- 0.0228 |
- 0.0313 |
- 0.0245 |
- 0.2072 |
-
-
- | 0.3 |
- 0.0195 |
- 0.0189 |
- 0.0249 |
- 0.0207 |
- 0.1705 |
-
-
- | 0.35 |
- 0.0186 |
- 0.0160 |
- 0.0210 |
- 0.0170 |
- 0.1388 |
-
-
- | 0.4 |
- 0.0186 |
- 0.0160 |
- 0.0202 |
- 0.0165 |
- 0.1144 |
-
-
- | 0.45 |
- 0.0156 |
- 0.0139 |
- 0.0167 |
- 0.0147 |
- 0.0909 |
-
-
- | 0.5 |
- 0.0168 |
- 0.0132 |
- 0.0151 |
- 0.0125 |
- 0.0727 |
-
-
- | 0.55 |
- 0.0154 |
- 0.0113 |
- 0.0121 |
- 0.0104 |
- 0.0569 |
-
-
- | 0.6 |
- 0.0160 |
- 0.0108 |
- 0.0102 |
- 0.0093 |
- 0.0441 |
-
-
- | 0.65 |
- 0.0148 |
- 0.0109 |
- 0.0110 |
- 0.0103 |
- 0.0297 |
-
-
- | 0.7 |
- 0.0141 |
- 0.0104 |
- 0.0091 |
- 0.0095 |
- 0.0198 |
-
-
- | 0.75 |
- 0.0136 |
- 0.0093 |
- 0.0090 |
- 0.0094 |
- 0.0119 |
-
-
- | 0.8 |
- 0.0135 |
- 0.0088 |
- 0.0091 |
- 0.0093 |
- 0.0068 |
-
-
- | 0.85 |
- 0.0114 |
- 0.0071 |
- 0.0079 |
- 0.0086 |
- 0.0049 |
-
-
- | 0.9 |
- 0.0097 |
- 0.0061 |
- 0.0072 |
- 0.0082 |
- 0.0076 |
-
-
- | 0.95 |
- 0.0099 |
- 0.0054 |
- 0.0072 |
- 0.0090 |
- 0.0117 |
-
-
- | 1.0 |
- 0.0072 |
- 0.0039 |
- 0.0046 |
- 0.0088 |
- 0.0150 |
-
-
- | avg |
- 0.0192 |
- 0.0186 |
- 0.0259 |
- 0.0187 |
- 0.1419 |
-
-
-
-
-
-
-
-
-
-
-## 90% positives
-> train: [0.0999424 0.9000576]
-> validation: [0.10008641 0.89991359]
-> bin_sld: 170.505s
-> mul_sld: 31.294s
-> mul_sld_gs: 380.780s
-> bin_cc: 164.518s
-> mul_cc: 20.620s
-> kfcv: 15.634s
-> ref: 13.757s
-> atc_mc: 18.010s
-> atc_ne: 18.026s
-> doc_feat: 10.161s
-> tot: 381.531s
-
-
-
-
- |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.5298 |
-
-
- | 0.05 |
- 0.4611 |
-
-
- | 0.1 |
- 0.4018 |
-
-
- | 0.15 |
- 0.3476 |
-
-
- | 0.2 |
- 0.3036 |
-
-
- | 0.25 |
- 0.2600 |
-
-
- | 0.3 |
- 0.2236 |
-
-
- | 0.35 |
- 0.1920 |
-
-
- | 0.4 |
- 0.1657 |
-
-
- | 0.45 |
- 0.1389 |
-
-
- | 0.5 |
- 0.1160 |
-
-
- | 0.55 |
- 0.0962 |
-
-
- | 0.6 |
- 0.0783 |
-
-
- | 0.65 |
- 0.0599 |
-
-
- | 0.7 |
- 0.0461 |
-
-
- | 0.75 |
- 0.0323 |
-
-
- | 0.8 |
- 0.0201 |
-
-
- | 0.85 |
- 0.0099 |
-
-
- | 0.9 |
- 0.0033 |
-
-
- | 0.95 |
- 0.0090 |
-
-
- | 1.0 |
- 0.0172 |
-
-
- | avg |
- 0.1672 |
-
-
-
-
-
-
-
-
-
-
-## avg
-### avg on train
-
-
-
- |
- bin_pacc |
- mul_pacc |
- binmc_pacc |
- mulmc_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0920 |
- 0.1851 |
- 0.1306 |
- 0.1238 |
- 0.3846 |
-
-
- | 0.05 |
- 0.0672 |
- 0.0911 |
- 0.0739 |
- 0.0761 |
- 0.2693 |
-
-
- | 0.1 |
- 0.0472 |
- 0.0611 |
- 0.0540 |
- 0.0570 |
- 0.2102 |
-
-
- | 0.15 |
- 0.0399 |
- 0.0490 |
- 0.0439 |
- 0.0476 |
- 0.1689 |
-
-
- | 0.2 |
- 0.0336 |
- 0.0426 |
- 0.0364 |
- 0.0419 |
- 0.1424 |
-
-
- | 0.25 |
- 0.0282 |
- 0.0364 |
- 0.0302 |
- 0.0351 |
- 0.1196 |
-
-
- | 0.3 |
- 0.0244 |
- 0.0341 |
- 0.0265 |
- 0.0332 |
- 0.1030 |
-
-
- | 0.35 |
- 0.0262 |
- 0.0343 |
- 0.0271 |
- 0.0332 |
- 0.0899 |
-
-
- | 0.4 |
- 0.0243 |
- 0.0328 |
- 0.0245 |
- 0.0325 |
- 0.0797 |
-
-
- | 0.45 |
- 0.0220 |
- 0.0290 |
- 0.0215 |
- 0.0287 |
- 0.0709 |
-
-
- | 0.5 |
- 0.0221 |
- 0.0298 |
- 0.0215 |
- 0.0301 |
- 0.0631 |
-
-
- | 0.55 |
- 0.0203 |
- 0.0280 |
- 0.0199 |
- 0.0281 |
- 0.0572 |
-
-
- | 0.6 |
- 0.0201 |
- 0.0274 |
- 0.0189 |
- 0.0274 |
- 0.0522 |
-
-
- | 0.65 |
- 0.0190 |
- 0.0260 |
- 0.0179 |
- 0.0262 |
- 0.0476 |
-
-
- | 0.7 |
- 0.0192 |
- 0.0275 |
- 0.0191 |
- 0.0280 |
- 0.0443 |
-
-
- | 0.75 |
- 0.0178 |
- 0.0252 |
- 0.0174 |
- 0.0253 |
- 0.0413 |
-
-
- | 0.8 |
- 0.0175 |
- 0.0253 |
- 0.0170 |
- 0.0254 |
- 0.0399 |
-
-
- | 0.85 |
- 0.0173 |
- 0.0251 |
- 0.0172 |
- 0.0264 |
- 0.0381 |
-
-
- | 0.9 |
- 0.0165 |
- 0.0244 |
- 0.0162 |
- 0.0256 |
- 0.0384 |
-
-
- | 0.95 |
- 0.0164 |
- 0.0245 |
- 0.0164 |
- 0.0260 |
- 0.0395 |
-
-
- | 1.0 |
- 0.0138 |
- 0.0239 |
- 0.0153 |
- 0.0247 |
- 0.0410 |
-
-
- | avg |
- 0.0288 |
- 0.0420 |
- 0.0317 |
- 0.0382 |
- 0.1020 |
-
-
-
-
-
-
-### avg on test
-
-
-
- |
- bin_pacc |
- mul_pacc |
- binmc_pacc |
- mulmc_pacc |
- atc_mc |
-
-
-
-
- | 0.1 |
- 0.0073 |
- 0.0303 |
- 0.0068 |
- 0.0592 |
- 0.0234 |
-
-
- | 0.2 |
- 0.0459 |
- 0.0885 |
- 0.0541 |
- 0.0706 |
- 0.2314 |
-
-
- | 0.3 |
- 0.0514 |
- 0.0565 |
- 0.0449 |
- 0.0411 |
- 0.0615 |
-
-
- | 0.4 |
- 0.0441 |
- 0.0489 |
- 0.0346 |
- 0.0389 |
- 0.0380 |
-
-
- | 0.5 |
- 0.0221 |
- 0.0268 |
- 0.0236 |
- 0.0246 |
- 0.0569 |
-
-
- | 0.6 |
- 0.0252 |
- 0.0441 |
- 0.0457 |
- 0.0333 |
- 0.0831 |
-
-
- | 0.7 |
- 0.0152 |
- 0.0227 |
- 0.0180 |
- 0.0192 |
- 0.1143 |
-
-
- | 0.8 |
- 0.0192 |
- 0.0186 |
- 0.0259 |
- 0.0187 |
- 0.1419 |
-
-
- | 0.9 |
- NaN |
- NaN |
- NaN |
- NaN |
- 0.1672 |
-
-
- | avg |
- 0.0288 |
- 0.0420 |
- 0.0317 |
- 0.0382 |
- 0.1020 |
-
-
-
-
-
-
-### avg dataset shift
-
diff --git a/output/main/imdb_9prevs/imdb_max_conf_vs_entropy_acc.md b/output/main/imdb_9prevs/imdb_max_conf_vs_entropy_acc.md
deleted file mode 100644
index d8a658b..0000000
--- a/output/main/imdb_9prevs/imdb_max_conf_vs_entropy_acc.md
+++ /dev/null
@@ -1,2203 +0,0 @@
-# imdb_9prevs
-
-## 10% positives
-> train: [0.89991359 0.10008641]
-> validation: [0.9000576 0.0999424]
-> bin_sld: 189.173s
-> mul_sld: 40.710s
-> binmc_sld: 186.824s
-> mulmc_sld: 25.516s
-> binne_sld: 187.658s
-> mulne_sld: 23.672s
-> bin_pacc: 176.373s
-> mul_pacc: 20.080s
-> ref: 13.306s
-> atc_mc: 17.351s
-> tot: 189.603s
-
-
-
-
- |
- binmc_sld |
- mulmc_sld |
- binne_sld |
- mulne_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0035 |
- 0.0032 |
- 0.0016 |
- 0.0017 |
- 0.0370 |
-
-
- | 0.05 |
- 0.0080 |
- 0.0092 |
- 0.0091 |
- 0.0102 |
- 0.0155 |
-
-
- | 0.1 |
- 0.0103 |
- 0.0119 |
- 0.0101 |
- 0.0114 |
- 0.0067 |
-
-
- | 0.15 |
- 0.0107 |
- 0.0135 |
- 0.0100 |
- 0.0116 |
- 0.0255 |
-
-
- | 0.2 |
- 0.0097 |
- 0.0118 |
- 0.0094 |
- 0.0101 |
- 0.0457 |
-
-
- | 0.25 |
- 0.0105 |
- 0.0122 |
- 0.0106 |
- 0.0107 |
- 0.0664 |
-
-
- | 0.3 |
- 0.0099 |
- 0.0103 |
- 0.0116 |
- 0.0097 |
- 0.0858 |
-
-
- | 0.35 |
- 0.0110 |
- 0.0106 |
- 0.0124 |
- 0.0104 |
- 0.1100 |
-
-
- | 0.4 |
- 0.0139 |
- 0.0118 |
- 0.0157 |
- 0.0119 |
- 0.1302 |
-
-
- | 0.45 |
- 0.0178 |
- 0.0134 |
- 0.0197 |
- 0.0133 |
- 0.1477 |
-
-
- | 0.5 |
- 0.0213 |
- 0.0158 |
- 0.0224 |
- 0.0152 |
- 0.1697 |
-
-
- | 0.55 |
- 0.0262 |
- 0.0187 |
- 0.0261 |
- 0.0177 |
- 0.1922 |
-
-
- | 0.6 |
- 0.0349 |
- 0.0274 |
- 0.0329 |
- 0.0247 |
- 0.2117 |
-
-
- | 0.65 |
- 0.0391 |
- 0.0313 |
- 0.0346 |
- 0.0261 |
- 0.2314 |
-
-
- | 0.7 |
- 0.0440 |
- 0.0351 |
- 0.0375 |
- 0.0269 |
- 0.2566 |
-
-
- | 0.75 |
- 0.0518 |
- 0.0468 |
- 0.0419 |
- 0.0324 |
- 0.2750 |
-
-
- | 0.8 |
- 0.0573 |
- 0.0516 |
- 0.0441 |
- 0.0344 |
- 0.2944 |
-
-
- | 0.85 |
- 0.0665 |
- 0.0651 |
- 0.0492 |
- 0.0404 |
- 0.3139 |
-
-
- | 0.9 |
- 0.0696 |
- 0.0731 |
- 0.0486 |
- 0.0421 |
- 0.3317 |
-
-
- | 0.95 |
- 0.0494 |
- 0.0592 |
- 0.0427 |
- 0.0410 |
- 0.3558 |
-
-
- | 1.0 |
- 0.0001 |
- 0.0118 |
- 0.0001 |
- 0.0118 |
- 0.3755 |
-
-
- | avg |
- 0.0269 |
- 0.0259 |
- 0.0233 |
- 0.0197 |
- 0.1752 |
-
-
-
-
-
-
-
-
-
-
-## 20% positives
-> train: [0.7999712 0.2000288]
-> validation: [0.7999712 0.2000288]
-> bin_sld: 187.104s
-> mul_sld: 36.250s
-> binmc_sld: 185.481s
-> mulmc_sld: 31.669s
-> binne_sld: 187.316s
-> mulne_sld: 35.209s
-> bin_pacc: 177.023s
-> mul_pacc: 19.936s
-> ref: 13.278s
-> atc_mc: 17.449s
-> tot: 188.478s
-
-
-
-
- |
- binmc_sld |
- mulmc_sld |
- binne_sld |
- mulne_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0030 |
- 0.0033 |
- 0.0014 |
- 0.0024 |
- 0.0286 |
-
-
- | 0.05 |
- 0.0088 |
- 0.0082 |
- 0.0115 |
- 0.0133 |
- 0.0195 |
-
-
- | 0.1 |
- 0.0124 |
- 0.0101 |
- 0.0137 |
- 0.0116 |
- 0.0114 |
-
-
- | 0.15 |
- 0.0139 |
- 0.0102 |
- 0.0147 |
- 0.0110 |
- 0.0075 |
-
-
- | 0.2 |
- 0.0136 |
- 0.0116 |
- 0.0137 |
- 0.0118 |
- 0.0108 |
-
-
- | 0.25 |
- 0.0140 |
- 0.0125 |
- 0.0124 |
- 0.0135 |
- 0.0177 |
-
-
- | 0.3 |
- 0.0143 |
- 0.0140 |
- 0.0132 |
- 0.0174 |
- 0.0238 |
-
-
- | 0.35 |
- 0.0163 |
- 0.0174 |
- 0.0133 |
- 0.0223 |
- 0.0367 |
-
-
- | 0.4 |
- 0.0180 |
- 0.0195 |
- 0.0146 |
- 0.0284 |
- 0.0448 |
-
-
- | 0.45 |
- 0.0168 |
- 0.0189 |
- 0.0159 |
- 0.0290 |
- 0.0538 |
-
-
- | 0.5 |
- 0.0182 |
- 0.0234 |
- 0.0161 |
- 0.0348 |
- 0.0640 |
-
-
- | 0.55 |
- 0.0208 |
- 0.0286 |
- 0.0167 |
- 0.0414 |
- 0.0729 |
-
-
- | 0.6 |
- 0.0247 |
- 0.0334 |
- 0.0215 |
- 0.0485 |
- 0.0810 |
-
-
- | 0.65 |
- 0.0242 |
- 0.0363 |
- 0.0201 |
- 0.0517 |
- 0.0895 |
-
-
- | 0.7 |
- 0.0319 |
- 0.0435 |
- 0.0259 |
- 0.0586 |
- 0.1031 |
-
-
- | 0.75 |
- 0.0315 |
- 0.0446 |
- 0.0243 |
- 0.0599 |
- 0.1092 |
-
-
- | 0.8 |
- 0.0369 |
- 0.0531 |
- 0.0276 |
- 0.0681 |
- 0.1170 |
-
-
- | 0.85 |
- 0.0446 |
- 0.0614 |
- 0.0304 |
- 0.0748 |
- 0.1265 |
-
-
- | 0.9 |
- 0.0469 |
- 0.0666 |
- 0.0305 |
- 0.0789 |
- 0.1322 |
-
-
- | 0.95 |
- 0.0464 |
- 0.0681 |
- 0.0282 |
- 0.0807 |
- 0.1443 |
-
-
- | 1.0 |
- 0.0104 |
- 0.0499 |
- 0.0030 |
- 0.0770 |
- 0.1494 |
-
-
- | avg |
- 0.0223 |
- 0.0302 |
- 0.0176 |
- 0.0398 |
- 0.0687 |
-
-
-
-
-
-
-
-
-
-
-## 30% positives
-> train: [0.7000288 0.2999712]
-> validation: [0.7000288 0.2999712]
-> bin_sld: 182.167s
-> mul_sld: 29.557s
-> binmc_sld: 180.200s
-> mulmc_sld: 28.430s
-> binne_sld: 181.220s
-> mulne_sld: 28.868s
-> bin_pacc: 174.026s
-> mul_pacc: 20.400s
-> ref: 13.451s
-> atc_mc: 18.102s
-> tot: 183.051s
-
-
-
-
- |
- binmc_sld |
- mulmc_sld |
- binne_sld |
- mulne_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0027 |
- 0.0052 |
- 0.0015 |
- 0.0059 |
- 0.0279 |
-
-
- | 0.05 |
- 0.0099 |
- 0.0108 |
- 0.0107 |
- 0.0161 |
- 0.0220 |
-
-
- | 0.1 |
- 0.0144 |
- 0.0144 |
- 0.0175 |
- 0.0194 |
- 0.0157 |
-
-
- | 0.15 |
- 0.0143 |
- 0.0145 |
- 0.0172 |
- 0.0187 |
- 0.0111 |
-
-
- | 0.2 |
- 0.0146 |
- 0.0145 |
- 0.0168 |
- 0.0167 |
- 0.0108 |
-
-
- | 0.25 |
- 0.0157 |
- 0.0140 |
- 0.0169 |
- 0.0149 |
- 0.0106 |
-
-
- | 0.3 |
- 0.0160 |
- 0.0147 |
- 0.0168 |
- 0.0158 |
- 0.0105 |
-
-
- | 0.35 |
- 0.0165 |
- 0.0142 |
- 0.0167 |
- 0.0153 |
- 0.0143 |
-
-
- | 0.4 |
- 0.0162 |
- 0.0150 |
- 0.0156 |
- 0.0161 |
- 0.0199 |
-
-
- | 0.45 |
- 0.0151 |
- 0.0139 |
- 0.0140 |
- 0.0158 |
- 0.0235 |
-
-
- | 0.5 |
- 0.0182 |
- 0.0170 |
- 0.0165 |
- 0.0195 |
- 0.0301 |
-
-
- | 0.55 |
- 0.0173 |
- 0.0157 |
- 0.0158 |
- 0.0196 |
- 0.0355 |
-
-
- | 0.6 |
- 0.0165 |
- 0.0173 |
- 0.0155 |
- 0.0222 |
- 0.0404 |
-
-
- | 0.65 |
- 0.0189 |
- 0.0188 |
- 0.0169 |
- 0.0235 |
- 0.0442 |
-
-
- | 0.7 |
- 0.0249 |
- 0.0241 |
- 0.0230 |
- 0.0301 |
- 0.0517 |
-
-
- | 0.75 |
- 0.0236 |
- 0.0250 |
- 0.0212 |
- 0.0295 |
- 0.0584 |
-
-
- | 0.8 |
- 0.0258 |
- 0.0264 |
- 0.0225 |
- 0.0305 |
- 0.0608 |
-
-
- | 0.85 |
- 0.0299 |
- 0.0320 |
- 0.0251 |
- 0.0347 |
- 0.0669 |
-
-
- | 0.9 |
- 0.0319 |
- 0.0335 |
- 0.0250 |
- 0.0342 |
- 0.0698 |
-
-
- | 0.95 |
- 0.0326 |
- 0.0356 |
- 0.0241 |
- 0.0328 |
- 0.0804 |
-
-
- | 1.0 |
- 0.0090 |
- 0.0157 |
- 0.0035 |
- 0.0181 |
- 0.0817 |
-
-
- | avg |
- 0.0183 |
- 0.0187 |
- 0.0168 |
- 0.0214 |
- 0.0374 |
-
-
-
-
-
-
-
-
-
-
-## 40% positives
-> train: [0.5999424 0.4000576]
-> validation: [0.60008641 0.39991359]
-> bin_sld: 181.684s
-> mul_sld: 30.343s
-> binmc_sld: 179.998s
-> mulmc_sld: 29.275s
-> binne_sld: 182.085s
-> mulne_sld: 29.662s
-> bin_pacc: 176.735s
-> mul_pacc: 20.744s
-> ref: 13.516s
-> atc_mc: 17.986s
-> tot: 183.203s
-
-
-
-
- |
- binmc_sld |
- mulmc_sld |
- binne_sld |
- mulne_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0029 |
- 0.0059 |
- 0.0017 |
- 0.0059 |
- 0.0207 |
-
-
- | 0.05 |
- 0.0089 |
- 0.0109 |
- 0.0077 |
- 0.0117 |
- 0.0204 |
-
-
- | 0.1 |
- 0.0139 |
- 0.0139 |
- 0.0137 |
- 0.0164 |
- 0.0160 |
-
-
- | 0.15 |
- 0.0161 |
- 0.0160 |
- 0.0173 |
- 0.0186 |
- 0.0151 |
-
-
- | 0.2 |
- 0.0168 |
- 0.0161 |
- 0.0183 |
- 0.0198 |
- 0.0133 |
-
-
- | 0.25 |
- 0.0144 |
- 0.0145 |
- 0.0166 |
- 0.0187 |
- 0.0099 |
-
-
- | 0.3 |
- 0.0176 |
- 0.0177 |
- 0.0207 |
- 0.0225 |
- 0.0107 |
-
-
- | 0.35 |
- 0.0171 |
- 0.0155 |
- 0.0180 |
- 0.0178 |
- 0.0089 |
-
-
- | 0.4 |
- 0.0171 |
- 0.0152 |
- 0.0175 |
- 0.0164 |
- 0.0099 |
-
-
- | 0.45 |
- 0.0178 |
- 0.0156 |
- 0.0186 |
- 0.0169 |
- 0.0109 |
-
-
- | 0.5 |
- 0.0204 |
- 0.0175 |
- 0.0207 |
- 0.0181 |
- 0.0115 |
-
-
- | 0.55 |
- 0.0181 |
- 0.0162 |
- 0.0182 |
- 0.0168 |
- 0.0117 |
-
-
- | 0.6 |
- 0.0194 |
- 0.0163 |
- 0.0178 |
- 0.0163 |
- 0.0135 |
-
-
- | 0.65 |
- 0.0177 |
- 0.0151 |
- 0.0159 |
- 0.0153 |
- 0.0142 |
-
-
- | 0.7 |
- 0.0202 |
- 0.0169 |
- 0.0175 |
- 0.0165 |
- 0.0168 |
-
-
- | 0.75 |
- 0.0206 |
- 0.0173 |
- 0.0169 |
- 0.0175 |
- 0.0182 |
-
-
- | 0.8 |
- 0.0203 |
- 0.0173 |
- 0.0167 |
- 0.0173 |
- 0.0198 |
-
-
- | 0.85 |
- 0.0221 |
- 0.0190 |
- 0.0185 |
- 0.0199 |
- 0.0229 |
-
-
- | 0.9 |
- 0.0204 |
- 0.0178 |
- 0.0173 |
- 0.0179 |
- 0.0272 |
-
-
- | 0.95 |
- 0.0228 |
- 0.0201 |
- 0.0179 |
- 0.0190 |
- 0.0283 |
-
-
- | 1.0 |
- 0.0089 |
- 0.0100 |
- 0.0041 |
- 0.0088 |
- 0.0310 |
-
-
- | avg |
- 0.0168 |
- 0.0155 |
- 0.0158 |
- 0.0166 |
- 0.0167 |
-
-
-
-
-
-
-
-
-
-
-## 50% positives
-> train: [0.5 0.5]
-> validation: [0.5 0.5]
-> bin_sld: 183.289s
-> mul_sld: 29.440s
-> binmc_sld: 180.043s
-> mulmc_sld: 29.019s
-> binne_sld: 182.581s
-> mulne_sld: 29.161s
-> bin_pacc: 175.513s
-> mul_pacc: 20.580s
-> ref: 13.469s
-> atc_mc: 18.022s
-> tot: 183.861s
-
-
-
-
- |
- binmc_sld |
- mulmc_sld |
- binne_sld |
- mulne_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0017 |
- 0.0063 |
- 0.0012 |
- 0.0061 |
- 0.0100 |
-
-
- | 0.05 |
- 0.0069 |
- 0.0103 |
- 0.0073 |
- 0.0098 |
- 0.0090 |
-
-
- | 0.1 |
- 0.0085 |
- 0.0119 |
- 0.0078 |
- 0.0114 |
- 0.0096 |
-
-
- | 0.15 |
- 0.0117 |
- 0.0141 |
- 0.0106 |
- 0.0138 |
- 0.0085 |
-
-
- | 0.2 |
- 0.0142 |
- 0.0160 |
- 0.0135 |
- 0.0161 |
- 0.0086 |
-
-
- | 0.25 |
- 0.0146 |
- 0.0157 |
- 0.0151 |
- 0.0166 |
- 0.0094 |
-
-
- | 0.3 |
- 0.0176 |
- 0.0184 |
- 0.0192 |
- 0.0204 |
- 0.0098 |
-
-
- | 0.35 |
- 0.0155 |
- 0.0166 |
- 0.0177 |
- 0.0188 |
- 0.0094 |
-
-
- | 0.4 |
- 0.0143 |
- 0.0154 |
- 0.0163 |
- 0.0177 |
- 0.0101 |
-
-
- | 0.45 |
- 0.0153 |
- 0.0168 |
- 0.0184 |
- 0.0205 |
- 0.0103 |
-
-
- | 0.5 |
- 0.0170 |
- 0.0161 |
- 0.0178 |
- 0.0180 |
- 0.0124 |
-
-
- | 0.55 |
- 0.0172 |
- 0.0178 |
- 0.0181 |
- 0.0200 |
- 0.0113 |
-
-
- | 0.6 |
- 0.0184 |
- 0.0180 |
- 0.0199 |
- 0.0207 |
- 0.0110 |
-
-
- | 0.65 |
- 0.0186 |
- 0.0170 |
- 0.0199 |
- 0.0194 |
- 0.0112 |
-
-
- | 0.7 |
- 0.0176 |
- 0.0150 |
- 0.0170 |
- 0.0157 |
- 0.0109 |
-
-
- | 0.75 |
- 0.0191 |
- 0.0161 |
- 0.0186 |
- 0.0165 |
- 0.0109 |
-
-
- | 0.8 |
- 0.0182 |
- 0.0147 |
- 0.0176 |
- 0.0151 |
- 0.0100 |
-
-
- | 0.85 |
- 0.0193 |
- 0.0152 |
- 0.0173 |
- 0.0145 |
- 0.0107 |
-
-
- | 0.9 |
- 0.0173 |
- 0.0119 |
- 0.0138 |
- 0.0104 |
- 0.0114 |
-
-
- | 0.95 |
- 0.0204 |
- 0.0141 |
- 0.0159 |
- 0.0126 |
- 0.0119 |
-
-
- | 1.0 |
- 0.0123 |
- 0.0099 |
- 0.0067 |
- 0.0071 |
- 0.0107 |
-
-
- | avg |
- 0.0150 |
- 0.0146 |
- 0.0147 |
- 0.0153 |
- 0.0103 |
-
-
-
-
-
-
-
-
-
-
-## 60% positives
-> train: [0.39991359 0.60008641]
-> validation: [0.4000576 0.5999424]
-> bin_sld: 181.668s
-> mul_sld: 29.617s
-> binmc_sld: 180.480s
-> mulmc_sld: 28.823s
-> binne_sld: 182.053s
-> mulne_sld: 28.654s
-> bin_pacc: 176.533s
-> mul_pacc: 20.753s
-> ref: 13.464s
-> atc_mc: 17.977s
-> tot: 183.024s
-
-
-
-
- |
- binmc_sld |
- mulmc_sld |
- binne_sld |
- mulne_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0007 |
- 0.0063 |
- 0.0006 |
- 0.0082 |
- 0.0238 |
-
-
- | 0.05 |
- 0.0166 |
- 0.0115 |
- 0.0158 |
- 0.0098 |
- 0.0205 |
-
-
- | 0.1 |
- 0.0160 |
- 0.0115 |
- 0.0169 |
- 0.0113 |
- 0.0209 |
-
-
- | 0.15 |
- 0.0167 |
- 0.0126 |
- 0.0187 |
- 0.0130 |
- 0.0139 |
-
-
- | 0.2 |
- 0.0141 |
- 0.0134 |
- 0.0157 |
- 0.0141 |
- 0.0166 |
-
-
- | 0.25 |
- 0.0127 |
- 0.0118 |
- 0.0145 |
- 0.0127 |
- 0.0133 |
-
-
- | 0.3 |
- 0.0123 |
- 0.0133 |
- 0.0131 |
- 0.0136 |
- 0.0127 |
-
-
- | 0.35 |
- 0.0148 |
- 0.0144 |
- 0.0160 |
- 0.0155 |
- 0.0116 |
-
-
- | 0.4 |
- 0.0139 |
- 0.0134 |
- 0.0142 |
- 0.0146 |
- 0.0120 |
-
-
- | 0.45 |
- 0.0141 |
- 0.0140 |
- 0.0138 |
- 0.0147 |
- 0.0118 |
-
-
- | 0.5 |
- 0.0171 |
- 0.0163 |
- 0.0165 |
- 0.0169 |
- 0.0122 |
-
-
- | 0.55 |
- 0.0160 |
- 0.0155 |
- 0.0152 |
- 0.0160 |
- 0.0127 |
-
-
- | 0.6 |
- 0.0183 |
- 0.0162 |
- 0.0178 |
- 0.0169 |
- 0.0134 |
-
-
- | 0.65 |
- 0.0187 |
- 0.0166 |
- 0.0186 |
- 0.0173 |
- 0.0147 |
-
-
- | 0.7 |
- 0.0205 |
- 0.0165 |
- 0.0194 |
- 0.0161 |
- 0.0193 |
-
-
- | 0.75 |
- 0.0218 |
- 0.0166 |
- 0.0205 |
- 0.0159 |
- 0.0206 |
-
-
- | 0.8 |
- 0.0211 |
- 0.0169 |
- 0.0199 |
- 0.0174 |
- 0.0241 |
-
-
- | 0.85 |
- 0.0226 |
- 0.0163 |
- 0.0209 |
- 0.0149 |
- 0.0237 |
-
-
- | 0.9 |
- 0.0219 |
- 0.0150 |
- 0.0194 |
- 0.0127 |
- 0.0286 |
-
-
- | 0.95 |
- 0.0271 |
- 0.0185 |
- 0.0225 |
- 0.0126 |
- 0.0316 |
-
-
- | 1.0 |
- 0.0176 |
- 0.0124 |
- 0.0111 |
- 0.0073 |
- 0.0343 |
-
-
- | avg |
- 0.0169 |
- 0.0142 |
- 0.0162 |
- 0.0139 |
- 0.0187 |
-
-
-
-
-
-
-
-
-
-
-## 70% positives
-> train: [0.2999712 0.7000288]
-> validation: [0.2999712 0.7000288]
-> bin_sld: 183.652s
-> mul_sld: 28.322s
-> binmc_sld: 181.431s
-> mulmc_sld: 27.437s
-> binne_sld: 182.010s
-> mulne_sld: 28.139s
-> bin_pacc: 175.741s
-> mul_pacc: 20.586s
-> ref: 13.757s
-> atc_mc: 17.949s
-> tot: 184.200s
-
-
-
-
- |
- binmc_sld |
- mulmc_sld |
- binne_sld |
- mulne_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0005 |
- 0.0050 |
- 0.0005 |
- 0.0070 |
- 0.0699 |
-
-
- | 0.05 |
- 0.0234 |
- 0.0175 |
- 0.0203 |
- 0.0129 |
- 0.0635 |
-
-
- | 0.1 |
- 0.0222 |
- 0.0169 |
- 0.0218 |
- 0.0149 |
- 0.0617 |
-
-
- | 0.15 |
- 0.0222 |
- 0.0165 |
- 0.0237 |
- 0.0169 |
- 0.0528 |
-
-
- | 0.2 |
- 0.0192 |
- 0.0146 |
- 0.0217 |
- 0.0163 |
- 0.0507 |
-
-
- | 0.25 |
- 0.0168 |
- 0.0137 |
- 0.0202 |
- 0.0156 |
- 0.0430 |
-
-
- | 0.3 |
- 0.0141 |
- 0.0117 |
- 0.0176 |
- 0.0146 |
- 0.0386 |
-
-
- | 0.35 |
- 0.0164 |
- 0.0141 |
- 0.0206 |
- 0.0174 |
- 0.0338 |
-
-
- | 0.4 |
- 0.0147 |
- 0.0143 |
- 0.0181 |
- 0.0183 |
- 0.0306 |
-
-
- | 0.45 |
- 0.0130 |
- 0.0138 |
- 0.0152 |
- 0.0158 |
- 0.0265 |
-
-
- | 0.5 |
- 0.0138 |
- 0.0150 |
- 0.0153 |
- 0.0165 |
- 0.0207 |
-
-
- | 0.55 |
- 0.0121 |
- 0.0131 |
- 0.0140 |
- 0.0150 |
- 0.0167 |
-
-
- | 0.6 |
- 0.0113 |
- 0.0124 |
- 0.0117 |
- 0.0137 |
- 0.0144 |
-
-
- | 0.65 |
- 0.0136 |
- 0.0162 |
- 0.0138 |
- 0.0163 |
- 0.0118 |
-
-
- | 0.7 |
- 0.0107 |
- 0.0113 |
- 0.0112 |
- 0.0126 |
- 0.0100 |
-
-
- | 0.75 |
- 0.0121 |
- 0.0113 |
- 0.0125 |
- 0.0118 |
- 0.0090 |
-
-
- | 0.8 |
- 0.0129 |
- 0.0131 |
- 0.0139 |
- 0.0140 |
- 0.0125 |
-
-
- | 0.85 |
- 0.0138 |
- 0.0125 |
- 0.0150 |
- 0.0138 |
- 0.0141 |
-
-
- | 0.9 |
- 0.0132 |
- 0.0129 |
- 0.0151 |
- 0.0155 |
- 0.0185 |
-
-
- | 0.95 |
- 0.0135 |
- 0.0105 |
- 0.0125 |
- 0.0098 |
- 0.0250 |
-
-
- | 1.0 |
- 0.0059 |
- 0.0050 |
- 0.0030 |
- 0.0027 |
- 0.0288 |
-
-
- | avg |
- 0.0141 |
- 0.0129 |
- 0.0151 |
- 0.0139 |
- 0.0311 |
-
-
-
-
-
-
-
-
-
-
-## 80% positives
-> train: [0.2000288 0.7999712]
-> validation: [0.2000288 0.7999712]
-> bin_sld: 184.106s
-> mul_sld: 28.336s
-> binmc_sld: 183.242s
-> mulmc_sld: 27.274s
-> binne_sld: 184.907s
-> mulne_sld: 27.269s
-> bin_pacc: 175.764s
-> mul_pacc: 20.476s
-> ref: 13.542s
-> atc_mc: 17.815s
-> tot: 186.258s
-
-
-
-
- |
- binmc_sld |
- mulmc_sld |
- binne_sld |
- mulne_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0011 |
- 0.0186 |
- 0.0009 |
- 0.0194 |
- 0.1270 |
-
-
- | 0.05 |
- 0.0396 |
- 0.0511 |
- 0.0280 |
- 0.0388 |
- 0.1198 |
-
-
- | 0.1 |
- 0.0384 |
- 0.0470 |
- 0.0297 |
- 0.0365 |
- 0.1165 |
-
-
- | 0.15 |
- 0.0365 |
- 0.0451 |
- 0.0312 |
- 0.0393 |
- 0.1057 |
-
-
- | 0.2 |
- 0.0330 |
- 0.0385 |
- 0.0301 |
- 0.0369 |
- 0.0976 |
-
-
- | 0.25 |
- 0.0288 |
- 0.0348 |
- 0.0283 |
- 0.0369 |
- 0.0873 |
-
-
- | 0.3 |
- 0.0238 |
- 0.0293 |
- 0.0247 |
- 0.0339 |
- 0.0804 |
-
-
- | 0.35 |
- 0.0218 |
- 0.0276 |
- 0.0255 |
- 0.0351 |
- 0.0719 |
-
-
- | 0.4 |
- 0.0215 |
- 0.0263 |
- 0.0252 |
- 0.0348 |
- 0.0668 |
-
-
- | 0.45 |
- 0.0155 |
- 0.0197 |
- 0.0191 |
- 0.0283 |
- 0.0571 |
-
-
- | 0.5 |
- 0.0149 |
- 0.0179 |
- 0.0185 |
- 0.0275 |
- 0.0507 |
-
-
- | 0.55 |
- 0.0136 |
- 0.0154 |
- 0.0171 |
- 0.0247 |
- 0.0430 |
-
-
- | 0.6 |
- 0.0140 |
- 0.0151 |
- 0.0155 |
- 0.0247 |
- 0.0363 |
-
-
- | 0.65 |
- 0.0141 |
- 0.0149 |
- 0.0149 |
- 0.0208 |
- 0.0247 |
-
-
- | 0.7 |
- 0.0114 |
- 0.0126 |
- 0.0129 |
- 0.0192 |
- 0.0184 |
-
-
- | 0.75 |
- 0.0127 |
- 0.0124 |
- 0.0126 |
- 0.0178 |
- 0.0119 |
-
-
- | 0.8 |
- 0.0134 |
- 0.0128 |
- 0.0129 |
- 0.0154 |
- 0.0099 |
-
-
- | 0.85 |
- 0.0143 |
- 0.0134 |
- 0.0138 |
- 0.0132 |
- 0.0101 |
-
-
- | 0.9 |
- 0.0145 |
- 0.0125 |
- 0.0149 |
- 0.0121 |
- 0.0152 |
-
-
- | 0.95 |
- 0.0122 |
- 0.0098 |
- 0.0114 |
- 0.0095 |
- 0.0224 |
-
-
- | 1.0 |
- 0.0065 |
- 0.0058 |
- 0.0023 |
- 0.0021 |
- 0.0294 |
-
-
- | avg |
- 0.0191 |
- 0.0229 |
- 0.0186 |
- 0.0251 |
- 0.0572 |
-
-
-
-
-
-
-
-
-
-
-## 90% positives
-> train: [0.0999424 0.9000576]
-> validation: [0.10008641 0.89991359]
-> bin_sld: 172.471s
-> mul_sld: 27.815s
-> binmc_sld: 172.819s
-> mulmc_sld: 22.238s
-> binne_sld: 171.872s
-> mulne_sld: 21.113s
-> ref: 11.632s
-> atc_mc: 15.307s
-> tot: 173.441s
-
-
-
-
- |
- binmc_sld |
- mulmc_sld |
- binne_sld |
- mulne_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0007 |
- 0.0244 |
- 0.0006 |
- 0.0206 |
- 0.2957 |
-
-
- | 0.05 |
- 0.0505 |
- 0.0783 |
- 0.0501 |
- 0.0693 |
- 0.2812 |
-
-
- | 0.1 |
- 0.0968 |
- 0.1147 |
- 0.0809 |
- 0.0824 |
- 0.2658 |
-
-
- | 0.15 |
- 0.1087 |
- 0.1179 |
- 0.0858 |
- 0.0851 |
- 0.2470 |
-
-
- | 0.2 |
- 0.1013 |
- 0.1093 |
- 0.0824 |
- 0.0818 |
- 0.2327 |
-
-
- | 0.25 |
- 0.0958 |
- 0.1056 |
- 0.0799 |
- 0.0793 |
- 0.2133 |
-
-
- | 0.3 |
- 0.0859 |
- 0.0919 |
- 0.0737 |
- 0.0723 |
- 0.1958 |
-
-
- | 0.35 |
- 0.0812 |
- 0.0857 |
- 0.0724 |
- 0.0701 |
- 0.1800 |
-
-
- | 0.4 |
- 0.0714 |
- 0.0756 |
- 0.0654 |
- 0.0641 |
- 0.1661 |
-
-
- | 0.45 |
- 0.0621 |
- 0.0660 |
- 0.0587 |
- 0.0575 |
- 0.1473 |
-
-
- | 0.5 |
- 0.0533 |
- 0.0563 |
- 0.0521 |
- 0.0509 |
- 0.1307 |
-
-
- | 0.55 |
- 0.0459 |
- 0.0462 |
- 0.0465 |
- 0.0437 |
- 0.1150 |
-
-
- | 0.6 |
- 0.0364 |
- 0.0382 |
- 0.0383 |
- 0.0377 |
- 0.0995 |
-
-
- | 0.65 |
- 0.0322 |
- 0.0328 |
- 0.0346 |
- 0.0339 |
- 0.0798 |
-
-
- | 0.7 |
- 0.0251 |
- 0.0248 |
- 0.0284 |
- 0.0275 |
- 0.0650 |
-
-
- | 0.75 |
- 0.0196 |
- 0.0184 |
- 0.0226 |
- 0.0214 |
- 0.0479 |
-
-
- | 0.8 |
- 0.0154 |
- 0.0151 |
- 0.0174 |
- 0.0173 |
- 0.0312 |
-
-
- | 0.85 |
- 0.0115 |
- 0.0108 |
- 0.0118 |
- 0.0117 |
- 0.0160 |
-
-
- | 0.9 |
- 0.0091 |
- 0.0089 |
- 0.0092 |
- 0.0086 |
- 0.0060 |
-
-
- | 0.95 |
- 0.0068 |
- 0.0068 |
- 0.0069 |
- 0.0070 |
- 0.0171 |
-
-
- | 1.0 |
- 0.0033 |
- 0.0029 |
- 0.0014 |
- 0.0013 |
- 0.0339 |
-
-
- | avg |
- 0.0482 |
- 0.0538 |
- 0.0438 |
- 0.0449 |
- 0.1365 |
-
-
-
-
-
-
-
-
-
-
-## avg
-### avg on train
-
-
-
- |
- binmc_sld |
- mulmc_sld |
- binne_sld |
- mulne_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0019 |
- 0.0087 |
- 0.0011 |
- 0.0086 |
- 0.0712 |
-
-
- | 0.05 |
- 0.0192 |
- 0.0231 |
- 0.0178 |
- 0.0213 |
- 0.0635 |
-
-
- | 0.1 |
- 0.0259 |
- 0.0280 |
- 0.0236 |
- 0.0239 |
- 0.0582 |
-
-
- | 0.15 |
- 0.0279 |
- 0.0289 |
- 0.0255 |
- 0.0253 |
- 0.0541 |
-
-
- | 0.2 |
- 0.0263 |
- 0.0273 |
- 0.0246 |
- 0.0249 |
- 0.0541 |
-
-
- | 0.25 |
- 0.0248 |
- 0.0261 |
- 0.0238 |
- 0.0243 |
- 0.0523 |
-
-
- | 0.3 |
- 0.0235 |
- 0.0246 |
- 0.0234 |
- 0.0245 |
- 0.0520 |
-
-
- | 0.35 |
- 0.0234 |
- 0.0240 |
- 0.0236 |
- 0.0247 |
- 0.0529 |
-
-
- | 0.4 |
- 0.0223 |
- 0.0230 |
- 0.0225 |
- 0.0247 |
- 0.0545 |
-
-
- | 0.45 |
- 0.0208 |
- 0.0213 |
- 0.0215 |
- 0.0235 |
- 0.0543 |
-
-
- | 0.5 |
- 0.0216 |
- 0.0217 |
- 0.0218 |
- 0.0242 |
- 0.0558 |
-
-
- | 0.55 |
- 0.0208 |
- 0.0208 |
- 0.0208 |
- 0.0239 |
- 0.0568 |
-
-
- | 0.6 |
- 0.0215 |
- 0.0216 |
- 0.0212 |
- 0.0251 |
- 0.0579 |
-
-
- | 0.65 |
- 0.0219 |
- 0.0221 |
- 0.0210 |
- 0.0249 |
- 0.0579 |
-
-
- | 0.7 |
- 0.0229 |
- 0.0222 |
- 0.0214 |
- 0.0248 |
- 0.0613 |
-
-
- | 0.75 |
- 0.0236 |
- 0.0232 |
- 0.0212 |
- 0.0248 |
- 0.0623 |
-
-
- | 0.8 |
- 0.0246 |
- 0.0246 |
- 0.0214 |
- 0.0255 |
- 0.0644 |
-
-
- | 0.85 |
- 0.0272 |
- 0.0273 |
- 0.0224 |
- 0.0264 |
- 0.0672 |
-
-
- | 0.9 |
- 0.0272 |
- 0.0280 |
- 0.0215 |
- 0.0258 |
- 0.0712 |
-
-
- | 0.95 |
- 0.0257 |
- 0.0270 |
- 0.0202 |
- 0.0250 |
- 0.0796 |
-
-
- | 1.0 |
- 0.0082 |
- 0.0137 |
- 0.0039 |
- 0.0151 |
- 0.0861 |
-
-
- | avg |
- 0.0220 |
- 0.0232 |
- 0.0202 |
- 0.0234 |
- 0.0613 |
-
-
-
-
-
-
-### avg on test
-
-
-
- |
- binmc_sld |
- mulmc_sld |
- binne_sld |
- mulne_sld |
- atc_mc |
-
-
-
-
- | 0.1 |
- 0.0269 |
- 0.0259 |
- 0.0233 |
- 0.0197 |
- 0.1752 |
-
-
- | 0.2 |
- 0.0223 |
- 0.0302 |
- 0.0176 |
- 0.0398 |
- 0.0687 |
-
-
- | 0.3 |
- 0.0183 |
- 0.0187 |
- 0.0168 |
- 0.0214 |
- 0.0374 |
-
-
- | 0.4 |
- 0.0168 |
- 0.0155 |
- 0.0158 |
- 0.0166 |
- 0.0167 |
-
-
- | 0.5 |
- 0.0150 |
- 0.0146 |
- 0.0147 |
- 0.0153 |
- 0.0103 |
-
-
- | 0.6 |
- 0.0169 |
- 0.0142 |
- 0.0162 |
- 0.0139 |
- 0.0187 |
-
-
- | 0.7 |
- 0.0141 |
- 0.0129 |
- 0.0151 |
- 0.0139 |
- 0.0311 |
-
-
- | 0.8 |
- 0.0191 |
- 0.0229 |
- 0.0186 |
- 0.0251 |
- 0.0572 |
-
-
- | 0.9 |
- 0.0482 |
- 0.0538 |
- 0.0438 |
- 0.0449 |
- 0.1365 |
-
-
- | avg |
- 0.0220 |
- 0.0232 |
- 0.0202 |
- 0.0234 |
- 0.0613 |
-
-
-
-
-
-
-### avg dataset shift
-
diff --git a/output/main/imdb_9prevs/imdb_max_conf_vs_entropy_f1.md b/output/main/imdb_9prevs/imdb_max_conf_vs_entropy_f1.md
deleted file mode 100644
index cc462ae..0000000
--- a/output/main/imdb_9prevs/imdb_max_conf_vs_entropy_f1.md
+++ /dev/null
@@ -1,2203 +0,0 @@
-# imdb_9prevs
-
-## 10% positives
-> train: [0.89991359 0.10008641]
-> validation: [0.9000576 0.0999424]
-> bin_sld: 189.173s
-> mul_sld: 40.710s
-> binmc_sld: 186.824s
-> mulmc_sld: 25.516s
-> binne_sld: 187.658s
-> mulne_sld: 23.672s
-> bin_pacc: 176.373s
-> mul_pacc: 20.080s
-> ref: 13.306s
-> atc_mc: 17.351s
-> tot: 189.603s
-
-
-
-
- |
- binmc_sld |
- mulmc_sld |
- binne_sld |
- mulne_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0368 |
- 0.0579 |
- 0.0511 |
- 0.0231 |
- 0.0000 |
-
-
- | 0.05 |
- 0.0087 |
- 0.0230 |
- 0.0089 |
- 0.0168 |
- 0.0240 |
-
-
- | 0.1 |
- 0.0061 |
- 0.0174 |
- 0.0060 |
- 0.0179 |
- 0.0244 |
-
-
- | 0.15 |
- 0.0060 |
- 0.0163 |
- 0.0060 |
- 0.0157 |
- 0.0228 |
-
-
- | 0.2 |
- 0.0038 |
- 0.0191 |
- 0.0036 |
- 0.0181 |
- 0.0245 |
-
-
- | 0.25 |
- 0.0029 |
- 0.0213 |
- 0.0028 |
- 0.0202 |
- 0.0246 |
-
-
- | 0.3 |
- 0.0016 |
- 0.0234 |
- 0.0017 |
- 0.0222 |
- 0.0266 |
-
-
- | 0.35 |
- 0.0021 |
- 0.0226 |
- 0.0023 |
- 0.0216 |
- 0.0248 |
-
-
- | 0.4 |
- 0.0014 |
- 0.0212 |
- 0.0015 |
- 0.0202 |
- 0.0230 |
-
-
- | 0.45 |
- 0.0022 |
- 0.0240 |
- 0.0023 |
- 0.0230 |
- 0.0257 |
-
-
- | 0.5 |
- 0.0026 |
- 0.0248 |
- 0.0023 |
- 0.0240 |
- 0.0264 |
-
-
- | 0.55 |
- 0.0016 |
- 0.0226 |
- 0.0016 |
- 0.0218 |
- 0.0239 |
-
-
- | 0.6 |
- 0.0022 |
- 0.0237 |
- 0.0020 |
- 0.0229 |
- 0.0248 |
-
-
- | 0.65 |
- 0.0025 |
- 0.0237 |
- 0.0022 |
- 0.0230 |
- 0.0247 |
-
-
- | 0.7 |
- 0.0021 |
- 0.0230 |
- 0.0018 |
- 0.0223 |
- 0.0239 |
-
-
- | 0.75 |
- 0.0019 |
- 0.0248 |
- 0.0015 |
- 0.0240 |
- 0.0255 |
-
-
- | 0.8 |
- 0.0019 |
- 0.0237 |
- 0.0016 |
- 0.0229 |
- 0.0242 |
-
-
- | 0.85 |
- 0.0021 |
- 0.0236 |
- 0.0015 |
- 0.0228 |
- 0.0240 |
-
-
- | 0.9 |
- 0.0022 |
- 0.0254 |
- 0.0018 |
- 0.0245 |
- 0.0256 |
-
-
- | 0.95 |
- 0.0016 |
- 0.0246 |
- 0.0014 |
- 0.0241 |
- 0.0246 |
-
-
- | 1.0 |
- 0.0002 |
- 0.0234 |
- 0.0001 |
- 0.0233 |
- 0.0246 |
-
-
- | avg |
- 0.0044 |
- 0.0243 |
- 0.0050 |
- 0.0216 |
- 0.0234 |
-
-
-
-
-
-
-
-
-
-
-## 20% positives
-> train: [0.7999712 0.2000288]
-> validation: [0.7999712 0.2000288]
-> bin_sld: 187.104s
-> mul_sld: 36.250s
-> binmc_sld: 185.481s
-> mulmc_sld: 31.669s
-> binne_sld: 187.316s
-> mulne_sld: 35.209s
-> bin_pacc: 177.023s
-> mul_pacc: 19.936s
-> ref: 13.278s
-> atc_mc: 17.449s
-> tot: 188.478s
-
-
-
-
- |
- binmc_sld |
- mulmc_sld |
- binne_sld |
- mulne_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.1240 |
- 0.1500 |
- 0.1771 |
- 0.3548 |
- 0.0183 |
-
-
- | 0.05 |
- 0.1944 |
- 0.1839 |
- 0.2304 |
- 0.1643 |
- 0.2921 |
-
-
- | 0.1 |
- 0.1315 |
- 0.1375 |
- 0.1409 |
- 0.1128 |
- 0.2745 |
-
-
- | 0.15 |
- 0.1027 |
- 0.1255 |
- 0.0979 |
- 0.1171 |
- 0.2661 |
-
-
- | 0.2 |
- 0.0660 |
- 0.1008 |
- 0.0565 |
- 0.1032 |
- 0.2539 |
-
-
- | 0.25 |
- 0.0484 |
- 0.0810 |
- 0.0339 |
- 0.0937 |
- 0.2445 |
-
-
- | 0.3 |
- 0.0402 |
- 0.0777 |
- 0.0306 |
- 0.0972 |
- 0.2483 |
-
-
- | 0.35 |
- 0.0420 |
- 0.0812 |
- 0.0221 |
- 0.1041 |
- 0.2419 |
-
-
- | 0.4 |
- 0.0402 |
- 0.0812 |
- 0.0194 |
- 0.1074 |
- 0.2441 |
-
-
- | 0.45 |
- 0.0308 |
- 0.0650 |
- 0.0215 |
- 0.0965 |
- 0.2362 |
-
-
- | 0.5 |
- 0.0226 |
- 0.0614 |
- 0.0125 |
- 0.0932 |
- 0.2307 |
-
-
- | 0.55 |
- 0.0271 |
- 0.0648 |
- 0.0119 |
- 0.0978 |
- 0.2358 |
-
-
- | 0.6 |
- 0.0264 |
- 0.0635 |
- 0.0153 |
- 0.0981 |
- 0.2318 |
-
-
- | 0.65 |
- 0.0208 |
- 0.0615 |
- 0.0111 |
- 0.0976 |
- 0.2306 |
-
-
- | 0.7 |
- 0.0293 |
- 0.0645 |
- 0.0181 |
- 0.0999 |
- 0.2291 |
-
-
- | 0.75 |
- 0.0228 |
- 0.0557 |
- 0.0128 |
- 0.0924 |
- 0.2291 |
-
-
- | 0.8 |
- 0.0253 |
- 0.0618 |
- 0.0153 |
- 0.0989 |
- 0.2310 |
-
-
- | 0.85 |
- 0.0273 |
- 0.0614 |
- 0.0141 |
- 0.0973 |
- 0.2303 |
-
-
- | 0.9 |
- 0.0263 |
- 0.0623 |
- 0.0141 |
- 0.0982 |
- 0.2295 |
-
-
- | 0.95 |
- 0.0242 |
- 0.0596 |
- 0.0127 |
- 0.0959 |
- 0.2301 |
-
-
- | 1.0 |
- 0.0131 |
- 0.0625 |
- 0.0037 |
- 0.0982 |
- 0.2308 |
-
-
- | avg |
- 0.0517 |
- 0.0839 |
- 0.0463 |
- 0.1152 |
- 0.2314 |
-
-
-
-
-
-
-
-
-
-
-## 30% positives
-> train: [0.7000288 0.2999712]
-> validation: [0.7000288 0.2999712]
-> bin_sld: 182.167s
-> mul_sld: 29.557s
-> binmc_sld: 180.200s
-> mulmc_sld: 28.430s
-> binne_sld: 181.220s
-> mulne_sld: 28.868s
-> bin_pacc: 174.026s
-> mul_pacc: 20.400s
-> ref: 13.451s
-> atc_mc: 18.102s
-> tot: 183.051s
-
-
-
-
- |
- binmc_sld |
- mulmc_sld |
- binne_sld |
- mulne_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0509 |
- 0.1547 |
- 0.0260 |
- 0.2021 |
- 0.2272 |
-
-
- | 0.05 |
- 0.1053 |
- 0.1060 |
- 0.1242 |
- 0.1453 |
- 0.1227 |
-
-
- | 0.1 |
- 0.0789 |
- 0.0745 |
- 0.1003 |
- 0.0990 |
- 0.1024 |
-
-
- | 0.15 |
- 0.0555 |
- 0.0507 |
- 0.0713 |
- 0.0650 |
- 0.0885 |
-
-
- | 0.2 |
- 0.0445 |
- 0.0389 |
- 0.0524 |
- 0.0439 |
- 0.0813 |
-
-
- | 0.25 |
- 0.0423 |
- 0.0346 |
- 0.0464 |
- 0.0365 |
- 0.0713 |
-
-
- | 0.3 |
- 0.0343 |
- 0.0276 |
- 0.0366 |
- 0.0295 |
- 0.0552 |
-
-
- | 0.35 |
- 0.0316 |
- 0.0253 |
- 0.0321 |
- 0.0269 |
- 0.0572 |
-
-
- | 0.4 |
- 0.0257 |
- 0.0224 |
- 0.0237 |
- 0.0241 |
- 0.0500 |
-
-
- | 0.45 |
- 0.0223 |
- 0.0202 |
- 0.0198 |
- 0.0228 |
- 0.0469 |
-
-
- | 0.5 |
- 0.0225 |
- 0.0211 |
- 0.0184 |
- 0.0241 |
- 0.0429 |
-
-
- | 0.55 |
- 0.0204 |
- 0.0187 |
- 0.0164 |
- 0.0226 |
- 0.0411 |
-
-
- | 0.6 |
- 0.0155 |
- 0.0184 |
- 0.0121 |
- 0.0230 |
- 0.0383 |
-
-
- | 0.65 |
- 0.0173 |
- 0.0184 |
- 0.0127 |
- 0.0226 |
- 0.0383 |
-
-
- | 0.7 |
- 0.0216 |
- 0.0223 |
- 0.0174 |
- 0.0273 |
- 0.0372 |
-
-
- | 0.75 |
- 0.0176 |
- 0.0209 |
- 0.0132 |
- 0.0243 |
- 0.0335 |
-
-
- | 0.8 |
- 0.0181 |
- 0.0207 |
- 0.0135 |
- 0.0238 |
- 0.0340 |
-
-
- | 0.85 |
- 0.0189 |
- 0.0229 |
- 0.0137 |
- 0.0250 |
- 0.0327 |
-
-
- | 0.9 |
- 0.0198 |
- 0.0232 |
- 0.0138 |
- 0.0243 |
- 0.0326 |
-
-
- | 0.95 |
- 0.0189 |
- 0.0232 |
- 0.0128 |
- 0.0223 |
- 0.0284 |
-
-
- | 1.0 |
- 0.0073 |
- 0.0127 |
- 0.0029 |
- 0.0148 |
- 0.0295 |
-
-
- | avg |
- 0.0328 |
- 0.0370 |
- 0.0324 |
- 0.0452 |
- 0.0615 |
-
-
-
-
-
-
-
-
-
-
-## 40% positives
-> train: [0.5999424 0.4000576]
-> validation: [0.60008641 0.39991359]
-> bin_sld: 181.684s
-> mul_sld: 30.343s
-> binmc_sld: 179.998s
-> mulmc_sld: 29.275s
-> binne_sld: 182.085s
-> mulne_sld: 29.662s
-> bin_pacc: 176.735s
-> mul_pacc: 20.744s
-> ref: 13.516s
-> atc_mc: 17.986s
-> tot: 183.203s
-
-
-
-
- |
- binmc_sld |
- mulmc_sld |
- binne_sld |
- mulne_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0258 |
- 0.0761 |
- 0.0135 |
- 0.0683 |
- 0.4335 |
-
-
- | 0.05 |
- 0.0796 |
- 0.0777 |
- 0.0942 |
- 0.0853 |
- 0.0606 |
-
-
- | 0.1 |
- 0.0577 |
- 0.0571 |
- 0.0619 |
- 0.0670 |
- 0.0339 |
-
-
- | 0.15 |
- 0.0499 |
- 0.0481 |
- 0.0549 |
- 0.0551 |
- 0.0263 |
-
-
- | 0.2 |
- 0.0403 |
- 0.0378 |
- 0.0444 |
- 0.0453 |
- 0.0248 |
-
-
- | 0.25 |
- 0.0307 |
- 0.0297 |
- 0.0349 |
- 0.0370 |
- 0.0213 |
-
-
- | 0.3 |
- 0.0315 |
- 0.0303 |
- 0.0364 |
- 0.0372 |
- 0.0219 |
-
-
- | 0.35 |
- 0.0269 |
- 0.0242 |
- 0.0284 |
- 0.0265 |
- 0.0195 |
-
-
- | 0.4 |
- 0.0230 |
- 0.0203 |
- 0.0237 |
- 0.0218 |
- 0.0164 |
-
-
- | 0.45 |
- 0.0231 |
- 0.0198 |
- 0.0242 |
- 0.0211 |
- 0.0191 |
-
-
- | 0.5 |
- 0.0231 |
- 0.0194 |
- 0.0238 |
- 0.0200 |
- 0.0164 |
-
-
- | 0.55 |
- 0.0186 |
- 0.0164 |
- 0.0188 |
- 0.0169 |
- 0.0133 |
-
-
- | 0.6 |
- 0.0179 |
- 0.0149 |
- 0.0162 |
- 0.0147 |
- 0.0131 |
-
-
- | 0.65 |
- 0.0154 |
- 0.0130 |
- 0.0134 |
- 0.0129 |
- 0.0124 |
-
-
- | 0.7 |
- 0.0161 |
- 0.0133 |
- 0.0135 |
- 0.0128 |
- 0.0116 |
-
-
- | 0.75 |
- 0.0154 |
- 0.0129 |
- 0.0118 |
- 0.0127 |
- 0.0104 |
-
-
- | 0.8 |
- 0.0140 |
- 0.0120 |
- 0.0105 |
- 0.0117 |
- 0.0107 |
-
-
- | 0.85 |
- 0.0138 |
- 0.0121 |
- 0.0105 |
- 0.0124 |
- 0.0084 |
-
-
- | 0.9 |
- 0.0122 |
- 0.0110 |
- 0.0095 |
- 0.0109 |
- 0.0080 |
-
-
- | 0.95 |
- 0.0130 |
- 0.0118 |
- 0.0095 |
- 0.0110 |
- 0.0082 |
-
-
- | 1.0 |
- 0.0058 |
- 0.0065 |
- 0.0027 |
- 0.0057 |
- 0.0072 |
-
-
- | avg |
- 0.0264 |
- 0.0269 |
- 0.0265 |
- 0.0289 |
- 0.0380 |
-
-
-
-
-
-
-
-
-
-
-## 50% positives
-> train: [0.5 0.5]
-> validation: [0.5 0.5]
-> bin_sld: 183.289s
-> mul_sld: 29.440s
-> binmc_sld: 180.043s
-> mulmc_sld: 29.019s
-> binne_sld: 182.581s
-> mulne_sld: 29.161s
-> bin_pacc: 175.513s
-> mul_pacc: 20.580s
-> ref: 13.469s
-> atc_mc: 18.022s
-> tot: 183.861s
-
-
-
-
- |
- binmc_sld |
- mulmc_sld |
- binne_sld |
- mulne_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0142 |
- 0.0348 |
- 0.0105 |
- 0.0287 |
- 0.5313 |
-
-
- | 0.05 |
- 0.0569 |
- 0.0542 |
- 0.0696 |
- 0.0567 |
- 0.2320 |
-
-
- | 0.1 |
- 0.0368 |
- 0.0390 |
- 0.0438 |
- 0.0405 |
- 0.1230 |
-
-
- | 0.15 |
- 0.0317 |
- 0.0350 |
- 0.0356 |
- 0.0361 |
- 0.0683 |
-
-
- | 0.2 |
- 0.0269 |
- 0.0306 |
- 0.0267 |
- 0.0316 |
- 0.0417 |
-
-
- | 0.25 |
- 0.0240 |
- 0.0249 |
- 0.0244 |
- 0.0259 |
- 0.0278 |
-
-
- | 0.3 |
- 0.0244 |
- 0.0254 |
- 0.0257 |
- 0.0280 |
- 0.0169 |
-
-
- | 0.35 |
- 0.0208 |
- 0.0209 |
- 0.0218 |
- 0.0232 |
- 0.0129 |
-
-
- | 0.4 |
- 0.0176 |
- 0.0183 |
- 0.0189 |
- 0.0205 |
- 0.0113 |
-
-
- | 0.45 |
- 0.0168 |
- 0.0179 |
- 0.0194 |
- 0.0215 |
- 0.0107 |
-
-
- | 0.5 |
- 0.0177 |
- 0.0165 |
- 0.0184 |
- 0.0178 |
- 0.0121 |
-
-
- | 0.55 |
- 0.0165 |
- 0.0167 |
- 0.0172 |
- 0.0183 |
- 0.0109 |
-
-
- | 0.6 |
- 0.0163 |
- 0.0155 |
- 0.0170 |
- 0.0175 |
- 0.0105 |
-
-
- | 0.65 |
- 0.0151 |
- 0.0135 |
- 0.0159 |
- 0.0153 |
- 0.0105 |
-
-
- | 0.7 |
- 0.0136 |
- 0.0115 |
- 0.0129 |
- 0.0119 |
- 0.0106 |
-
-
- | 0.75 |
- 0.0141 |
- 0.0117 |
- 0.0135 |
- 0.0118 |
- 0.0107 |
-
-
- | 0.8 |
- 0.0124 |
- 0.0100 |
- 0.0119 |
- 0.0101 |
- 0.0105 |
-
-
- | 0.85 |
- 0.0123 |
- 0.0096 |
- 0.0107 |
- 0.0090 |
- 0.0100 |
-
-
- | 0.9 |
- 0.0104 |
- 0.0071 |
- 0.0080 |
- 0.0061 |
- 0.0111 |
-
-
- | 0.95 |
- 0.0116 |
- 0.0080 |
- 0.0087 |
- 0.0070 |
- 0.0114 |
-
-
- | 1.0 |
- 0.0071 |
- 0.0057 |
- 0.0039 |
- 0.0040 |
- 0.0102 |
-
-
- | avg |
- 0.0199 |
- 0.0203 |
- 0.0207 |
- 0.0210 |
- 0.0569 |
-
-
-
-
-
-
-
-
-
-
-## 60% positives
-> train: [0.39991359 0.60008641]
-> validation: [0.4000576 0.5999424]
-> bin_sld: 181.668s
-> mul_sld: 29.617s
-> binmc_sld: 180.480s
-> mulmc_sld: 28.823s
-> binne_sld: 182.053s
-> mulne_sld: 28.654s
-> bin_pacc: 176.533s
-> mul_pacc: 20.753s
-> ref: 13.464s
-> atc_mc: 17.977s
-> tot: 183.024s
-
-
-
-
- |
- binmc_sld |
- mulmc_sld |
- binne_sld |
- mulne_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0006 |
- 0.0021 |
- 0.0014 |
- 0.0056 |
- 0.5686 |
-
-
- | 0.05 |
- 0.0993 |
- 0.0666 |
- 0.0958 |
- 0.0604 |
- 0.3422 |
-
-
- | 0.1 |
- 0.0742 |
- 0.0506 |
- 0.0789 |
- 0.0514 |
- 0.2281 |
-
-
- | 0.15 |
- 0.0618 |
- 0.0413 |
- 0.0691 |
- 0.0451 |
- 0.1475 |
-
-
- | 0.2 |
- 0.0431 |
- 0.0332 |
- 0.0494 |
- 0.0364 |
- 0.1066 |
-
-
- | 0.25 |
- 0.0333 |
- 0.0246 |
- 0.0392 |
- 0.0279 |
- 0.0747 |
-
-
- | 0.3 |
- 0.0259 |
- 0.0228 |
- 0.0296 |
- 0.0248 |
- 0.0515 |
-
-
- | 0.35 |
- 0.0270 |
- 0.0231 |
- 0.0300 |
- 0.0254 |
- 0.0344 |
-
-
- | 0.4 |
- 0.0218 |
- 0.0192 |
- 0.0237 |
- 0.0213 |
- 0.0235 |
-
-
- | 0.45 |
- 0.0178 |
- 0.0164 |
- 0.0184 |
- 0.0175 |
- 0.0169 |
-
-
- | 0.5 |
- 0.0197 |
- 0.0180 |
- 0.0196 |
- 0.0188 |
- 0.0121 |
-
-
- | 0.55 |
- 0.0159 |
- 0.0147 |
- 0.0153 |
- 0.0152 |
- 0.0087 |
-
-
- | 0.6 |
- 0.0164 |
- 0.0142 |
- 0.0157 |
- 0.0146 |
- 0.0082 |
-
-
- | 0.65 |
- 0.0150 |
- 0.0130 |
- 0.0146 |
- 0.0134 |
- 0.0093 |
-
-
- | 0.7 |
- 0.0158 |
- 0.0127 |
- 0.0148 |
- 0.0121 |
- 0.0122 |
-
-
- | 0.75 |
- 0.0155 |
- 0.0118 |
- 0.0146 |
- 0.0111 |
- 0.0135 |
-
-
- | 0.8 |
- 0.0139 |
- 0.0111 |
- 0.0130 |
- 0.0112 |
- 0.0156 |
-
-
- | 0.85 |
- 0.0137 |
- 0.0100 |
- 0.0126 |
- 0.0090 |
- 0.0152 |
-
-
- | 0.9 |
- 0.0128 |
- 0.0087 |
- 0.0111 |
- 0.0073 |
- 0.0178 |
-
-
- | 0.95 |
- 0.0150 |
- 0.0102 |
- 0.0122 |
- 0.0068 |
- 0.0189 |
-
-
- | 1.0 |
- 0.0094 |
- 0.0066 |
- 0.0059 |
- 0.0039 |
- 0.0197 |
-
-
- | avg |
- 0.0270 |
- 0.0205 |
- 0.0279 |
- 0.0209 |
- 0.0831 |
-
-
-
-
-
-
-
-
-
-
-## 70% positives
-> train: [0.2999712 0.7000288]
-> validation: [0.2999712 0.7000288]
-> bin_sld: 183.652s
-> mul_sld: 28.322s
-> binmc_sld: 181.431s
-> mulmc_sld: 27.437s
-> binne_sld: 182.010s
-> mulne_sld: 28.139s
-> bin_pacc: 175.741s
-> mul_pacc: 20.586s
-> ref: 13.757s
-> atc_mc: 17.949s
-> tot: 184.200s
-
-
-
-
- |
- binmc_sld |
- mulmc_sld |
- binne_sld |
- mulne_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0004 |
- 0.0003 |
- 0.0005 |
- 0.0017 |
- 0.5833 |
-
-
- | 0.05 |
- 0.0924 |
- 0.0647 |
- 0.0797 |
- 0.0512 |
- 0.4272 |
-
-
- | 0.1 |
- 0.0714 |
- 0.0496 |
- 0.0702 |
- 0.0471 |
- 0.3236 |
-
-
- | 0.15 |
- 0.0599 |
- 0.0401 |
- 0.0638 |
- 0.0431 |
- 0.2429 |
-
-
- | 0.2 |
- 0.0450 |
- 0.0307 |
- 0.0508 |
- 0.0352 |
- 0.1899 |
-
-
- | 0.25 |
- 0.0345 |
- 0.0236 |
- 0.0412 |
- 0.0291 |
- 0.1453 |
-
-
- | 0.3 |
- 0.0257 |
- 0.0180 |
- 0.0320 |
- 0.0233 |
- 0.1125 |
-
-
- | 0.35 |
- 0.0262 |
- 0.0193 |
- 0.0326 |
- 0.0251 |
- 0.0875 |
-
-
- | 0.4 |
- 0.0205 |
- 0.0171 |
- 0.0259 |
- 0.0225 |
- 0.0688 |
-
-
- | 0.45 |
- 0.0157 |
- 0.0147 |
- 0.0192 |
- 0.0174 |
- 0.0528 |
-
-
- | 0.5 |
- 0.0145 |
- 0.0144 |
- 0.0170 |
- 0.0164 |
- 0.0385 |
-
-
- | 0.55 |
- 0.0119 |
- 0.0115 |
- 0.0142 |
- 0.0138 |
- 0.0281 |
-
-
- | 0.6 |
- 0.0095 |
- 0.0101 |
- 0.0105 |
- 0.0115 |
- 0.0209 |
-
-
- | 0.65 |
- 0.0106 |
- 0.0120 |
- 0.0110 |
- 0.0122 |
- 0.0125 |
-
-
- | 0.7 |
- 0.0079 |
- 0.0081 |
- 0.0085 |
- 0.0091 |
- 0.0077 |
-
-
- | 0.75 |
- 0.0080 |
- 0.0074 |
- 0.0082 |
- 0.0078 |
- 0.0053 |
-
-
- | 0.8 |
- 0.0080 |
- 0.0081 |
- 0.0085 |
- 0.0086 |
- 0.0065 |
-
-
- | 0.85 |
- 0.0080 |
- 0.0073 |
- 0.0087 |
- 0.0081 |
- 0.0075 |
-
-
- | 0.9 |
- 0.0073 |
- 0.0071 |
- 0.0083 |
- 0.0086 |
- 0.0101 |
-
-
- | 0.95 |
- 0.0071 |
- 0.0055 |
- 0.0065 |
- 0.0052 |
- 0.0136 |
-
-
- | 1.0 |
- 0.0030 |
- 0.0026 |
- 0.0015 |
- 0.0014 |
- 0.0151 |
-
-
- | avg |
- 0.0232 |
- 0.0177 |
- 0.0247 |
- 0.0190 |
- 0.1143 |
-
-
-
-
-
-
-
-
-
-
-## 80% positives
-> train: [0.2000288 0.7999712]
-> validation: [0.2000288 0.7999712]
-> bin_sld: 184.106s
-> mul_sld: 28.336s
-> binmc_sld: 183.242s
-> mulmc_sld: 27.274s
-> binne_sld: 184.907s
-> mulne_sld: 27.269s
-> bin_pacc: 175.764s
-> mul_pacc: 20.476s
-> ref: 13.542s
-> atc_mc: 17.815s
-> tot: 186.258s
-
-
-
-
- |
- binmc_sld |
- mulmc_sld |
- binne_sld |
- mulne_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0003 |
- 0.0000 |
- 0.0003 |
- 0.0005 |
- 0.5690 |
-
-
- | 0.05 |
- 0.1044 |
- 0.0821 |
- 0.0733 |
- 0.0477 |
- 0.4617 |
-
-
- | 0.1 |
- 0.0882 |
- 0.0694 |
- 0.0679 |
- 0.0473 |
- 0.3805 |
-
-
- | 0.15 |
- 0.0730 |
- 0.0596 |
- 0.0625 |
- 0.0479 |
- 0.3102 |
-
-
- | 0.2 |
- 0.0552 |
- 0.0453 |
- 0.0512 |
- 0.0414 |
- 0.2550 |
-
-
- | 0.25 |
- 0.0442 |
- 0.0377 |
- 0.0444 |
- 0.0387 |
- 0.2072 |
-
-
- | 0.3 |
- 0.0325 |
- 0.0283 |
- 0.0349 |
- 0.0326 |
- 0.1705 |
-
-
- | 0.35 |
- 0.0279 |
- 0.0254 |
- 0.0330 |
- 0.0325 |
- 0.1388 |
-
-
- | 0.4 |
- 0.0234 |
- 0.0222 |
- 0.0286 |
- 0.0301 |
- 0.1144 |
-
-
- | 0.45 |
- 0.0160 |
- 0.0162 |
- 0.0205 |
- 0.0232 |
- 0.0909 |
-
-
- | 0.5 |
- 0.0141 |
- 0.0140 |
- 0.0183 |
- 0.0211 |
- 0.0727 |
-
-
- | 0.55 |
- 0.0116 |
- 0.0113 |
- 0.0153 |
- 0.0182 |
- 0.0569 |
-
-
- | 0.6 |
- 0.0106 |
- 0.0103 |
- 0.0128 |
- 0.0167 |
- 0.0441 |
-
-
- | 0.65 |
- 0.0103 |
- 0.0103 |
- 0.0114 |
- 0.0140 |
- 0.0297 |
-
-
- | 0.7 |
- 0.0079 |
- 0.0082 |
- 0.0094 |
- 0.0123 |
- 0.0198 |
-
-
- | 0.75 |
- 0.0079 |
- 0.0074 |
- 0.0082 |
- 0.0106 |
- 0.0119 |
-
-
- | 0.8 |
- 0.0079 |
- 0.0075 |
- 0.0078 |
- 0.0089 |
- 0.0068 |
-
-
- | 0.85 |
- 0.0080 |
- 0.0074 |
- 0.0078 |
- 0.0074 |
- 0.0049 |
-
-
- | 0.9 |
- 0.0078 |
- 0.0066 |
- 0.0079 |
- 0.0065 |
- 0.0076 |
-
-
- | 0.95 |
- 0.0064 |
- 0.0051 |
- 0.0059 |
- 0.0049 |
- 0.0117 |
-
-
- | 1.0 |
- 0.0033 |
- 0.0029 |
- 0.0012 |
- 0.0010 |
- 0.0150 |
-
-
- | avg |
- 0.0267 |
- 0.0227 |
- 0.0249 |
- 0.0221 |
- 0.1419 |
-
-
-
-
-
-
-
-
-
-
-## 90% positives
-> train: [0.0999424 0.9000576]
-> validation: [0.10008641 0.89991359]
-> bin_sld: 172.471s
-> mul_sld: 27.815s
-> binmc_sld: 172.819s
-> mulmc_sld: 22.238s
-> binne_sld: 171.872s
-> mulne_sld: 21.113s
-> ref: 11.632s
-> atc_mc: 15.307s
-> tot: 173.441s
-
-
-
-
- |
- binmc_sld |
- mulmc_sld |
- binne_sld |
- mulne_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0001 |
- 0.0000 |
- 0.0001 |
- 0.0000 |
- 0.5298 |
-
-
- | 0.05 |
- 0.1006 |
- 0.1000 |
- 0.1000 |
- 0.0913 |
- 0.4611 |
-
-
- | 0.1 |
- 0.1837 |
- 0.1602 |
- 0.1511 |
- 0.1107 |
- 0.4018 |
-
-
- | 0.15 |
- 0.1891 |
- 0.1559 |
- 0.1459 |
- 0.1086 |
- 0.3476 |
-
-
- | 0.2 |
- 0.1591 |
- 0.1320 |
- 0.1270 |
- 0.0964 |
- 0.3036 |
-
-
- | 0.25 |
- 0.1361 |
- 0.1188 |
- 0.1124 |
- 0.0870 |
- 0.2600 |
-
-
- | 0.3 |
- 0.1114 |
- 0.0954 |
- 0.0947 |
- 0.0743 |
- 0.2236 |
-
-
- | 0.35 |
- 0.0968 |
- 0.0837 |
- 0.0856 |
- 0.0684 |
- 0.1920 |
-
-
- | 0.4 |
- 0.0778 |
- 0.0683 |
- 0.0711 |
- 0.0581 |
- 0.1657 |
-
-
- | 0.45 |
- 0.0626 |
- 0.0558 |
- 0.0590 |
- 0.0490 |
- 0.1389 |
-
-
- | 0.5 |
- 0.0497 |
- 0.0445 |
- 0.0485 |
- 0.0408 |
- 0.1160 |
-
-
- | 0.55 |
- 0.0396 |
- 0.0347 |
- 0.0402 |
- 0.0334 |
- 0.0962 |
-
-
- | 0.6 |
- 0.0293 |
- 0.0267 |
- 0.0309 |
- 0.0269 |
- 0.0783 |
-
-
- | 0.65 |
- 0.0242 |
- 0.0220 |
- 0.0261 |
- 0.0232 |
- 0.0599 |
-
-
- | 0.7 |
- 0.0176 |
- 0.0157 |
- 0.0201 |
- 0.0178 |
- 0.0461 |
-
-
- | 0.75 |
- 0.0129 |
- 0.0112 |
- 0.0150 |
- 0.0132 |
- 0.0323 |
-
-
- | 0.8 |
- 0.0096 |
- 0.0089 |
- 0.0109 |
- 0.0103 |
- 0.0201 |
-
-
- | 0.85 |
- 0.0067 |
- 0.0062 |
- 0.0069 |
- 0.0067 |
- 0.0099 |
-
-
- | 0.9 |
- 0.0051 |
- 0.0049 |
- 0.0051 |
- 0.0047 |
- 0.0033 |
-
-
- | 0.95 |
- 0.0036 |
- 0.0036 |
- 0.0036 |
- 0.0037 |
- 0.0090 |
-
-
- | 1.0 |
- 0.0016 |
- 0.0014 |
- 0.0007 |
- 0.0006 |
- 0.0172 |
-
-
- | avg |
- 0.0627 |
- 0.0548 |
- 0.0550 |
- 0.0441 |
- 0.1672 |
-
-
-
-
-
-
-
-
-
-
-## avg
-### avg on train
-
-
-
- |
- binmc_sld |
- mulmc_sld |
- binne_sld |
- mulne_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0281 |
- 0.0529 |
- 0.0312 |
- 0.0761 |
- 0.3846 |
-
-
- | 0.05 |
- 0.0935 |
- 0.0843 |
- 0.0974 |
- 0.0799 |
- 0.2693 |
-
-
- | 0.1 |
- 0.0809 |
- 0.0728 |
- 0.0801 |
- 0.0660 |
- 0.2102 |
-
-
- | 0.15 |
- 0.0700 |
- 0.0636 |
- 0.0674 |
- 0.0593 |
- 0.1689 |
-
-
- | 0.2 |
- 0.0538 |
- 0.0520 |
- 0.0513 |
- 0.0502 |
- 0.1424 |
-
-
- | 0.25 |
- 0.0441 |
- 0.0440 |
- 0.0422 |
- 0.0440 |
- 0.1196 |
-
-
- | 0.3 |
- 0.0364 |
- 0.0388 |
- 0.0358 |
- 0.0410 |
- 0.1030 |
-
-
- | 0.35 |
- 0.0335 |
- 0.0362 |
- 0.0320 |
- 0.0393 |
- 0.0899 |
-
-
- | 0.4 |
- 0.0279 |
- 0.0322 |
- 0.0263 |
- 0.0362 |
- 0.0797 |
-
-
- | 0.45 |
- 0.0230 |
- 0.0278 |
- 0.0227 |
- 0.0324 |
- 0.0709 |
-
-
- | 0.5 |
- 0.0207 |
- 0.0260 |
- 0.0199 |
- 0.0307 |
- 0.0631 |
-
-
- | 0.55 |
- 0.0181 |
- 0.0235 |
- 0.0168 |
- 0.0287 |
- 0.0572 |
-
-
- | 0.6 |
- 0.0160 |
- 0.0219 |
- 0.0147 |
- 0.0273 |
- 0.0522 |
-
-
- | 0.65 |
- 0.0146 |
- 0.0208 |
- 0.0132 |
- 0.0260 |
- 0.0476 |
-
-
- | 0.7 |
- 0.0147 |
- 0.0199 |
- 0.0129 |
- 0.0251 |
- 0.0443 |
-
-
- | 0.75 |
- 0.0129 |
- 0.0182 |
- 0.0110 |
- 0.0231 |
- 0.0413 |
-
-
- | 0.8 |
- 0.0123 |
- 0.0182 |
- 0.0103 |
- 0.0229 |
- 0.0399 |
-
-
- | 0.85 |
- 0.0123 |
- 0.0178 |
- 0.0096 |
- 0.0220 |
- 0.0381 |
-
-
- | 0.9 |
- 0.0115 |
- 0.0174 |
- 0.0089 |
- 0.0212 |
- 0.0384 |
-
-
- | 0.95 |
- 0.0113 |
- 0.0168 |
- 0.0082 |
- 0.0201 |
- 0.0395 |
-
-
- | 1.0 |
- 0.0056 |
- 0.0138 |
- 0.0025 |
- 0.0170 |
- 0.0410 |
-
-
- | avg |
- 0.0305 |
- 0.0342 |
- 0.0292 |
- 0.0375 |
- 0.1020 |
-
-
-
-
-
-
-### avg on test
-
-
-
- |
- binmc_sld |
- mulmc_sld |
- binne_sld |
- mulne_sld |
- atc_mc |
-
-
-
-
- | 0.1 |
- 0.0044 |
- 0.0243 |
- 0.0050 |
- 0.0216 |
- 0.0234 |
-
-
- | 0.2 |
- 0.0517 |
- 0.0839 |
- 0.0463 |
- 0.1152 |
- 0.2314 |
-
-
- | 0.3 |
- 0.0328 |
- 0.0370 |
- 0.0324 |
- 0.0452 |
- 0.0615 |
-
-
- | 0.4 |
- 0.0264 |
- 0.0269 |
- 0.0265 |
- 0.0289 |
- 0.0380 |
-
-
- | 0.5 |
- 0.0199 |
- 0.0203 |
- 0.0207 |
- 0.0210 |
- 0.0569 |
-
-
- | 0.6 |
- 0.0270 |
- 0.0205 |
- 0.0279 |
- 0.0209 |
- 0.0831 |
-
-
- | 0.7 |
- 0.0232 |
- 0.0177 |
- 0.0247 |
- 0.0190 |
- 0.1143 |
-
-
- | 0.8 |
- 0.0267 |
- 0.0227 |
- 0.0249 |
- 0.0221 |
- 0.1419 |
-
-
- | 0.9 |
- 0.0627 |
- 0.0548 |
- 0.0550 |
- 0.0441 |
- 0.1672 |
-
-
- | avg |
- 0.0305 |
- 0.0342 |
- 0.0292 |
- 0.0375 |
- 0.1020 |
-
-
-
-
-
-
-### avg dataset shift
-
diff --git a/output/main/imdb_9prevs/imdb_max_conf_vs_entropy_pacc_acc.md b/output/main/imdb_9prevs/imdb_max_conf_vs_entropy_pacc_acc.md
deleted file mode 100644
index 9992595..0000000
--- a/output/main/imdb_9prevs/imdb_max_conf_vs_entropy_pacc_acc.md
+++ /dev/null
@@ -1,2189 +0,0 @@
-# imdb_9prevs
-
-## 10% positives
-> train: [0.89991359 0.10008641]
-> validation: [0.9000576 0.0999424]
-> bin_sld: 249.048s
-> mul_sld: 71.459s
-> mul_sld_gs: 455.993s
-> bin_pacc: 244.563s
-> mul_pacc: 43.016s
-> binmc_pacc: 240.469s
-> mulmc_pacc: 41.750s
-> binne_pacc: 236.217s
-> mulne_pacc: 34.041s
-> bin_cc: 241.914s
-> mul_cc: 40.328s
-> kfcv: 24.723s
-> ref: 18.562s
-> atc_mc: 27.491s
-> atc_ne: 25.568s
-> doc_feat: 11.526s
-> tot: 456.775s
-
-
-
-
- |
- binmc_pacc |
- mulmc_pacc |
- binne_pacc |
- mulne_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0039 |
- 0.0105 |
- 0.0057 |
- 0.0086 |
- 0.0370 |
-
-
- | 0.05 |
- 0.0065 |
- 0.0066 |
- 0.0065 |
- 0.0069 |
- 0.0155 |
-
-
- | 0.1 |
- 0.0092 |
- 0.0087 |
- 0.0090 |
- 0.0095 |
- 0.0067 |
-
-
- | 0.15 |
- 0.0097 |
- 0.0104 |
- 0.0094 |
- 0.0085 |
- 0.0255 |
-
-
- | 0.2 |
- 0.0098 |
- 0.0108 |
- 0.0094 |
- 0.0092 |
- 0.0457 |
-
-
- | 0.25 |
- 0.0122 |
- 0.0140 |
- 0.0122 |
- 0.0101 |
- 0.0664 |
-
-
- | 0.3 |
- 0.0110 |
- 0.0151 |
- 0.0114 |
- 0.0090 |
- 0.0858 |
-
-
- | 0.35 |
- 0.0149 |
- 0.0201 |
- 0.0169 |
- 0.0120 |
- 0.1100 |
-
-
- | 0.4 |
- 0.0172 |
- 0.0248 |
- 0.0203 |
- 0.0149 |
- 0.1302 |
-
-
- | 0.45 |
- 0.0185 |
- 0.0266 |
- 0.0208 |
- 0.0163 |
- 0.1477 |
-
-
- | 0.5 |
- 0.0196 |
- 0.0313 |
- 0.0225 |
- 0.0186 |
- 0.1697 |
-
-
- | 0.55 |
- 0.0224 |
- 0.0353 |
- 0.0263 |
- 0.0210 |
- 0.1922 |
-
-
- | 0.6 |
- 0.0206 |
- 0.0373 |
- 0.0260 |
- 0.0225 |
- 0.2117 |
-
-
- | 0.65 |
- 0.0226 |
- 0.0418 |
- 0.0285 |
- 0.0248 |
- 0.2314 |
-
-
- | 0.7 |
- 0.0263 |
- 0.0497 |
- 0.0345 |
- 0.0308 |
- 0.2566 |
-
-
- | 0.75 |
- 0.0264 |
- 0.0513 |
- 0.0340 |
- 0.0324 |
- 0.2750 |
-
-
- | 0.8 |
- 0.0264 |
- 0.0542 |
- 0.0354 |
- 0.0332 |
- 0.2944 |
-
-
- | 0.85 |
- 0.0296 |
- 0.0605 |
- 0.0379 |
- 0.0381 |
- 0.3139 |
-
-
- | 0.9 |
- 0.0275 |
- 0.0624 |
- 0.0375 |
- 0.0399 |
- 0.3317 |
-
-
- | 0.95 |
- 0.0304 |
- 0.0688 |
- 0.0422 |
- 0.0459 |
- 0.3558 |
-
-
- | 1.0 |
- 0.0273 |
- 0.0677 |
- 0.0405 |
- 0.0472 |
- 0.3755 |
-
-
- | avg |
- 0.0187 |
- 0.0337 |
- 0.0232 |
- 0.0219 |
- 0.1752 |
-
-
-
-
-
-
-
-
-
-
-## 20% positives
-> train: [0.7999712 0.2000288]
-> validation: [0.7999712 0.2000288]
-> bin_sld: 312.036s
-> mul_sld: 63.355s
-> bin_sld_gs: 1039.328s
-> mul_sld_gs: 562.297s
-> bin_sld_gsq: 402.075s
-> bin_pacc: 297.187s
-> mul_pacc: 36.589s
-> binmc_pacc: 296.718s
-> mulmc_pacc: 36.777s
-> binne_pacc: 285.556s
-> mulne_pacc: 47.832s
-> bin_pacc_gs: 636.796s
-> mul_pacc_gs: 141.445s
-> bin_cc: 293.873s
-> mul_cc: 46.722s
-> kfcv: 30.476s
-> ref: 26.348s
-> atc_mc: 22.299s
-> atc_ne: 41.782s
-> doc_feat: 11.276s
-> tot: 1040.077s
-
-
-
-
- |
- binmc_pacc |
- mulmc_pacc |
- binne_pacc |
- mulne_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0040 |
- 0.0077 |
- 0.0045 |
- 0.0043 |
- 0.0286 |
-
-
- | 0.05 |
- 0.0087 |
- 0.0097 |
- 0.0114 |
- 0.0103 |
- 0.0195 |
-
-
- | 0.1 |
- 0.0105 |
- 0.0118 |
- 0.0155 |
- 0.0110 |
- 0.0114 |
-
-
- | 0.15 |
- 0.0102 |
- 0.0119 |
- 0.0194 |
- 0.0106 |
- 0.0075 |
-
-
- | 0.2 |
- 0.0107 |
- 0.0120 |
- 0.0218 |
- 0.0111 |
- 0.0108 |
-
-
- | 0.25 |
- 0.0116 |
- 0.0138 |
- 0.0227 |
- 0.0117 |
- 0.0177 |
-
-
- | 0.3 |
- 0.0119 |
- 0.0139 |
- 0.0267 |
- 0.0117 |
- 0.0238 |
-
-
- | 0.35 |
- 0.0136 |
- 0.0159 |
- 0.0327 |
- 0.0132 |
- 0.0367 |
-
-
- | 0.4 |
- 0.0144 |
- 0.0163 |
- 0.0378 |
- 0.0142 |
- 0.0448 |
-
-
- | 0.45 |
- 0.0138 |
- 0.0158 |
- 0.0355 |
- 0.0133 |
- 0.0538 |
-
-
- | 0.5 |
- 0.0150 |
- 0.0176 |
- 0.0375 |
- 0.0149 |
- 0.0640 |
-
-
- | 0.55 |
- 0.0159 |
- 0.0186 |
- 0.0448 |
- 0.0156 |
- 0.0729 |
-
-
- | 0.6 |
- 0.0166 |
- 0.0190 |
- 0.0478 |
- 0.0162 |
- 0.0810 |
-
-
- | 0.65 |
- 0.0167 |
- 0.0207 |
- 0.0498 |
- 0.0166 |
- 0.0895 |
-
-
- | 0.7 |
- 0.0179 |
- 0.0222 |
- 0.0558 |
- 0.0183 |
- 0.1031 |
-
-
- | 0.75 |
- 0.0152 |
- 0.0195 |
- 0.0524 |
- 0.0155 |
- 0.1092 |
-
-
- | 0.8 |
- 0.0188 |
- 0.0239 |
- 0.0610 |
- 0.0191 |
- 0.1170 |
-
-
- | 0.85 |
- 0.0216 |
- 0.0252 |
- 0.0676 |
- 0.0228 |
- 0.1265 |
-
-
- | 0.9 |
- 0.0213 |
- 0.0266 |
- 0.0688 |
- 0.0229 |
- 0.1322 |
-
-
- | 0.95 |
- 0.0199 |
- 0.0264 |
- 0.0715 |
- 0.0207 |
- 0.1443 |
-
-
- | 1.0 |
- 0.0229 |
- 0.0282 |
- 0.0664 |
- 0.0233 |
- 0.1494 |
-
-
- | avg |
- 0.0148 |
- 0.0179 |
- 0.0405 |
- 0.0151 |
- 0.0687 |
-
-
-
-
-
-
-
-
-
-
-## 30% positives
-> train: [0.7000288 0.2999712]
-> validation: [0.7000288 0.2999712]
-> bin_sld: 302.903s
-> mul_sld: 59.883s
-> bin_sld_gs: 1013.188s
-> mul_sld_gs: 556.087s
-> bin_sld_gsq: 413.115s
-> bin_pacc: 294.712s
-> mul_pacc: 45.954s
-> binmc_pacc: 300.950s
-> mulmc_pacc: 45.939s
-> binne_pacc: 289.350s
-> mulne_pacc: 38.137s
-> bin_pacc_gs: 643.072s
-> mul_pacc_gs: 149.582s
-> bin_cc: 298.684s
-> mul_cc: 43.908s
-> kfcv: 37.403s
-> ref: 28.756s
-> atc_mc: 39.420s
-> atc_ne: 24.347s
-> doc_feat: 22.815s
-> tot: 1014.314s
-
-
-
-
- |
- binmc_pacc |
- mulmc_pacc |
- binne_pacc |
- mulne_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0074 |
- 0.0089 |
- 0.0092 |
- 0.0128 |
- 0.0279 |
-
-
- | 0.05 |
- 0.0117 |
- 0.0125 |
- 0.0153 |
- 0.0152 |
- 0.0220 |
-
-
- | 0.1 |
- 0.0125 |
- 0.0136 |
- 0.0171 |
- 0.0153 |
- 0.0157 |
-
-
- | 0.15 |
- 0.0127 |
- 0.0132 |
- 0.0189 |
- 0.0154 |
- 0.0111 |
-
-
- | 0.2 |
- 0.0132 |
- 0.0147 |
- 0.0204 |
- 0.0161 |
- 0.0108 |
-
-
- | 0.25 |
- 0.0152 |
- 0.0164 |
- 0.0233 |
- 0.0172 |
- 0.0106 |
-
-
- | 0.3 |
- 0.0146 |
- 0.0152 |
- 0.0212 |
- 0.0150 |
- 0.0105 |
-
-
- | 0.35 |
- 0.0178 |
- 0.0188 |
- 0.0293 |
- 0.0192 |
- 0.0143 |
-
-
- | 0.4 |
- 0.0180 |
- 0.0191 |
- 0.0312 |
- 0.0196 |
- 0.0199 |
-
-
- | 0.45 |
- 0.0173 |
- 0.0183 |
- 0.0305 |
- 0.0181 |
- 0.0235 |
-
-
- | 0.5 |
- 0.0207 |
- 0.0214 |
- 0.0329 |
- 0.0204 |
- 0.0301 |
-
-
- | 0.55 |
- 0.0192 |
- 0.0199 |
- 0.0351 |
- 0.0183 |
- 0.0355 |
-
-
- | 0.6 |
- 0.0198 |
- 0.0207 |
- 0.0368 |
- 0.0187 |
- 0.0404 |
-
-
- | 0.65 |
- 0.0219 |
- 0.0224 |
- 0.0395 |
- 0.0203 |
- 0.0442 |
-
-
- | 0.7 |
- 0.0241 |
- 0.0252 |
- 0.0437 |
- 0.0227 |
- 0.0517 |
-
-
- | 0.75 |
- 0.0239 |
- 0.0240 |
- 0.0434 |
- 0.0197 |
- 0.0584 |
-
-
- | 0.8 |
- 0.0259 |
- 0.0267 |
- 0.0469 |
- 0.0219 |
- 0.0608 |
-
-
- | 0.85 |
- 0.0275 |
- 0.0269 |
- 0.0510 |
- 0.0215 |
- 0.0669 |
-
-
- | 0.9 |
- 0.0284 |
- 0.0285 |
- 0.0531 |
- 0.0224 |
- 0.0698 |
-
-
- | 0.95 |
- 0.0268 |
- 0.0271 |
- 0.0521 |
- 0.0207 |
- 0.0804 |
-
-
- | 1.0 |
- 0.0275 |
- 0.0222 |
- 0.0527 |
- 0.0174 |
- 0.0817 |
-
-
- | avg |
- 0.0193 |
- 0.0198 |
- 0.0335 |
- 0.0185 |
- 0.0374 |
-
-
-
-
-
-
-
-
-
-
-## 40% positives
-> train: [0.5999424 0.4000576]
-> validation: [0.60008641 0.39991359]
-> bin_sld: 298.351s
-> mul_sld: 51.270s
-> bin_sld_gs: 1033.280s
-> mul_sld_gs: 546.452s
-> bin_sld_gsq: 421.394s
-> bin_pacc: 298.508s
-> mul_pacc: 34.186s
-> binmc_pacc: 289.145s
-> mulmc_pacc: 42.455s
-> binne_pacc: 296.554s
-> mulne_pacc: 45.269s
-> bin_pacc_gs: 645.096s
-> mul_pacc_gs: 145.337s
-> bin_cc: 300.133s
-> mul_cc: 42.690s
-> kfcv: 36.406s
-> ref: 22.353s
-> atc_mc: 38.798s
-> atc_ne: 34.811s
-> doc_feat: 13.850s
-> tot: 1034.124s
-
-
-
-
- |
- binmc_pacc |
- mulmc_pacc |
- binne_pacc |
- mulne_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0096 |
- 0.0082 |
- 0.0055 |
- 0.0089 |
- 0.0207 |
-
-
- | 0.05 |
- 0.0133 |
- 0.0129 |
- 0.0120 |
- 0.0127 |
- 0.0204 |
-
-
- | 0.1 |
- 0.0137 |
- 0.0142 |
- 0.0139 |
- 0.0144 |
- 0.0160 |
-
-
- | 0.15 |
- 0.0153 |
- 0.0159 |
- 0.0166 |
- 0.0164 |
- 0.0151 |
-
-
- | 0.2 |
- 0.0155 |
- 0.0161 |
- 0.0173 |
- 0.0161 |
- 0.0133 |
-
-
- | 0.25 |
- 0.0122 |
- 0.0129 |
- 0.0142 |
- 0.0134 |
- 0.0099 |
-
-
- | 0.3 |
- 0.0142 |
- 0.0161 |
- 0.0169 |
- 0.0166 |
- 0.0107 |
-
-
- | 0.35 |
- 0.0159 |
- 0.0182 |
- 0.0203 |
- 0.0164 |
- 0.0089 |
-
-
- | 0.4 |
- 0.0165 |
- 0.0203 |
- 0.0216 |
- 0.0166 |
- 0.0099 |
-
-
- | 0.45 |
- 0.0169 |
- 0.0204 |
- 0.0214 |
- 0.0174 |
- 0.0109 |
-
-
- | 0.5 |
- 0.0190 |
- 0.0238 |
- 0.0254 |
- 0.0196 |
- 0.0115 |
-
-
- | 0.55 |
- 0.0173 |
- 0.0234 |
- 0.0233 |
- 0.0176 |
- 0.0117 |
-
-
- | 0.6 |
- 0.0197 |
- 0.0268 |
- 0.0272 |
- 0.0189 |
- 0.0135 |
-
-
- | 0.65 |
- 0.0184 |
- 0.0270 |
- 0.0275 |
- 0.0172 |
- 0.0142 |
-
-
- | 0.7 |
- 0.0213 |
- 0.0303 |
- 0.0301 |
- 0.0198 |
- 0.0168 |
-
-
- | 0.75 |
- 0.0213 |
- 0.0319 |
- 0.0316 |
- 0.0205 |
- 0.0182 |
-
-
- | 0.8 |
- 0.0224 |
- 0.0337 |
- 0.0326 |
- 0.0215 |
- 0.0198 |
-
-
- | 0.85 |
- 0.0227 |
- 0.0365 |
- 0.0363 |
- 0.0215 |
- 0.0229 |
-
-
- | 0.9 |
- 0.0208 |
- 0.0358 |
- 0.0343 |
- 0.0196 |
- 0.0272 |
-
-
- | 0.95 |
- 0.0234 |
- 0.0390 |
- 0.0374 |
- 0.0202 |
- 0.0283 |
-
-
- | 1.0 |
- 0.0206 |
- 0.0400 |
- 0.0317 |
- 0.0203 |
- 0.0310 |
-
-
- | avg |
- 0.0176 |
- 0.0240 |
- 0.0237 |
- 0.0174 |
- 0.0167 |
-
-
-
-
-
-
-
-
-
-
-## 50% positives
-> train: [0.5 0.5]
-> validation: [0.5 0.5]
-> bin_sld: 303.489s
-> mul_sld: 50.183s
-> bin_sld_gs: 1015.361s
-> mul_sld_gs: 552.539s
-> bin_sld_gsq: 418.096s
-> bin_pacc: 296.283s
-> mul_pacc: 32.547s
-> binmc_pacc: 299.487s
-> mulmc_pacc: 40.506s
-> binne_pacc: 293.984s
-> mulne_pacc: 39.974s
-> bin_pacc_gs: 643.158s
-> mul_pacc_gs: 146.732s
-> bin_cc: 292.672s
-> mul_cc: 37.348s
-> kfcv: 29.093s
-> ref: 16.306s
-> atc_mc: 25.874s
-> atc_ne: 28.890s
-> doc_feat: 11.601s
-> tot: 1016.064s
-
-
-
-
- |
- binmc_pacc |
- mulmc_pacc |
- binne_pacc |
- mulne_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0083 |
- 0.0097 |
- 0.0063 |
- 0.0119 |
- 0.0100 |
-
-
- | 0.05 |
- 0.0105 |
- 0.0123 |
- 0.0084 |
- 0.0144 |
- 0.0090 |
-
-
- | 0.1 |
- 0.0122 |
- 0.0129 |
- 0.0116 |
- 0.0151 |
- 0.0096 |
-
-
- | 0.15 |
- 0.0134 |
- 0.0144 |
- 0.0139 |
- 0.0172 |
- 0.0085 |
-
-
- | 0.2 |
- 0.0135 |
- 0.0151 |
- 0.0154 |
- 0.0165 |
- 0.0086 |
-
-
- | 0.25 |
- 0.0123 |
- 0.0140 |
- 0.0145 |
- 0.0156 |
- 0.0094 |
-
-
- | 0.3 |
- 0.0145 |
- 0.0160 |
- 0.0162 |
- 0.0171 |
- 0.0098 |
-
-
- | 0.35 |
- 0.0145 |
- 0.0164 |
- 0.0138 |
- 0.0179 |
- 0.0094 |
-
-
- | 0.4 |
- 0.0140 |
- 0.0160 |
- 0.0131 |
- 0.0196 |
- 0.0101 |
-
-
- | 0.45 |
- 0.0139 |
- 0.0154 |
- 0.0143 |
- 0.0182 |
- 0.0103 |
-
-
- | 0.5 |
- 0.0170 |
- 0.0194 |
- 0.0179 |
- 0.0232 |
- 0.0124 |
-
-
- | 0.55 |
- 0.0169 |
- 0.0196 |
- 0.0177 |
- 0.0217 |
- 0.0113 |
-
-
- | 0.6 |
- 0.0181 |
- 0.0197 |
- 0.0202 |
- 0.0228 |
- 0.0110 |
-
-
- | 0.65 |
- 0.0170 |
- 0.0184 |
- 0.0197 |
- 0.0208 |
- 0.0112 |
-
-
- | 0.7 |
- 0.0179 |
- 0.0196 |
- 0.0232 |
- 0.0238 |
- 0.0109 |
-
-
- | 0.75 |
- 0.0190 |
- 0.0208 |
- 0.0262 |
- 0.0248 |
- 0.0109 |
-
-
- | 0.8 |
- 0.0186 |
- 0.0209 |
- 0.0271 |
- 0.0243 |
- 0.0100 |
-
-
- | 0.85 |
- 0.0193 |
- 0.0218 |
- 0.0305 |
- 0.0259 |
- 0.0107 |
-
-
- | 0.9 |
- 0.0179 |
- 0.0195 |
- 0.0308 |
- 0.0230 |
- 0.0114 |
-
-
- | 0.95 |
- 0.0202 |
- 0.0226 |
- 0.0364 |
- 0.0276 |
- 0.0119 |
-
-
- | 1.0 |
- 0.0188 |
- 0.0204 |
- 0.0349 |
- 0.0248 |
- 0.0107 |
-
-
- | avg |
- 0.0156 |
- 0.0174 |
- 0.0196 |
- 0.0203 |
- 0.0103 |
-
-
-
-
-
-
-
-
-
-
-## 60% positives
-> train: [0.39991359 0.60008641]
-> validation: [0.4000576 0.5999424]
-> bin_sld: 296.102s
-> mul_sld: 56.083s
-> bin_sld_gs: 1060.976s
-> mul_sld_gs: 551.619s
-> bin_sld_gsq: 425.664s
-> bin_pacc: 293.321s
-> mul_pacc: 44.690s
-> binmc_pacc: 296.400s
-> mulmc_pacc: 38.640s
-> binne_pacc: 288.195s
-> mulne_pacc: 44.768s
-> bin_pacc_gs: 645.660s
-> mul_pacc_gs: 146.232s
-> bin_cc: 299.198s
-> mul_cc: 41.642s
-> kfcv: 21.885s
-> ref: 26.261s
-> atc_mc: 37.391s
-> atc_ne: 35.750s
-> doc_feat: 19.963s
-> tot: 1061.773s
-
-
-
-
- |
- binmc_pacc |
- mulmc_pacc |
- binne_pacc |
- mulne_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0109 |
- 0.0118 |
- 0.0023 |
- 0.0114 |
- 0.0238 |
-
-
- | 0.05 |
- 0.0390 |
- 0.0171 |
- 0.0185 |
- 0.0115 |
- 0.0205 |
-
-
- | 0.1 |
- 0.0357 |
- 0.0155 |
- 0.0172 |
- 0.0124 |
- 0.0209 |
-
-
- | 0.15 |
- 0.0377 |
- 0.0177 |
- 0.0186 |
- 0.0128 |
- 0.0139 |
-
-
- | 0.2 |
- 0.0369 |
- 0.0207 |
- 0.0189 |
- 0.0147 |
- 0.0166 |
-
-
- | 0.25 |
- 0.0347 |
- 0.0189 |
- 0.0178 |
- 0.0139 |
- 0.0133 |
-
-
- | 0.3 |
- 0.0329 |
- 0.0199 |
- 0.0174 |
- 0.0160 |
- 0.0127 |
-
-
- | 0.35 |
- 0.0371 |
- 0.0232 |
- 0.0209 |
- 0.0164 |
- 0.0116 |
-
-
- | 0.4 |
- 0.0366 |
- 0.0254 |
- 0.0219 |
- 0.0171 |
- 0.0120 |
-
-
- | 0.45 |
- 0.0321 |
- 0.0236 |
- 0.0211 |
- 0.0179 |
- 0.0118 |
-
-
- | 0.5 |
- 0.0366 |
- 0.0291 |
- 0.0253 |
- 0.0218 |
- 0.0122 |
-
-
- | 0.55 |
- 0.0337 |
- 0.0281 |
- 0.0242 |
- 0.0210 |
- 0.0127 |
-
-
- | 0.6 |
- 0.0364 |
- 0.0318 |
- 0.0273 |
- 0.0241 |
- 0.0134 |
-
-
- | 0.65 |
- 0.0308 |
- 0.0290 |
- 0.0247 |
- 0.0234 |
- 0.0147 |
-
-
- | 0.7 |
- 0.0368 |
- 0.0377 |
- 0.0306 |
- 0.0297 |
- 0.0193 |
-
-
- | 0.75 |
- 0.0342 |
- 0.0366 |
- 0.0303 |
- 0.0298 |
- 0.0206 |
-
-
- | 0.8 |
- 0.0307 |
- 0.0361 |
- 0.0288 |
- 0.0294 |
- 0.0241 |
-
-
- | 0.85 |
- 0.0305 |
- 0.0388 |
- 0.0308 |
- 0.0332 |
- 0.0237 |
-
-
- | 0.9 |
- 0.0289 |
- 0.0387 |
- 0.0306 |
- 0.0331 |
- 0.0286 |
-
-
- | 0.95 |
- 0.0323 |
- 0.0448 |
- 0.0357 |
- 0.0396 |
- 0.0316 |
-
-
- | 1.0 |
- 0.0281 |
- 0.0451 |
- 0.0349 |
- 0.0409 |
- 0.0343 |
-
-
- | avg |
- 0.0330 |
- 0.0281 |
- 0.0237 |
- 0.0224 |
- 0.0187 |
-
-
-
-
-
-
-
-
-
-
-## 70% positives
-> train: [0.2999712 0.7000288]
-> validation: [0.2999712 0.7000288]
-> bin_sld: 303.930s
-> mul_sld: 40.110s
-> bin_sld_gs: 1015.962s
-> mul_sld_gs: 557.286s
-> bin_sld_gsq: 414.452s
-> bin_pacc: 292.176s
-> mul_pacc: 47.800s
-> binmc_pacc: 302.570s
-> mulmc_pacc: 44.408s
-> binne_pacc: 293.019s
-> mulne_pacc: 43.783s
-> bin_pacc_gs: 648.943s
-> mul_pacc_gs: 150.210s
-> bin_cc: 288.613s
-> mul_cc: 38.672s
-> kfcv: 32.153s
-> ref: 34.374s
-> atc_mc: 38.938s
-> atc_ne: 40.313s
-> doc_feat: 20.243s
-> tot: 1016.774s
-
-
-
-
- |
- binmc_pacc |
- mulmc_pacc |
- binne_pacc |
- mulne_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0122 |
- 0.0325 |
- 0.0069 |
- 0.0143 |
- 0.0699 |
-
-
- | 0.05 |
- 0.0119 |
- 0.0251 |
- 0.0096 |
- 0.0189 |
- 0.0635 |
-
-
- | 0.1 |
- 0.0132 |
- 0.0240 |
- 0.0109 |
- 0.0173 |
- 0.0617 |
-
-
- | 0.15 |
- 0.0108 |
- 0.0191 |
- 0.0095 |
- 0.0175 |
- 0.0528 |
-
-
- | 0.2 |
- 0.0123 |
- 0.0190 |
- 0.0119 |
- 0.0205 |
- 0.0507 |
-
-
- | 0.25 |
- 0.0118 |
- 0.0164 |
- 0.0106 |
- 0.0211 |
- 0.0430 |
-
-
- | 0.3 |
- 0.0110 |
- 0.0144 |
- 0.0115 |
- 0.0197 |
- 0.0386 |
-
-
- | 0.35 |
- 0.0102 |
- 0.0123 |
- 0.0105 |
- 0.0197 |
- 0.0338 |
-
-
- | 0.4 |
- 0.0109 |
- 0.0127 |
- 0.0122 |
- 0.0226 |
- 0.0306 |
-
-
- | 0.45 |
- 0.0124 |
- 0.0133 |
- 0.0137 |
- 0.0195 |
- 0.0265 |
-
-
- | 0.5 |
- 0.0124 |
- 0.0137 |
- 0.0138 |
- 0.0214 |
- 0.0207 |
-
-
- | 0.55 |
- 0.0109 |
- 0.0132 |
- 0.0120 |
- 0.0217 |
- 0.0167 |
-
-
- | 0.6 |
- 0.0101 |
- 0.0128 |
- 0.0117 |
- 0.0222 |
- 0.0144 |
-
-
- | 0.65 |
- 0.0130 |
- 0.0162 |
- 0.0140 |
- 0.0233 |
- 0.0118 |
-
-
- | 0.7 |
- 0.0124 |
- 0.0188 |
- 0.0119 |
- 0.0264 |
- 0.0100 |
-
-
- | 0.75 |
- 0.0134 |
- 0.0215 |
- 0.0134 |
- 0.0261 |
- 0.0090 |
-
-
- | 0.8 |
- 0.0153 |
- 0.0213 |
- 0.0135 |
- 0.0244 |
- 0.0125 |
-
-
- | 0.85 |
- 0.0190 |
- 0.0272 |
- 0.0142 |
- 0.0268 |
- 0.0141 |
-
-
- | 0.9 |
- 0.0194 |
- 0.0266 |
- 0.0141 |
- 0.0236 |
- 0.0185 |
-
-
- | 0.95 |
- 0.0273 |
- 0.0349 |
- 0.0173 |
- 0.0283 |
- 0.0250 |
-
-
- | 1.0 |
- 0.0288 |
- 0.0383 |
- 0.0140 |
- 0.0280 |
- 0.0288 |
-
-
- | avg |
- 0.0142 |
- 0.0206 |
- 0.0122 |
- 0.0221 |
- 0.0311 |
-
-
-
-
-
-
-
-
-
-
-## 80% positives
-> train: [0.2000288 0.7999712]
-> validation: [0.2000288 0.7999712]
-> bin_sld: 302.697s
-> mul_sld: 51.427s
-> bin_sld_gs: 1033.432s
-> mul_sld_gs: 553.840s
-> bin_sld_gsq: 405.825s
-> bin_pacc: 296.888s
-> mul_pacc: 34.390s
-> binmc_pacc: 300.681s
-> mulmc_pacc: 44.972s
-> binne_pacc: 284.115s
-> mulne_pacc: 37.204s
-> bin_pacc_gs: 637.277s
-> mul_pacc_gs: 146.708s
-> bin_cc: 297.171s
-> mul_cc: 42.941s
-> kfcv: 27.967s
-> ref: 32.469s
-> atc_mc: 22.965s
-> atc_ne: 39.769s
-> doc_feat: 19.964s
-> tot: 1034.198s
-
-
-
-
- |
- binmc_pacc |
- mulmc_pacc |
- binne_pacc |
- mulne_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0318 |
- 0.0406 |
- 0.0120 |
- 0.0358 |
- 0.1270 |
-
-
- | 0.05 |
- 0.0244 |
- 0.0297 |
- 0.0128 |
- 0.0380 |
- 0.1198 |
-
-
- | 0.1 |
- 0.0271 |
- 0.0335 |
- 0.0135 |
- 0.0313 |
- 0.1165 |
-
-
- | 0.15 |
- 0.0221 |
- 0.0269 |
- 0.0113 |
- 0.0282 |
- 0.1057 |
-
-
- | 0.2 |
- 0.0244 |
- 0.0284 |
- 0.0143 |
- 0.0324 |
- 0.0976 |
-
-
- | 0.25 |
- 0.0234 |
- 0.0255 |
- 0.0129 |
- 0.0335 |
- 0.0873 |
-
-
- | 0.3 |
- 0.0204 |
- 0.0225 |
- 0.0127 |
- 0.0317 |
- 0.0804 |
-
-
- | 0.35 |
- 0.0189 |
- 0.0196 |
- 0.0111 |
- 0.0287 |
- 0.0719 |
-
-
- | 0.4 |
- 0.0212 |
- 0.0212 |
- 0.0133 |
- 0.0307 |
- 0.0668 |
-
-
- | 0.45 |
- 0.0181 |
- 0.0188 |
- 0.0119 |
- 0.0265 |
- 0.0571 |
-
-
- | 0.5 |
- 0.0188 |
- 0.0181 |
- 0.0122 |
- 0.0275 |
- 0.0507 |
-
-
- | 0.55 |
- 0.0160 |
- 0.0148 |
- 0.0117 |
- 0.0233 |
- 0.0430 |
-
-
- | 0.6 |
- 0.0157 |
- 0.0138 |
- 0.0117 |
- 0.0254 |
- 0.0363 |
-
-
- | 0.65 |
- 0.0162 |
- 0.0149 |
- 0.0136 |
- 0.0222 |
- 0.0247 |
-
-
- | 0.7 |
- 0.0145 |
- 0.0138 |
- 0.0127 |
- 0.0210 |
- 0.0184 |
-
-
- | 0.75 |
- 0.0154 |
- 0.0145 |
- 0.0138 |
- 0.0222 |
- 0.0119 |
-
-
- | 0.8 |
- 0.0160 |
- 0.0150 |
- 0.0147 |
- 0.0212 |
- 0.0099 |
-
-
- | 0.85 |
- 0.0142 |
- 0.0147 |
- 0.0142 |
- 0.0185 |
- 0.0101 |
-
-
- | 0.9 |
- 0.0134 |
- 0.0147 |
- 0.0135 |
- 0.0168 |
- 0.0152 |
-
-
- | 0.95 |
- 0.0137 |
- 0.0169 |
- 0.0161 |
- 0.0148 |
- 0.0224 |
-
-
- | 1.0 |
- 0.0091 |
- 0.0172 |
- 0.0150 |
- 0.0126 |
- 0.0294 |
-
-
- | avg |
- 0.0188 |
- 0.0207 |
- 0.0131 |
- 0.0258 |
- 0.0572 |
-
-
-
-
-
-
-
-
-
-
-## 90% positives
-> train: [0.0999424 0.9000576]
-> validation: [0.10008641 0.89991359]
-> bin_sld: 170.505s
-> mul_sld: 31.294s
-> mul_sld_gs: 380.780s
-> bin_cc: 164.518s
-> mul_cc: 20.620s
-> kfcv: 15.634s
-> ref: 13.757s
-> atc_mc: 18.010s
-> atc_ne: 18.026s
-> doc_feat: 10.161s
-> tot: 381.531s
-
-
-
-
- |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.2957 |
-
-
- | 0.05 |
- 0.2812 |
-
-
- | 0.1 |
- 0.2658 |
-
-
- | 0.15 |
- 0.2470 |
-
-
- | 0.2 |
- 0.2327 |
-
-
- | 0.25 |
- 0.2133 |
-
-
- | 0.3 |
- 0.1958 |
-
-
- | 0.35 |
- 0.1800 |
-
-
- | 0.4 |
- 0.1661 |
-
-
- | 0.45 |
- 0.1473 |
-
-
- | 0.5 |
- 0.1307 |
-
-
- | 0.55 |
- 0.1150 |
-
-
- | 0.6 |
- 0.0995 |
-
-
- | 0.65 |
- 0.0798 |
-
-
- | 0.7 |
- 0.0650 |
-
-
- | 0.75 |
- 0.0479 |
-
-
- | 0.8 |
- 0.0312 |
-
-
- | 0.85 |
- 0.0160 |
-
-
- | 0.9 |
- 0.0060 |
-
-
- | 0.95 |
- 0.0171 |
-
-
- | 1.0 |
- 0.0339 |
-
-
- | avg |
- 0.1365 |
-
-
-
-
-
-
-
-
-
-
-## avg
-### avg on train
-
-
-
- |
- binmc_pacc |
- mulmc_pacc |
- binne_pacc |
- mulne_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0110 |
- 0.0162 |
- 0.0065 |
- 0.0135 |
- 0.0712 |
-
-
- | 0.05 |
- 0.0158 |
- 0.0157 |
- 0.0118 |
- 0.0160 |
- 0.0635 |
-
-
- | 0.1 |
- 0.0168 |
- 0.0168 |
- 0.0136 |
- 0.0158 |
- 0.0582 |
-
-
- | 0.15 |
- 0.0165 |
- 0.0162 |
- 0.0147 |
- 0.0158 |
- 0.0541 |
-
-
- | 0.2 |
- 0.0170 |
- 0.0171 |
- 0.0162 |
- 0.0171 |
- 0.0541 |
-
-
- | 0.25 |
- 0.0167 |
- 0.0165 |
- 0.0160 |
- 0.0171 |
- 0.0523 |
-
-
- | 0.3 |
- 0.0163 |
- 0.0166 |
- 0.0167 |
- 0.0171 |
- 0.0520 |
-
-
- | 0.35 |
- 0.0179 |
- 0.0181 |
- 0.0195 |
- 0.0179 |
- 0.0529 |
-
-
- | 0.4 |
- 0.0186 |
- 0.0195 |
- 0.0214 |
- 0.0194 |
- 0.0545 |
-
-
- | 0.45 |
- 0.0179 |
- 0.0190 |
- 0.0211 |
- 0.0184 |
- 0.0543 |
-
-
- | 0.5 |
- 0.0199 |
- 0.0218 |
- 0.0234 |
- 0.0209 |
- 0.0558 |
-
-
- | 0.55 |
- 0.0190 |
- 0.0216 |
- 0.0244 |
- 0.0200 |
- 0.0568 |
-
-
- | 0.6 |
- 0.0196 |
- 0.0227 |
- 0.0261 |
- 0.0214 |
- 0.0579 |
-
-
- | 0.65 |
- 0.0196 |
- 0.0238 |
- 0.0271 |
- 0.0211 |
- 0.0579 |
-
-
- | 0.7 |
- 0.0214 |
- 0.0272 |
- 0.0303 |
- 0.0241 |
- 0.0613 |
-
-
- | 0.75 |
- 0.0211 |
- 0.0275 |
- 0.0306 |
- 0.0239 |
- 0.0623 |
-
-
- | 0.8 |
- 0.0218 |
- 0.0290 |
- 0.0325 |
- 0.0244 |
- 0.0644 |
-
-
- | 0.85 |
- 0.0231 |
- 0.0314 |
- 0.0353 |
- 0.0260 |
- 0.0672 |
-
-
- | 0.9 |
- 0.0222 |
- 0.0316 |
- 0.0354 |
- 0.0252 |
- 0.0712 |
-
-
- | 0.95 |
- 0.0243 |
- 0.0350 |
- 0.0386 |
- 0.0272 |
- 0.0796 |
-
-
- | 1.0 |
- 0.0229 |
- 0.0349 |
- 0.0363 |
- 0.0268 |
- 0.0861 |
-
-
- | avg |
- 0.0190 |
- 0.0228 |
- 0.0237 |
- 0.0204 |
- 0.0613 |
-
-
-
-
-
-
-### avg on test
-
-
-
- |
- binmc_pacc |
- mulmc_pacc |
- binne_pacc |
- mulne_pacc |
- atc_mc |
-
-
-
-
- | 0.1 |
- 0.0187 |
- 0.0337 |
- 0.0232 |
- 0.0219 |
- 0.1752 |
-
-
- | 0.2 |
- 0.0148 |
- 0.0179 |
- 0.0405 |
- 0.0151 |
- 0.0687 |
-
-
- | 0.3 |
- 0.0193 |
- 0.0198 |
- 0.0335 |
- 0.0185 |
- 0.0374 |
-
-
- | 0.4 |
- 0.0176 |
- 0.0240 |
- 0.0237 |
- 0.0174 |
- 0.0167 |
-
-
- | 0.5 |
- 0.0156 |
- 0.0174 |
- 0.0196 |
- 0.0203 |
- 0.0103 |
-
-
- | 0.6 |
- 0.0330 |
- 0.0281 |
- 0.0237 |
- 0.0224 |
- 0.0187 |
-
-
- | 0.7 |
- 0.0142 |
- 0.0206 |
- 0.0122 |
- 0.0221 |
- 0.0311 |
-
-
- | 0.8 |
- 0.0188 |
- 0.0207 |
- 0.0131 |
- 0.0258 |
- 0.0572 |
-
-
- | 0.9 |
- NaN |
- NaN |
- NaN |
- NaN |
- 0.1365 |
-
-
- | avg |
- 0.0190 |
- 0.0228 |
- 0.0237 |
- 0.0204 |
- 0.0613 |
-
-
-
-
-
-
-### avg dataset shift
-
diff --git a/output/main/imdb_9prevs/imdb_max_conf_vs_entropy_pacc_f1.md b/output/main/imdb_9prevs/imdb_max_conf_vs_entropy_pacc_f1.md
deleted file mode 100644
index a9ac6f9..0000000
--- a/output/main/imdb_9prevs/imdb_max_conf_vs_entropy_pacc_f1.md
+++ /dev/null
@@ -1,2189 +0,0 @@
-# imdb_9prevs
-
-## 10% positives
-> train: [0.89991359 0.10008641]
-> validation: [0.9000576 0.0999424]
-> bin_sld: 249.048s
-> mul_sld: 71.459s
-> mul_sld_gs: 455.993s
-> bin_pacc: 244.563s
-> mul_pacc: 43.016s
-> binmc_pacc: 240.469s
-> mulmc_pacc: 41.750s
-> binne_pacc: 236.217s
-> mulne_pacc: 34.041s
-> bin_cc: 241.914s
-> mul_cc: 40.328s
-> kfcv: 24.723s
-> ref: 18.562s
-> atc_mc: 27.491s
-> atc_ne: 25.568s
-> doc_feat: 11.526s
-> tot: 456.775s
-
-
-
-
- |
- binmc_pacc |
- mulmc_pacc |
- binne_pacc |
- mulne_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0000 |
- 0.1036 |
- 0.0082 |
- 0.2216 |
- 0.0000 |
-
-
- | 0.05 |
- 0.0088 |
- 0.0574 |
- 0.0142 |
- 0.0989 |
- 0.0240 |
-
-
- | 0.1 |
- 0.0081 |
- 0.0631 |
- 0.0130 |
- 0.0860 |
- 0.0244 |
-
-
- | 0.15 |
- 0.0093 |
- 0.0635 |
- 0.0131 |
- 0.0880 |
- 0.0228 |
-
-
- | 0.2 |
- 0.0079 |
- 0.0614 |
- 0.0151 |
- 0.0711 |
- 0.0245 |
-
-
- | 0.25 |
- 0.0082 |
- 0.0497 |
- 0.0129 |
- 0.0620 |
- 0.0246 |
-
-
- | 0.3 |
- 0.0078 |
- 0.0552 |
- 0.0136 |
- 0.0616 |
- 0.0266 |
-
-
- | 0.35 |
- 0.0081 |
- 0.0506 |
- 0.0131 |
- 0.0604 |
- 0.0248 |
-
-
- | 0.4 |
- 0.0052 |
- 0.0557 |
- 0.0111 |
- 0.0665 |
- 0.0230 |
-
-
- | 0.45 |
- 0.0059 |
- 0.0528 |
- 0.0143 |
- 0.0514 |
- 0.0257 |
-
-
- | 0.5 |
- 0.0077 |
- 0.0609 |
- 0.0165 |
- 0.0639 |
- 0.0264 |
-
-
- | 0.55 |
- 0.0060 |
- 0.0558 |
- 0.0140 |
- 0.0596 |
- 0.0239 |
-
-
- | 0.6 |
- 0.0066 |
- 0.0594 |
- 0.0140 |
- 0.0600 |
- 0.0248 |
-
-
- | 0.65 |
- 0.0073 |
- 0.0557 |
- 0.0143 |
- 0.0550 |
- 0.0247 |
-
-
- | 0.7 |
- 0.0071 |
- 0.0591 |
- 0.0146 |
- 0.0579 |
- 0.0239 |
-
-
- | 0.75 |
- 0.0056 |
- 0.0531 |
- 0.0150 |
- 0.0569 |
- 0.0255 |
-
-
- | 0.8 |
- 0.0064 |
- 0.0535 |
- 0.0144 |
- 0.0513 |
- 0.0242 |
-
-
- | 0.85 |
- 0.0057 |
- 0.0603 |
- 0.0154 |
- 0.0583 |
- 0.0240 |
-
-
- | 0.9 |
- 0.0076 |
- 0.0601 |
- 0.0156 |
- 0.0554 |
- 0.0256 |
-
-
- | 0.95 |
- 0.0058 |
- 0.0611 |
- 0.0143 |
- 0.0576 |
- 0.0246 |
-
-
- | 1.0 |
- 0.0073 |
- 0.0520 |
- 0.0150 |
- 0.0555 |
- 0.0246 |
-
-
- | avg |
- 0.0068 |
- 0.0592 |
- 0.0139 |
- 0.0714 |
- 0.0234 |
-
-
-
-
-
-
-
-
-
-
-## 20% positives
-> train: [0.7999712 0.2000288]
-> validation: [0.7999712 0.2000288]
-> bin_sld: 312.036s
-> mul_sld: 63.355s
-> bin_sld_gs: 1039.328s
-> mul_sld_gs: 562.297s
-> bin_sld_gsq: 402.075s
-> bin_pacc: 297.187s
-> mul_pacc: 36.589s
-> binmc_pacc: 296.718s
-> mulmc_pacc: 36.777s
-> binne_pacc: 285.556s
-> mulne_pacc: 47.832s
-> bin_pacc_gs: 636.796s
-> mul_pacc_gs: 141.445s
-> bin_cc: 293.873s
-> mul_cc: 46.722s
-> kfcv: 30.476s
-> ref: 26.348s
-> atc_mc: 22.299s
-> atc_ne: 41.782s
-> doc_feat: 11.276s
-> tot: 1040.077s
-
-
-
-
- |
- binmc_pacc |
- mulmc_pacc |
- binne_pacc |
- mulne_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.3456 |
- 0.3689 |
- 0.1730 |
- 0.4215 |
- 0.0183 |
-
-
- | 0.05 |
- 0.0974 |
- 0.1541 |
- 0.1970 |
- 0.1221 |
- 0.2921 |
-
-
- | 0.1 |
- 0.0652 |
- 0.1047 |
- 0.1514 |
- 0.0696 |
- 0.2745 |
-
-
- | 0.15 |
- 0.0560 |
- 0.0856 |
- 0.1430 |
- 0.0538 |
- 0.2661 |
-
-
- | 0.2 |
- 0.0440 |
- 0.0656 |
- 0.1213 |
- 0.0465 |
- 0.2539 |
-
-
- | 0.25 |
- 0.0359 |
- 0.0601 |
- 0.1003 |
- 0.0419 |
- 0.2445 |
-
-
- | 0.3 |
- 0.0362 |
- 0.0554 |
- 0.0976 |
- 0.0394 |
- 0.2483 |
-
-
- | 0.35 |
- 0.0398 |
- 0.0578 |
- 0.1099 |
- 0.0446 |
- 0.2419 |
-
-
- | 0.4 |
- 0.0396 |
- 0.0571 |
- 0.1155 |
- 0.0439 |
- 0.2441 |
-
-
- | 0.45 |
- 0.0322 |
- 0.0468 |
- 0.0940 |
- 0.0366 |
- 0.2362 |
-
-
- | 0.5 |
- 0.0291 |
- 0.0437 |
- 0.0869 |
- 0.0354 |
- 0.2307 |
-
-
- | 0.55 |
- 0.0352 |
- 0.0458 |
- 0.0986 |
- 0.0399 |
- 0.2358 |
-
-
- | 0.6 |
- 0.0315 |
- 0.0408 |
- 0.0941 |
- 0.0370 |
- 0.2318 |
-
-
- | 0.65 |
- 0.0294 |
- 0.0395 |
- 0.0907 |
- 0.0356 |
- 0.2306 |
-
-
- | 0.7 |
- 0.0346 |
- 0.0423 |
- 0.1000 |
- 0.0393 |
- 0.2291 |
-
-
- | 0.75 |
- 0.0292 |
- 0.0325 |
- 0.0880 |
- 0.0347 |
- 0.2291 |
-
-
- | 0.8 |
- 0.0310 |
- 0.0376 |
- 0.0935 |
- 0.0383 |
- 0.2310 |
-
-
- | 0.85 |
- 0.0339 |
- 0.0375 |
- 0.0959 |
- 0.0388 |
- 0.2303 |
-
-
- | 0.9 |
- 0.0311 |
- 0.0380 |
- 0.0909 |
- 0.0390 |
- 0.2295 |
-
-
- | 0.95 |
- 0.0297 |
- 0.0342 |
- 0.0934 |
- 0.0377 |
- 0.2301 |
-
-
- | 1.0 |
- 0.0294 |
- 0.0344 |
- 0.0889 |
- 0.0368 |
- 0.2308 |
-
-
- | avg |
- 0.0541 |
- 0.0706 |
- 0.1107 |
- 0.0635 |
- 0.2314 |
-
-
-
-
-
-
-
-
-
-
-## 30% positives
-> train: [0.7000288 0.2999712]
-> validation: [0.7000288 0.2999712]
-> bin_sld: 302.903s
-> mul_sld: 59.883s
-> bin_sld_gs: 1013.188s
-> mul_sld_gs: 556.087s
-> bin_sld_gsq: 413.115s
-> bin_pacc: 294.712s
-> mul_pacc: 45.954s
-> binmc_pacc: 300.950s
-> mulmc_pacc: 45.939s
-> binne_pacc: 289.350s
-> mulne_pacc: 38.137s
-> bin_pacc_gs: 643.072s
-> mul_pacc_gs: 149.582s
-> bin_cc: 298.684s
-> mul_cc: 43.908s
-> kfcv: 37.403s
-> ref: 28.756s
-> atc_mc: 39.420s
-> atc_ne: 24.347s
-> doc_feat: 22.815s
-> tot: 1014.314s
-
-
-
-
- |
- binmc_pacc |
- mulmc_pacc |
- binne_pacc |
- mulne_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.2315 |
- 0.2162 |
- 0.0986 |
- 0.3192 |
- 0.2272 |
-
-
- | 0.05 |
- 0.0894 |
- 0.0994 |
- 0.1148 |
- 0.0881 |
- 0.1227 |
-
-
- | 0.1 |
- 0.0597 |
- 0.0644 |
- 0.0852 |
- 0.0584 |
- 0.1024 |
-
-
- | 0.15 |
- 0.0449 |
- 0.0470 |
- 0.0740 |
- 0.0449 |
- 0.0885 |
-
-
- | 0.2 |
- 0.0380 |
- 0.0396 |
- 0.0648 |
- 0.0377 |
- 0.0813 |
-
-
- | 0.25 |
- 0.0403 |
- 0.0398 |
- 0.0648 |
- 0.0358 |
- 0.0713 |
-
-
- | 0.3 |
- 0.0302 |
- 0.0309 |
- 0.0480 |
- 0.0282 |
- 0.0552 |
-
-
- | 0.35 |
- 0.0371 |
- 0.0331 |
- 0.0628 |
- 0.0308 |
- 0.0572 |
-
-
- | 0.4 |
- 0.0327 |
- 0.0284 |
- 0.0580 |
- 0.0269 |
- 0.0500 |
-
-
- | 0.45 |
- 0.0300 |
- 0.0261 |
- 0.0533 |
- 0.0244 |
- 0.0469 |
-
-
- | 0.5 |
- 0.0306 |
- 0.0264 |
- 0.0505 |
- 0.0249 |
- 0.0429 |
-
-
- | 0.55 |
- 0.0286 |
- 0.0235 |
- 0.0525 |
- 0.0209 |
- 0.0411 |
-
-
- | 0.6 |
- 0.0270 |
- 0.0216 |
- 0.0491 |
- 0.0189 |
- 0.0383 |
-
-
- | 0.65 |
- 0.0278 |
- 0.0220 |
- 0.0500 |
- 0.0200 |
- 0.0383 |
-
-
- | 0.7 |
- 0.0306 |
- 0.0245 |
- 0.0531 |
- 0.0222 |
- 0.0372 |
-
-
- | 0.75 |
- 0.0275 |
- 0.0208 |
- 0.0487 |
- 0.0176 |
- 0.0335 |
-
-
- | 0.8 |
- 0.0278 |
- 0.0216 |
- 0.0496 |
- 0.0183 |
- 0.0340 |
-
-
- | 0.85 |
- 0.0286 |
- 0.0204 |
- 0.0503 |
- 0.0169 |
- 0.0327 |
-
-
- | 0.9 |
- 0.0281 |
- 0.0210 |
- 0.0499 |
- 0.0176 |
- 0.0326 |
-
-
- | 0.95 |
- 0.0258 |
- 0.0182 |
- 0.0474 |
- 0.0152 |
- 0.0284 |
-
-
- | 1.0 |
- 0.0258 |
- 0.0183 |
- 0.0465 |
- 0.0142 |
- 0.0295 |
-
-
- | avg |
- 0.0449 |
- 0.0411 |
- 0.0606 |
- 0.0429 |
- 0.0615 |
-
-
-
-
-
-
-
-
-
-
-## 40% positives
-> train: [0.5999424 0.4000576]
-> validation: [0.60008641 0.39991359]
-> bin_sld: 298.351s
-> mul_sld: 51.270s
-> bin_sld_gs: 1033.280s
-> mul_sld_gs: 546.452s
-> bin_sld_gsq: 421.394s
-> bin_pacc: 298.508s
-> mul_pacc: 34.186s
-> binmc_pacc: 289.145s
-> mulmc_pacc: 42.455s
-> binne_pacc: 296.554s
-> mulne_pacc: 45.269s
-> bin_pacc_gs: 645.096s
-> mul_pacc_gs: 145.337s
-> bin_cc: 300.133s
-> mul_cc: 42.690s
-> kfcv: 36.406s
-> ref: 22.353s
-> atc_mc: 38.798s
-> atc_ne: 34.811s
-> doc_feat: 13.850s
-> tot: 1034.124s
-
-
-
-
- |
- binmc_pacc |
- mulmc_pacc |
- binne_pacc |
- mulne_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.2227 |
- 0.1463 |
- 0.0644 |
- 0.1042 |
- 0.4335 |
-
-
- | 0.05 |
- 0.0700 |
- 0.0804 |
- 0.0768 |
- 0.0868 |
- 0.0606 |
-
-
- | 0.1 |
- 0.0478 |
- 0.0543 |
- 0.0545 |
- 0.0578 |
- 0.0339 |
-
-
- | 0.15 |
- 0.0421 |
- 0.0465 |
- 0.0521 |
- 0.0485 |
- 0.0263 |
-
-
- | 0.2 |
- 0.0334 |
- 0.0371 |
- 0.0413 |
- 0.0381 |
- 0.0248 |
-
-
- | 0.25 |
- 0.0241 |
- 0.0271 |
- 0.0322 |
- 0.0279 |
- 0.0213 |
-
-
- | 0.3 |
- 0.0247 |
- 0.0298 |
- 0.0322 |
- 0.0297 |
- 0.0219 |
-
-
- | 0.35 |
- 0.0241 |
- 0.0307 |
- 0.0346 |
- 0.0265 |
- 0.0195 |
-
-
- | 0.4 |
- 0.0219 |
- 0.0306 |
- 0.0320 |
- 0.0237 |
- 0.0164 |
-
-
- | 0.45 |
- 0.0215 |
- 0.0283 |
- 0.0294 |
- 0.0232 |
- 0.0191 |
-
-
- | 0.5 |
- 0.0219 |
- 0.0298 |
- 0.0310 |
- 0.0229 |
- 0.0164 |
-
-
- | 0.55 |
- 0.0184 |
- 0.0270 |
- 0.0263 |
- 0.0193 |
- 0.0133 |
-
-
- | 0.6 |
- 0.0193 |
- 0.0286 |
- 0.0279 |
- 0.0191 |
- 0.0131 |
-
-
- | 0.65 |
- 0.0176 |
- 0.0277 |
- 0.0272 |
- 0.0165 |
- 0.0124 |
-
-
- | 0.7 |
- 0.0187 |
- 0.0281 |
- 0.0270 |
- 0.0174 |
- 0.0116 |
-
-
- | 0.75 |
- 0.0183 |
- 0.0281 |
- 0.0271 |
- 0.0174 |
- 0.0104 |
-
-
- | 0.8 |
- 0.0175 |
- 0.0275 |
- 0.0258 |
- 0.0170 |
- 0.0107 |
-
-
- | 0.85 |
- 0.0172 |
- 0.0282 |
- 0.0273 |
- 0.0161 |
- 0.0084 |
-
-
- | 0.9 |
- 0.0150 |
- 0.0263 |
- 0.0243 |
- 0.0139 |
- 0.0080 |
-
-
- | 0.95 |
- 0.0162 |
- 0.0273 |
- 0.0251 |
- 0.0138 |
- 0.0082 |
-
-
- | 1.0 |
- 0.0139 |
- 0.0271 |
- 0.0211 |
- 0.0134 |
- 0.0072 |
-
-
- | avg |
- 0.0346 |
- 0.0389 |
- 0.0352 |
- 0.0311 |
- 0.0380 |
-
-
-
-
-
-
-
-
-
-
-## 50% positives
-> train: [0.5 0.5]
-> validation: [0.5 0.5]
-> bin_sld: 303.489s
-> mul_sld: 50.183s
-> bin_sld_gs: 1015.361s
-> mul_sld_gs: 552.539s
-> bin_sld_gsq: 418.096s
-> bin_pacc: 296.283s
-> mul_pacc: 32.547s
-> binmc_pacc: 299.487s
-> mulmc_pacc: 40.506s
-> binne_pacc: 293.984s
-> mulne_pacc: 39.974s
-> bin_pacc_gs: 643.158s
-> mul_pacc_gs: 146.732s
-> bin_cc: 292.672s
-> mul_cc: 37.348s
-> kfcv: 29.093s
-> ref: 16.306s
-> atc_mc: 25.874s
-> atc_ne: 28.890s
-> doc_feat: 11.601s
-> tot: 1016.064s
-
-
-
-
- |
- binmc_pacc |
- mulmc_pacc |
- binne_pacc |
- mulne_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0841 |
- 0.0569 |
- 0.0802 |
- 0.0738 |
- 0.5313 |
-
-
- | 0.05 |
- 0.0540 |
- 0.0638 |
- 0.0501 |
- 0.0624 |
- 0.2320 |
-
-
- | 0.1 |
- 0.0364 |
- 0.0413 |
- 0.0340 |
- 0.0421 |
- 0.1230 |
-
-
- | 0.15 |
- 0.0329 |
- 0.0363 |
- 0.0317 |
- 0.0399 |
- 0.0683 |
-
-
- | 0.2 |
- 0.0279 |
- 0.0325 |
- 0.0276 |
- 0.0328 |
- 0.0417 |
-
-
- | 0.25 |
- 0.0218 |
- 0.0249 |
- 0.0224 |
- 0.0260 |
- 0.0278 |
-
-
- | 0.3 |
- 0.0219 |
- 0.0248 |
- 0.0227 |
- 0.0250 |
- 0.0169 |
-
-
- | 0.35 |
- 0.0217 |
- 0.0240 |
- 0.0196 |
- 0.0249 |
- 0.0129 |
-
-
- | 0.4 |
- 0.0183 |
- 0.0210 |
- 0.0173 |
- 0.0241 |
- 0.0113 |
-
-
- | 0.45 |
- 0.0163 |
- 0.0180 |
- 0.0171 |
- 0.0202 |
- 0.0107 |
-
-
- | 0.5 |
- 0.0185 |
- 0.0210 |
- 0.0203 |
- 0.0237 |
- 0.0121 |
-
-
- | 0.55 |
- 0.0170 |
- 0.0195 |
- 0.0187 |
- 0.0207 |
- 0.0109 |
-
-
- | 0.6 |
- 0.0168 |
- 0.0180 |
- 0.0195 |
- 0.0202 |
- 0.0105 |
-
-
- | 0.65 |
- 0.0147 |
- 0.0157 |
- 0.0176 |
- 0.0171 |
- 0.0105 |
-
-
- | 0.7 |
- 0.0148 |
- 0.0158 |
- 0.0198 |
- 0.0185 |
- 0.0106 |
-
-
- | 0.75 |
- 0.0152 |
- 0.0160 |
- 0.0210 |
- 0.0183 |
- 0.0107 |
-
-
- | 0.8 |
- 0.0136 |
- 0.0150 |
- 0.0201 |
- 0.0169 |
- 0.0105 |
-
-
- | 0.85 |
- 0.0135 |
- 0.0147 |
- 0.0213 |
- 0.0170 |
- 0.0100 |
-
-
- | 0.9 |
- 0.0119 |
- 0.0125 |
- 0.0203 |
- 0.0142 |
- 0.0111 |
-
-
- | 0.95 |
- 0.0129 |
- 0.0139 |
- 0.0226 |
- 0.0164 |
- 0.0114 |
-
-
- | 1.0 |
- 0.0113 |
- 0.0120 |
- 0.0206 |
- 0.0145 |
- 0.0102 |
-
-
- | avg |
- 0.0236 |
- 0.0246 |
- 0.0259 |
- 0.0271 |
- 0.0569 |
-
-
-
-
-
-
-
-
-
-
-## 60% positives
-> train: [0.39991359 0.60008641]
-> validation: [0.4000576 0.5999424]
-> bin_sld: 296.102s
-> mul_sld: 56.083s
-> bin_sld_gs: 1060.976s
-> mul_sld_gs: 551.619s
-> bin_sld_gsq: 425.664s
-> bin_pacc: 293.321s
-> mul_pacc: 44.690s
-> binmc_pacc: 296.400s
-> mulmc_pacc: 38.640s
-> binne_pacc: 288.195s
-> mulne_pacc: 44.768s
-> bin_pacc_gs: 645.660s
-> mul_pacc_gs: 146.232s
-> bin_cc: 299.198s
-> mul_cc: 41.642s
-> kfcv: 21.885s
-> ref: 26.261s
-> atc_mc: 37.391s
-> atc_ne: 35.750s
-> doc_feat: 19.963s
-> tot: 1061.773s
-
-
-
-
- |
- binmc_pacc |
- mulmc_pacc |
- binne_pacc |
- mulne_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0002 |
- 0.0090 |
- 0.0029 |
- 0.0175 |
- 0.5686 |
-
-
- | 0.05 |
- 0.1583 |
- 0.0788 |
- 0.0948 |
- 0.0578 |
- 0.3422 |
-
-
- | 0.1 |
- 0.1162 |
- 0.0585 |
- 0.0669 |
- 0.0413 |
- 0.2281 |
-
-
- | 0.15 |
- 0.0959 |
- 0.0512 |
- 0.0577 |
- 0.0352 |
- 0.1475 |
-
-
- | 0.2 |
- 0.0756 |
- 0.0452 |
- 0.0454 |
- 0.0331 |
- 0.1066 |
-
-
- | 0.25 |
- 0.0613 |
- 0.0363 |
- 0.0370 |
- 0.0255 |
- 0.0747 |
-
-
- | 0.3 |
- 0.0508 |
- 0.0334 |
- 0.0312 |
- 0.0247 |
- 0.0515 |
-
-
- | 0.35 |
- 0.0515 |
- 0.0351 |
- 0.0331 |
- 0.0251 |
- 0.0344 |
-
-
- | 0.4 |
- 0.0450 |
- 0.0338 |
- 0.0304 |
- 0.0231 |
- 0.0235 |
-
-
- | 0.45 |
- 0.0364 |
- 0.0282 |
- 0.0259 |
- 0.0217 |
- 0.0169 |
-
-
- | 0.5 |
- 0.0371 |
- 0.0307 |
- 0.0278 |
- 0.0241 |
- 0.0121 |
-
-
- | 0.55 |
- 0.0319 |
- 0.0276 |
- 0.0245 |
- 0.0210 |
- 0.0087 |
-
-
- | 0.6 |
- 0.0314 |
- 0.0284 |
- 0.0250 |
- 0.0222 |
- 0.0082 |
-
-
- | 0.65 |
- 0.0248 |
- 0.0244 |
- 0.0210 |
- 0.0198 |
- 0.0093 |
-
-
- | 0.7 |
- 0.0278 |
- 0.0292 |
- 0.0242 |
- 0.0235 |
- 0.0122 |
-
-
- | 0.75 |
- 0.0242 |
- 0.0265 |
- 0.0223 |
- 0.0219 |
- 0.0135 |
-
-
- | 0.8 |
- 0.0205 |
- 0.0245 |
- 0.0199 |
- 0.0203 |
- 0.0156 |
-
-
- | 0.85 |
- 0.0190 |
- 0.0246 |
- 0.0198 |
- 0.0213 |
- 0.0152 |
-
-
- | 0.9 |
- 0.0173 |
- 0.0234 |
- 0.0187 |
- 0.0202 |
- 0.0178 |
-
-
- | 0.95 |
- 0.0183 |
- 0.0256 |
- 0.0206 |
- 0.0227 |
- 0.0189 |
-
-
- | 1.0 |
- 0.0152 |
- 0.0246 |
- 0.0191 |
- 0.0223 |
- 0.0197 |
-
-
- | avg |
- 0.0457 |
- 0.0333 |
- 0.0318 |
- 0.0259 |
- 0.0831 |
-
-
-
-
-
-
-
-
-
-
-## 70% positives
-> train: [0.2999712 0.7000288]
-> validation: [0.2999712 0.7000288]
-> bin_sld: 303.930s
-> mul_sld: 40.110s
-> bin_sld_gs: 1015.962s
-> mul_sld_gs: 557.286s
-> bin_sld_gsq: 414.452s
-> bin_pacc: 292.176s
-> mul_pacc: 47.800s
-> binmc_pacc: 302.570s
-> mulmc_pacc: 44.408s
-> binne_pacc: 293.019s
-> mulne_pacc: 43.783s
-> bin_pacc_gs: 648.943s
-> mul_pacc_gs: 150.210s
-> bin_cc: 288.613s
-> mul_cc: 38.672s
-> kfcv: 32.153s
-> ref: 34.374s
-> atc_mc: 38.938s
-> atc_ne: 40.313s
-> doc_feat: 20.243s
-> tot: 1016.774s
-
-
-
-
- |
- binmc_pacc |
- mulmc_pacc |
- binne_pacc |
- mulne_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0560 |
- 0.0339 |
- 0.0316 |
- 0.0069 |
- 0.5833 |
-
-
- | 0.05 |
- 0.0414 |
- 0.0355 |
- 0.0350 |
- 0.0518 |
- 0.4272 |
-
-
- | 0.1 |
- 0.0349 |
- 0.0295 |
- 0.0297 |
- 0.0410 |
- 0.3236 |
-
-
- | 0.15 |
- 0.0238 |
- 0.0233 |
- 0.0222 |
- 0.0389 |
- 0.2429 |
-
-
- | 0.2 |
- 0.0235 |
- 0.0232 |
- 0.0229 |
- 0.0346 |
- 0.1899 |
-
-
- | 0.25 |
- 0.0187 |
- 0.0185 |
- 0.0176 |
- 0.0300 |
- 0.1453 |
-
-
- | 0.3 |
- 0.0154 |
- 0.0158 |
- 0.0155 |
- 0.0259 |
- 0.1125 |
-
-
- | 0.35 |
- 0.0133 |
- 0.0171 |
- 0.0133 |
- 0.0263 |
- 0.0875 |
-
-
- | 0.4 |
- 0.0129 |
- 0.0172 |
- 0.0132 |
- 0.0259 |
- 0.0688 |
-
-
- | 0.45 |
- 0.0128 |
- 0.0146 |
- 0.0135 |
- 0.0208 |
- 0.0528 |
-
-
- | 0.5 |
- 0.0120 |
- 0.0158 |
- 0.0129 |
- 0.0213 |
- 0.0385 |
-
-
- | 0.55 |
- 0.0101 |
- 0.0147 |
- 0.0102 |
- 0.0204 |
- 0.0281 |
-
-
- | 0.6 |
- 0.0087 |
- 0.0133 |
- 0.0092 |
- 0.0187 |
- 0.0209 |
-
-
- | 0.65 |
- 0.0104 |
- 0.0139 |
- 0.0105 |
- 0.0181 |
- 0.0125 |
-
-
- | 0.7 |
- 0.0100 |
- 0.0155 |
- 0.0086 |
- 0.0194 |
- 0.0077 |
-
-
- | 0.75 |
- 0.0098 |
- 0.0156 |
- 0.0089 |
- 0.0178 |
- 0.0053 |
-
-
- | 0.8 |
- 0.0103 |
- 0.0145 |
- 0.0085 |
- 0.0157 |
- 0.0065 |
-
-
- | 0.85 |
- 0.0118 |
- 0.0168 |
- 0.0085 |
- 0.0162 |
- 0.0075 |
-
-
- | 0.9 |
- 0.0114 |
- 0.0154 |
- 0.0080 |
- 0.0136 |
- 0.0101 |
-
-
- | 0.95 |
- 0.0150 |
- 0.0190 |
- 0.0093 |
- 0.0154 |
- 0.0136 |
-
-
- | 1.0 |
- 0.0150 |
- 0.0200 |
- 0.0072 |
- 0.0146 |
- 0.0151 |
-
-
- | avg |
- 0.0180 |
- 0.0192 |
- 0.0151 |
- 0.0235 |
- 0.1143 |
-
-
-
-
-
-
-
-
-
-
-## 80% positives
-> train: [0.2000288 0.7999712]
-> validation: [0.2000288 0.7999712]
-> bin_sld: 302.697s
-> mul_sld: 51.427s
-> bin_sld_gs: 1033.432s
-> mul_sld_gs: 553.840s
-> bin_sld_gsq: 405.825s
-> bin_pacc: 296.888s
-> mul_pacc: 34.390s
-> binmc_pacc: 300.681s
-> mulmc_pacc: 44.972s
-> binne_pacc: 284.115s
-> mulne_pacc: 37.204s
-> bin_pacc_gs: 637.277s
-> mul_pacc_gs: 146.708s
-> bin_cc: 297.171s
-> mul_cc: 42.941s
-> kfcv: 27.967s
-> ref: 32.469s
-> atc_mc: 22.965s
-> atc_ne: 39.769s
-> doc_feat: 19.964s
-> tot: 1034.198s
-
-
-
-
- |
- binmc_pacc |
- mulmc_pacc |
- binne_pacc |
- mulne_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.1046 |
- 0.0556 |
- 0.0349 |
- 0.0720 |
- 0.5690 |
-
-
- | 0.05 |
- 0.0721 |
- 0.0396 |
- 0.0320 |
- 0.0444 |
- 0.4617 |
-
-
- | 0.1 |
- 0.0634 |
- 0.0405 |
- 0.0293 |
- 0.0441 |
- 0.3805 |
-
-
- | 0.15 |
- 0.0464 |
- 0.0272 |
- 0.0208 |
- 0.0292 |
- 0.3102 |
-
-
- | 0.2 |
- 0.0410 |
- 0.0305 |
- 0.0235 |
- 0.0300 |
- 0.2550 |
-
-
- | 0.25 |
- 0.0313 |
- 0.0245 |
- 0.0191 |
- 0.0261 |
- 0.2072 |
-
-
- | 0.3 |
- 0.0249 |
- 0.0207 |
- 0.0170 |
- 0.0221 |
- 0.1705 |
-
-
- | 0.35 |
- 0.0210 |
- 0.0170 |
- 0.0136 |
- 0.0196 |
- 0.1388 |
-
-
- | 0.4 |
- 0.0202 |
- 0.0165 |
- 0.0141 |
- 0.0201 |
- 0.1144 |
-
-
- | 0.45 |
- 0.0167 |
- 0.0147 |
- 0.0117 |
- 0.0177 |
- 0.0909 |
-
-
- | 0.5 |
- 0.0151 |
- 0.0125 |
- 0.0113 |
- 0.0170 |
- 0.0727 |
-
-
- | 0.55 |
- 0.0121 |
- 0.0104 |
- 0.0101 |
- 0.0137 |
- 0.0569 |
-
-
- | 0.6 |
- 0.0102 |
- 0.0093 |
- 0.0091 |
- 0.0142 |
- 0.0441 |
-
-
- | 0.65 |
- 0.0110 |
- 0.0103 |
- 0.0102 |
- 0.0133 |
- 0.0297 |
-
-
- | 0.7 |
- 0.0091 |
- 0.0095 |
- 0.0091 |
- 0.0122 |
- 0.0198 |
-
-
- | 0.75 |
- 0.0090 |
- 0.0094 |
- 0.0092 |
- 0.0125 |
- 0.0119 |
-
-
- | 0.8 |
- 0.0091 |
- 0.0093 |
- 0.0092 |
- 0.0119 |
- 0.0068 |
-
-
- | 0.85 |
- 0.0079 |
- 0.0086 |
- 0.0084 |
- 0.0100 |
- 0.0049 |
-
-
- | 0.9 |
- 0.0072 |
- 0.0082 |
- 0.0076 |
- 0.0089 |
- 0.0076 |
-
-
- | 0.95 |
- 0.0072 |
- 0.0090 |
- 0.0086 |
- 0.0078 |
- 0.0117 |
-
-
- | 1.0 |
- 0.0046 |
- 0.0088 |
- 0.0076 |
- 0.0064 |
- 0.0150 |
-
-
- | avg |
- 0.0259 |
- 0.0187 |
- 0.0151 |
- 0.0216 |
- 0.1419 |
-
-
-
-
-
-
-
-
-
-
-## 90% positives
-> train: [0.0999424 0.9000576]
-> validation: [0.10008641 0.89991359]
-> bin_sld: 170.505s
-> mul_sld: 31.294s
-> mul_sld_gs: 380.780s
-> bin_cc: 164.518s
-> mul_cc: 20.620s
-> kfcv: 15.634s
-> ref: 13.757s
-> atc_mc: 18.010s
-> atc_ne: 18.026s
-> doc_feat: 10.161s
-> tot: 381.531s
-
-
-
-
- |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.5298 |
-
-
- | 0.05 |
- 0.4611 |
-
-
- | 0.1 |
- 0.4018 |
-
-
- | 0.15 |
- 0.3476 |
-
-
- | 0.2 |
- 0.3036 |
-
-
- | 0.25 |
- 0.2600 |
-
-
- | 0.3 |
- 0.2236 |
-
-
- | 0.35 |
- 0.1920 |
-
-
- | 0.4 |
- 0.1657 |
-
-
- | 0.45 |
- 0.1389 |
-
-
- | 0.5 |
- 0.1160 |
-
-
- | 0.55 |
- 0.0962 |
-
-
- | 0.6 |
- 0.0783 |
-
-
- | 0.65 |
- 0.0599 |
-
-
- | 0.7 |
- 0.0461 |
-
-
- | 0.75 |
- 0.0323 |
-
-
- | 0.8 |
- 0.0201 |
-
-
- | 0.85 |
- 0.0099 |
-
-
- | 0.9 |
- 0.0033 |
-
-
- | 0.95 |
- 0.0090 |
-
-
- | 1.0 |
- 0.0172 |
-
-
- | avg |
- 0.1672 |
-
-
-
-
-
-
-
-
-
-
-## avg
-### avg on train
-
-
-
- |
- binmc_pacc |
- mulmc_pacc |
- binne_pacc |
- mulne_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.1306 |
- 0.1238 |
- 0.0617 |
- 0.1546 |
- 0.3846 |
-
-
- | 0.05 |
- 0.0739 |
- 0.0761 |
- 0.0768 |
- 0.0766 |
- 0.2693 |
-
-
- | 0.1 |
- 0.0540 |
- 0.0570 |
- 0.0580 |
- 0.0550 |
- 0.2102 |
-
-
- | 0.15 |
- 0.0439 |
- 0.0476 |
- 0.0518 |
- 0.0473 |
- 0.1689 |
-
-
- | 0.2 |
- 0.0364 |
- 0.0419 |
- 0.0452 |
- 0.0405 |
- 0.1424 |
-
-
- | 0.25 |
- 0.0302 |
- 0.0351 |
- 0.0383 |
- 0.0344 |
- 0.1196 |
-
-
- | 0.3 |
- 0.0265 |
- 0.0332 |
- 0.0347 |
- 0.0321 |
- 0.1030 |
-
-
- | 0.35 |
- 0.0271 |
- 0.0332 |
- 0.0375 |
- 0.0323 |
- 0.0899 |
-
-
- | 0.4 |
- 0.0245 |
- 0.0325 |
- 0.0364 |
- 0.0318 |
- 0.0797 |
-
-
- | 0.45 |
- 0.0215 |
- 0.0287 |
- 0.0324 |
- 0.0270 |
- 0.0709 |
-
-
- | 0.5 |
- 0.0215 |
- 0.0301 |
- 0.0322 |
- 0.0292 |
- 0.0631 |
-
-
- | 0.55 |
- 0.0199 |
- 0.0281 |
- 0.0318 |
- 0.0269 |
- 0.0572 |
-
-
- | 0.6 |
- 0.0189 |
- 0.0274 |
- 0.0310 |
- 0.0263 |
- 0.0522 |
-
-
- | 0.65 |
- 0.0179 |
- 0.0262 |
- 0.0302 |
- 0.0244 |
- 0.0476 |
-
-
- | 0.7 |
- 0.0191 |
- 0.0280 |
- 0.0321 |
- 0.0263 |
- 0.0443 |
-
-
- | 0.75 |
- 0.0174 |
- 0.0253 |
- 0.0300 |
- 0.0246 |
- 0.0413 |
-
-
- | 0.8 |
- 0.0170 |
- 0.0254 |
- 0.0301 |
- 0.0237 |
- 0.0399 |
-
-
- | 0.85 |
- 0.0172 |
- 0.0264 |
- 0.0308 |
- 0.0243 |
- 0.0381 |
-
-
- | 0.9 |
- 0.0162 |
- 0.0256 |
- 0.0294 |
- 0.0228 |
- 0.0384 |
-
-
- | 0.95 |
- 0.0164 |
- 0.0260 |
- 0.0302 |
- 0.0233 |
- 0.0395 |
-
-
- | 1.0 |
- 0.0153 |
- 0.0247 |
- 0.0282 |
- 0.0222 |
- 0.0410 |
-
-
- | avg |
- 0.0317 |
- 0.0382 |
- 0.0385 |
- 0.0384 |
- 0.1020 |
-
-
-
-
-
-
-### avg on test
-
-
-
- |
- binmc_pacc |
- mulmc_pacc |
- binne_pacc |
- mulne_pacc |
- atc_mc |
-
-
-
-
- | 0.1 |
- 0.0068 |
- 0.0592 |
- 0.0139 |
- 0.0714 |
- 0.0234 |
-
-
- | 0.2 |
- 0.0541 |
- 0.0706 |
- 0.1107 |
- 0.0635 |
- 0.2314 |
-
-
- | 0.3 |
- 0.0449 |
- 0.0411 |
- 0.0606 |
- 0.0429 |
- 0.0615 |
-
-
- | 0.4 |
- 0.0346 |
- 0.0389 |
- 0.0352 |
- 0.0311 |
- 0.0380 |
-
-
- | 0.5 |
- 0.0236 |
- 0.0246 |
- 0.0259 |
- 0.0271 |
- 0.0569 |
-
-
- | 0.6 |
- 0.0457 |
- 0.0333 |
- 0.0318 |
- 0.0259 |
- 0.0831 |
-
-
- | 0.7 |
- 0.0180 |
- 0.0192 |
- 0.0151 |
- 0.0235 |
- 0.1143 |
-
-
- | 0.8 |
- 0.0259 |
- 0.0187 |
- 0.0151 |
- 0.0216 |
- 0.1419 |
-
-
- | 0.9 |
- NaN |
- NaN |
- NaN |
- NaN |
- 0.1672 |
-
-
- | avg |
- 0.0317 |
- 0.0382 |
- 0.0385 |
- 0.0384 |
- 0.1020 |
-
-
-
-
-
-
-### avg dataset shift
-
diff --git a/output/main/imdb_9prevs/imdb_sld_vs_pacc_acc.md b/output/main/imdb_9prevs/imdb_sld_vs_pacc_acc.md
deleted file mode 100644
index 3bfab5d..0000000
--- a/output/main/imdb_9prevs/imdb_sld_vs_pacc_acc.md
+++ /dev/null
@@ -1,2157 +0,0 @@
-# imdb_9prevs
-
-## 10% positives
-> train: [0.89991359 0.10008641]
-> validation: [0.9000576 0.0999424]
-> bin_sld: 189.173s
-> mul_sld: 40.710s
-> binmc_sld: 186.824s
-> mulmc_sld: 25.516s
-> binne_sld: 187.658s
-> mulne_sld: 23.672s
-> bin_pacc: 176.373s
-> mul_pacc: 20.080s
-> ref: 13.306s
-> atc_mc: 17.351s
-> tot: 189.603s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0012 |
- 0.0015 |
- 0.0042 |
- 0.0091 |
- 0.0370 |
-
-
- | 0.05 |
- 0.0119 |
- 0.0138 |
- 0.0066 |
- 0.0067 |
- 0.0155 |
-
-
- | 0.1 |
- 0.0123 |
- 0.0156 |
- 0.0092 |
- 0.0092 |
- 0.0067 |
-
-
- | 0.15 |
- 0.0112 |
- 0.0169 |
- 0.0106 |
- 0.0093 |
- 0.0255 |
-
-
- | 0.2 |
- 0.0101 |
- 0.0142 |
- 0.0111 |
- 0.0098 |
- 0.0457 |
-
-
- | 0.25 |
- 0.0132 |
- 0.0162 |
- 0.0140 |
- 0.0109 |
- 0.0664 |
-
-
- | 0.3 |
- 0.0193 |
- 0.0516 |
- 0.0136 |
- 0.0125 |
- 0.0858 |
-
-
- | 0.35 |
- 0.0239 |
- 0.0923 |
- 0.0197 |
- 0.0157 |
- 0.1100 |
-
-
- | 0.4 |
- 0.0338 |
- 0.1427 |
- 0.0234 |
- 0.0195 |
- 0.1302 |
-
-
- | 0.45 |
- 0.0439 |
- 0.1641 |
- 0.0237 |
- 0.0204 |
- 0.1477 |
-
-
- | 0.5 |
- 0.0532 |
- 0.1864 |
- 0.0259 |
- 0.0241 |
- 0.1697 |
-
-
- | 0.55 |
- 0.0622 |
- 0.2069 |
- 0.0302 |
- 0.0273 |
- 0.1922 |
-
-
- | 0.6 |
- 0.0756 |
- 0.2220 |
- 0.0295 |
- 0.0295 |
- 0.2117 |
-
-
- | 0.65 |
- 0.0822 |
- 0.2203 |
- 0.0323 |
- 0.0324 |
- 0.2314 |
-
-
- | 0.7 |
- 0.0902 |
- 0.2301 |
- 0.0383 |
- 0.0381 |
- 0.2566 |
-
-
- | 0.75 |
- 0.1000 |
- 0.2274 |
- 0.0376 |
- 0.0410 |
- 0.2750 |
-
-
- | 0.8 |
- 0.1062 |
- 0.2041 |
- 0.0396 |
- 0.0425 |
- 0.2944 |
-
-
- | 0.85 |
- 0.1143 |
- 0.1594 |
- 0.0436 |
- 0.0438 |
- 0.3139 |
-
-
- | 0.9 |
- 0.0982 |
- 0.1112 |
- 0.0424 |
- 0.0479 |
- 0.3317 |
-
-
- | 0.95 |
- 0.0499 |
- 0.0605 |
- 0.0472 |
- 0.0547 |
- 0.3558 |
-
-
- | 1.0 |
- 0.0000 |
- 0.0106 |
- 0.0441 |
- 0.0562 |
- 0.3755 |
-
-
- | avg |
- 0.0482 |
- 0.1127 |
- 0.0260 |
- 0.0267 |
- 0.1752 |
-
-
-
-
-
-
-
-
-
-
-## 20% positives
-> train: [0.7999712 0.2000288]
-> validation: [0.7999712 0.2000288]
-> bin_sld: 187.104s
-> mul_sld: 36.250s
-> binmc_sld: 185.481s
-> mulmc_sld: 31.669s
-> binne_sld: 187.316s
-> mulne_sld: 35.209s
-> bin_pacc: 177.023s
-> mul_pacc: 19.936s
-> ref: 13.278s
-> atc_mc: 17.449s
-> tot: 188.478s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0017 |
- 0.0023 |
- 0.0029 |
- 0.0059 |
- 0.0286 |
-
-
- | 0.05 |
- 0.0107 |
- 0.0130 |
- 0.0095 |
- 0.0095 |
- 0.0195 |
-
-
- | 0.1 |
- 0.0136 |
- 0.0154 |
- 0.0126 |
- 0.0122 |
- 0.0114 |
-
-
- | 0.15 |
- 0.0148 |
- 0.0159 |
- 0.0147 |
- 0.0137 |
- 0.0075 |
-
-
- | 0.2 |
- 0.0141 |
- 0.0143 |
- 0.0160 |
- 0.0157 |
- 0.0108 |
-
-
- | 0.25 |
- 0.0127 |
- 0.0123 |
- 0.0162 |
- 0.0179 |
- 0.0177 |
-
-
- | 0.3 |
- 0.0129 |
- 0.0135 |
- 0.0197 |
- 0.0211 |
- 0.0238 |
-
-
- | 0.35 |
- 0.0133 |
- 0.0166 |
- 0.0244 |
- 0.0261 |
- 0.0367 |
-
-
- | 0.4 |
- 0.0142 |
- 0.0217 |
- 0.0267 |
- 0.0284 |
- 0.0448 |
-
-
- | 0.45 |
- 0.0165 |
- 0.0238 |
- 0.0244 |
- 0.0280 |
- 0.0538 |
-
-
- | 0.5 |
- 0.0181 |
- 0.0321 |
- 0.0254 |
- 0.0308 |
- 0.0640 |
-
-
- | 0.55 |
- 0.0206 |
- 0.0412 |
- 0.0314 |
- 0.0354 |
- 0.0729 |
-
-
- | 0.6 |
- 0.0273 |
- 0.0514 |
- 0.0332 |
- 0.0387 |
- 0.0810 |
-
-
- | 0.65 |
- 0.0289 |
- 0.0573 |
- 0.0335 |
- 0.0425 |
- 0.0895 |
-
-
- | 0.7 |
- 0.0368 |
- 0.0676 |
- 0.0369 |
- 0.0458 |
- 0.1031 |
-
-
- | 0.75 |
- 0.0380 |
- 0.0730 |
- 0.0345 |
- 0.0439 |
- 0.1092 |
-
-
- | 0.8 |
- 0.0447 |
- 0.0835 |
- 0.0421 |
- 0.0520 |
- 0.1170 |
-
-
- | 0.85 |
- 0.0508 |
- 0.0948 |
- 0.0466 |
- 0.0578 |
- 0.1265 |
-
-
- | 0.9 |
- 0.0534 |
- 0.1011 |
- 0.0466 |
- 0.0624 |
- 0.1322 |
-
-
- | 0.95 |
- 0.0482 |
- 0.1026 |
- 0.0476 |
- 0.0612 |
- 0.1443 |
-
-
- | 1.0 |
- 0.0022 |
- 0.0820 |
- 0.0454 |
- 0.0641 |
- 0.1494 |
-
-
- | avg |
- 0.0235 |
- 0.0445 |
- 0.0281 |
- 0.0339 |
- 0.0687 |
-
-
-
-
-
-
-
-
-
-
-## 30% positives
-> train: [0.7000288 0.2999712]
-> validation: [0.7000288 0.2999712]
-> bin_sld: 182.167s
-> mul_sld: 29.557s
-> binmc_sld: 180.200s
-> mulmc_sld: 28.430s
-> binne_sld: 181.220s
-> mulne_sld: 28.868s
-> bin_pacc: 174.026s
-> mul_pacc: 20.400s
-> ref: 13.451s
-> atc_mc: 18.102s
-> tot: 183.051s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0016 |
- 0.0036 |
- 0.0062 |
- 0.0096 |
- 0.0279 |
-
-
- | 0.05 |
- 0.0103 |
- 0.0143 |
- 0.0120 |
- 0.0123 |
- 0.0220 |
-
-
- | 0.1 |
- 0.0172 |
- 0.0203 |
- 0.0132 |
- 0.0129 |
- 0.0157 |
-
-
- | 0.15 |
- 0.0171 |
- 0.0212 |
- 0.0139 |
- 0.0132 |
- 0.0111 |
-
-
- | 0.2 |
- 0.0172 |
- 0.0197 |
- 0.0144 |
- 0.0145 |
- 0.0108 |
-
-
- | 0.25 |
- 0.0175 |
- 0.0168 |
- 0.0169 |
- 0.0165 |
- 0.0106 |
-
-
- | 0.3 |
- 0.0176 |
- 0.0185 |
- 0.0159 |
- 0.0156 |
- 0.0105 |
-
-
- | 0.35 |
- 0.0167 |
- 0.0157 |
- 0.0214 |
- 0.0196 |
- 0.0143 |
-
-
- | 0.4 |
- 0.0154 |
- 0.0159 |
- 0.0220 |
- 0.0203 |
- 0.0199 |
-
-
- | 0.45 |
- 0.0136 |
- 0.0150 |
- 0.0214 |
- 0.0202 |
- 0.0235 |
-
-
- | 0.5 |
- 0.0160 |
- 0.0192 |
- 0.0251 |
- 0.0231 |
- 0.0301 |
-
-
- | 0.55 |
- 0.0150 |
- 0.0192 |
- 0.0252 |
- 0.0222 |
- 0.0355 |
-
-
- | 0.6 |
- 0.0153 |
- 0.0232 |
- 0.0264 |
- 0.0229 |
- 0.0404 |
-
-
- | 0.65 |
- 0.0170 |
- 0.0261 |
- 0.0286 |
- 0.0257 |
- 0.0442 |
-
-
- | 0.7 |
- 0.0237 |
- 0.0352 |
- 0.0332 |
- 0.0284 |
- 0.0517 |
-
-
- | 0.75 |
- 0.0239 |
- 0.0384 |
- 0.0323 |
- 0.0276 |
- 0.0584 |
-
-
- | 0.8 |
- 0.0265 |
- 0.0416 |
- 0.0354 |
- 0.0305 |
- 0.0608 |
-
-
- | 0.85 |
- 0.0314 |
- 0.0504 |
- 0.0393 |
- 0.0326 |
- 0.0669 |
-
-
- | 0.9 |
- 0.0329 |
- 0.0522 |
- 0.0405 |
- 0.0335 |
- 0.0698 |
-
-
- | 0.95 |
- 0.0339 |
- 0.0540 |
- 0.0394 |
- 0.0325 |
- 0.0804 |
-
-
- | 1.0 |
- 0.0030 |
- 0.0222 |
- 0.0332 |
- 0.0345 |
- 0.0817 |
-
-
- | avg |
- 0.0182 |
- 0.0259 |
- 0.0246 |
- 0.0223 |
- 0.0374 |
-
-
-
-
-
-
-
-
-
-
-## 40% positives
-> train: [0.5999424 0.4000576]
-> validation: [0.60008641 0.39991359]
-> bin_sld: 181.684s
-> mul_sld: 30.343s
-> binmc_sld: 179.998s
-> mulmc_sld: 29.275s
-> binne_sld: 182.085s
-> mulne_sld: 29.662s
-> bin_pacc: 176.735s
-> mul_pacc: 20.744s
-> ref: 13.516s
-> atc_mc: 17.986s
-> tot: 183.203s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0016 |
- 0.0042 |
- 0.0073 |
- 0.0112 |
- 0.0207 |
-
-
- | 0.05 |
- 0.0082 |
- 0.0106 |
- 0.0121 |
- 0.0144 |
- 0.0204 |
-
-
- | 0.1 |
- 0.0137 |
- 0.0151 |
- 0.0137 |
- 0.0157 |
- 0.0160 |
-
-
- | 0.15 |
- 0.0173 |
- 0.0181 |
- 0.0156 |
- 0.0178 |
- 0.0151 |
-
-
- | 0.2 |
- 0.0184 |
- 0.0204 |
- 0.0158 |
- 0.0181 |
- 0.0133 |
-
-
- | 0.25 |
- 0.0167 |
- 0.0204 |
- 0.0127 |
- 0.0154 |
- 0.0099 |
-
-
- | 0.3 |
- 0.0208 |
- 0.0247 |
- 0.0154 |
- 0.0177 |
- 0.0107 |
-
-
- | 0.35 |
- 0.0181 |
- 0.0191 |
- 0.0177 |
- 0.0200 |
- 0.0089 |
-
-
- | 0.4 |
- 0.0175 |
- 0.0178 |
- 0.0189 |
- 0.0207 |
- 0.0099 |
-
-
- | 0.45 |
- 0.0188 |
- 0.0181 |
- 0.0192 |
- 0.0207 |
- 0.0109 |
-
-
- | 0.5 |
- 0.0206 |
- 0.0183 |
- 0.0229 |
- 0.0231 |
- 0.0115 |
-
-
- | 0.55 |
- 0.0183 |
- 0.0173 |
- 0.0220 |
- 0.0212 |
- 0.0117 |
-
-
- | 0.6 |
- 0.0178 |
- 0.0165 |
- 0.0252 |
- 0.0240 |
- 0.0135 |
-
-
- | 0.65 |
- 0.0158 |
- 0.0153 |
- 0.0251 |
- 0.0232 |
- 0.0142 |
-
-
- | 0.7 |
- 0.0176 |
- 0.0173 |
- 0.0274 |
- 0.0245 |
- 0.0168 |
-
-
- | 0.75 |
- 0.0173 |
- 0.0189 |
- 0.0290 |
- 0.0256 |
- 0.0182 |
-
-
- | 0.8 |
- 0.0178 |
- 0.0206 |
- 0.0307 |
- 0.0262 |
- 0.0198 |
-
-
- | 0.85 |
- 0.0210 |
- 0.0266 |
- 0.0339 |
- 0.0276 |
- 0.0229 |
-
-
- | 0.9 |
- 0.0214 |
- 0.0267 |
- 0.0321 |
- 0.0262 |
- 0.0272 |
-
-
- | 0.95 |
- 0.0236 |
- 0.0307 |
- 0.0356 |
- 0.0282 |
- 0.0283 |
-
-
- | 1.0 |
- 0.0037 |
- 0.0109 |
- 0.0317 |
- 0.0268 |
- 0.0310 |
-
-
- | avg |
- 0.0165 |
- 0.0185 |
- 0.0221 |
- 0.0213 |
- 0.0167 |
-
-
-
-
-
-
-
-
-
-
-## 50% positives
-> train: [0.5 0.5]
-> validation: [0.5 0.5]
-> bin_sld: 183.289s
-> mul_sld: 29.440s
-> binmc_sld: 180.043s
-> mulmc_sld: 29.019s
-> binne_sld: 182.581s
-> mulne_sld: 29.161s
-> bin_pacc: 175.513s
-> mul_pacc: 20.580s
-> ref: 13.469s
-> atc_mc: 18.022s
-> tot: 183.861s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0010 |
- 0.0037 |
- 0.0097 |
- 0.0168 |
- 0.0100 |
-
-
- | 0.05 |
- 0.0085 |
- 0.0101 |
- 0.0115 |
- 0.0183 |
- 0.0090 |
-
-
- | 0.1 |
- 0.0082 |
- 0.0110 |
- 0.0134 |
- 0.0196 |
- 0.0096 |
-
-
- | 0.15 |
- 0.0105 |
- 0.0135 |
- 0.0145 |
- 0.0208 |
- 0.0085 |
-
-
- | 0.2 |
- 0.0132 |
- 0.0159 |
- 0.0139 |
- 0.0214 |
- 0.0086 |
-
-
- | 0.25 |
- 0.0150 |
- 0.0170 |
- 0.0137 |
- 0.0212 |
- 0.0094 |
-
-
- | 0.3 |
- 0.0192 |
- 0.0218 |
- 0.0150 |
- 0.0212 |
- 0.0098 |
-
-
- | 0.35 |
- 0.0178 |
- 0.0203 |
- 0.0136 |
- 0.0243 |
- 0.0094 |
-
-
- | 0.4 |
- 0.0166 |
- 0.0200 |
- 0.0132 |
- 0.0255 |
- 0.0101 |
-
-
- | 0.45 |
- 0.0187 |
- 0.0237 |
- 0.0138 |
- 0.0243 |
- 0.0103 |
-
-
- | 0.5 |
- 0.0179 |
- 0.0201 |
- 0.0164 |
- 0.0283 |
- 0.0124 |
-
-
- | 0.55 |
- 0.0185 |
- 0.0226 |
- 0.0168 |
- 0.0274 |
- 0.0113 |
-
-
- | 0.6 |
- 0.0201 |
- 0.0229 |
- 0.0173 |
- 0.0288 |
- 0.0110 |
-
-
- | 0.65 |
- 0.0201 |
- 0.0219 |
- 0.0165 |
- 0.0258 |
- 0.0112 |
-
-
- | 0.7 |
- 0.0171 |
- 0.0165 |
- 0.0169 |
- 0.0294 |
- 0.0109 |
-
-
- | 0.75 |
- 0.0183 |
- 0.0166 |
- 0.0187 |
- 0.0308 |
- 0.0109 |
-
-
- | 0.8 |
- 0.0173 |
- 0.0151 |
- 0.0189 |
- 0.0297 |
- 0.0100 |
-
-
- | 0.85 |
- 0.0171 |
- 0.0134 |
- 0.0195 |
- 0.0310 |
- 0.0107 |
-
-
- | 0.9 |
- 0.0140 |
- 0.0105 |
- 0.0187 |
- 0.0288 |
- 0.0114 |
-
-
- | 0.95 |
- 0.0175 |
- 0.0146 |
- 0.0213 |
- 0.0331 |
- 0.0119 |
-
-
- | 1.0 |
- 0.0062 |
- 0.0076 |
- 0.0200 |
- 0.0306 |
- 0.0107 |
-
-
- | avg |
- 0.0149 |
- 0.0161 |
- 0.0159 |
- 0.0256 |
- 0.0103 |
-
-
-
-
-
-
-
-
-
-
-## 60% positives
-> train: [0.39991359 0.60008641]
-> validation: [0.4000576 0.5999424]
-> bin_sld: 181.668s
-> mul_sld: 29.617s
-> binmc_sld: 180.480s
-> mulmc_sld: 28.823s
-> binne_sld: 182.053s
-> mulne_sld: 28.654s
-> bin_pacc: 176.533s
-> mul_pacc: 20.753s
-> ref: 13.464s
-> atc_mc: 17.977s
-> tot: 183.024s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0006 |
- 0.0046 |
- 0.0079 |
- 0.0111 |
- 0.0238 |
-
-
- | 0.05 |
- 0.0227 |
- 0.0210 |
- 0.0259 |
- 0.0169 |
- 0.0205 |
-
-
- | 0.1 |
- 0.0223 |
- 0.0205 |
- 0.0233 |
- 0.0157 |
- 0.0209 |
-
-
- | 0.15 |
- 0.0226 |
- 0.0198 |
- 0.0263 |
- 0.0168 |
- 0.0139 |
-
-
- | 0.2 |
- 0.0183 |
- 0.0186 |
- 0.0262 |
- 0.0189 |
- 0.0166 |
-
-
- | 0.25 |
- 0.0160 |
- 0.0154 |
- 0.0257 |
- 0.0169 |
- 0.0133 |
-
-
- | 0.3 |
- 0.0140 |
- 0.0156 |
- 0.0249 |
- 0.0182 |
- 0.0127 |
-
-
- | 0.35 |
- 0.0165 |
- 0.0166 |
- 0.0292 |
- 0.0209 |
- 0.0116 |
-
-
- | 0.4 |
- 0.0141 |
- 0.0148 |
- 0.0296 |
- 0.0215 |
- 0.0120 |
-
-
- | 0.45 |
- 0.0138 |
- 0.0151 |
- 0.0273 |
- 0.0205 |
- 0.0118 |
-
-
- | 0.5 |
- 0.0161 |
- 0.0165 |
- 0.0322 |
- 0.0252 |
- 0.0122 |
-
-
- | 0.55 |
- 0.0150 |
- 0.0165 |
- 0.0305 |
- 0.0237 |
- 0.0127 |
-
-
- | 0.6 |
- 0.0174 |
- 0.0183 |
- 0.0339 |
- 0.0266 |
- 0.0134 |
-
-
- | 0.65 |
- 0.0184 |
- 0.0196 |
- 0.0301 |
- 0.0239 |
- 0.0147 |
-
-
- | 0.7 |
- 0.0184 |
- 0.0152 |
- 0.0363 |
- 0.0302 |
- 0.0193 |
-
-
- | 0.75 |
- 0.0196 |
- 0.0153 |
- 0.0353 |
- 0.0298 |
- 0.0206 |
-
-
- | 0.8 |
- 0.0198 |
- 0.0178 |
- 0.0328 |
- 0.0290 |
- 0.0241 |
-
-
- | 0.85 |
- 0.0206 |
- 0.0140 |
- 0.0344 |
- 0.0312 |
- 0.0237 |
-
-
- | 0.9 |
- 0.0194 |
- 0.0114 |
- 0.0339 |
- 0.0308 |
- 0.0286 |
-
-
- | 0.95 |
- 0.0240 |
- 0.0119 |
- 0.0384 |
- 0.0369 |
- 0.0316 |
-
-
- | 1.0 |
- 0.0113 |
- 0.0075 |
- 0.0361 |
- 0.0367 |
- 0.0343 |
-
-
- | avg |
- 0.0172 |
- 0.0155 |
- 0.0295 |
- 0.0239 |
- 0.0187 |
-
-
-
-
-
-
-
-
-
-
-## 70% positives
-> train: [0.2999712 0.7000288]
-> validation: [0.2999712 0.7000288]
-> bin_sld: 183.652s
-> mul_sld: 28.322s
-> binmc_sld: 181.431s
-> mulmc_sld: 27.437s
-> binne_sld: 182.010s
-> mulne_sld: 28.139s
-> bin_pacc: 175.741s
-> mul_pacc: 20.586s
-> ref: 13.757s
-> atc_mc: 17.949s
-> tot: 184.200s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0005 |
- 0.0048 |
- 0.0066 |
- 0.0236 |
- 0.0699 |
-
-
- | 0.05 |
- 0.0316 |
- 0.0345 |
- 0.0099 |
- 0.0178 |
- 0.0635 |
-
-
- | 0.1 |
- 0.0315 |
- 0.0352 |
- 0.0109 |
- 0.0181 |
- 0.0617 |
-
-
- | 0.15 |
- 0.0317 |
- 0.0331 |
- 0.0096 |
- 0.0161 |
- 0.0528 |
-
-
- | 0.2 |
- 0.0279 |
- 0.0283 |
- 0.0120 |
- 0.0175 |
- 0.0507 |
-
-
- | 0.25 |
- 0.0242 |
- 0.0239 |
- 0.0103 |
- 0.0165 |
- 0.0430 |
-
-
- | 0.3 |
- 0.0204 |
- 0.0199 |
- 0.0109 |
- 0.0151 |
- 0.0386 |
-
-
- | 0.35 |
- 0.0223 |
- 0.0208 |
- 0.0102 |
- 0.0136 |
- 0.0338 |
-
-
- | 0.4 |
- 0.0186 |
- 0.0198 |
- 0.0115 |
- 0.0139 |
- 0.0306 |
-
-
- | 0.45 |
- 0.0151 |
- 0.0163 |
- 0.0125 |
- 0.0155 |
- 0.0265 |
-
-
- | 0.5 |
- 0.0150 |
- 0.0166 |
- 0.0133 |
- 0.0147 |
- 0.0207 |
-
-
- | 0.55 |
- 0.0131 |
- 0.0146 |
- 0.0118 |
- 0.0126 |
- 0.0167 |
-
-
- | 0.6 |
- 0.0115 |
- 0.0139 |
- 0.0112 |
- 0.0124 |
- 0.0144 |
-
-
- | 0.65 |
- 0.0139 |
- 0.0187 |
- 0.0134 |
- 0.0162 |
- 0.0118 |
-
-
- | 0.7 |
- 0.0108 |
- 0.0130 |
- 0.0126 |
- 0.0112 |
- 0.0100 |
-
-
- | 0.75 |
- 0.0125 |
- 0.0133 |
- 0.0143 |
- 0.0113 |
- 0.0090 |
-
-
- | 0.8 |
- 0.0141 |
- 0.0169 |
- 0.0153 |
- 0.0128 |
- 0.0125 |
-
-
- | 0.85 |
- 0.0152 |
- 0.0166 |
- 0.0180 |
- 0.0129 |
- 0.0141 |
-
-
- | 0.9 |
- 0.0152 |
- 0.0160 |
- 0.0178 |
- 0.0142 |
- 0.0185 |
-
-
- | 0.95 |
- 0.0135 |
- 0.0090 |
- 0.0250 |
- 0.0120 |
- 0.0250 |
-
-
- | 1.0 |
- 0.0033 |
- 0.0038 |
- 0.0215 |
- 0.0113 |
- 0.0288 |
-
-
- | avg |
- 0.0172 |
- 0.0185 |
- 0.0133 |
- 0.0147 |
- 0.0311 |
-
-
-
-
-
-
-
-
-
-
-## 80% positives
-> train: [0.2000288 0.7999712]
-> validation: [0.2000288 0.7999712]
-> bin_sld: 184.106s
-> mul_sld: 28.336s
-> binmc_sld: 183.242s
-> mulmc_sld: 27.274s
-> binne_sld: 184.907s
-> mulne_sld: 27.269s
-> bin_pacc: 175.764s
-> mul_pacc: 20.476s
-> ref: 13.542s
-> atc_mc: 17.815s
-> tot: 186.258s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0010 |
- 0.0300 |
- 0.0157 |
- 0.0391 |
- 0.1270 |
-
-
- | 0.05 |
- 0.0467 |
- 0.0759 |
- 0.0188 |
- 0.0443 |
- 0.1198 |
-
-
- | 0.1 |
- 0.0525 |
- 0.0770 |
- 0.0159 |
- 0.0327 |
- 0.1165 |
-
-
- | 0.15 |
- 0.0512 |
- 0.0755 |
- 0.0149 |
- 0.0344 |
- 0.1057 |
-
-
- | 0.2 |
- 0.0465 |
- 0.0678 |
- 0.0183 |
- 0.0375 |
- 0.0976 |
-
-
- | 0.25 |
- 0.0418 |
- 0.0623 |
- 0.0187 |
- 0.0411 |
- 0.0873 |
-
-
- | 0.3 |
- 0.0351 |
- 0.0539 |
- 0.0167 |
- 0.0381 |
- 0.0804 |
-
-
- | 0.35 |
- 0.0330 |
- 0.0500 |
- 0.0146 |
- 0.0349 |
- 0.0719 |
-
-
- | 0.4 |
- 0.0296 |
- 0.0454 |
- 0.0183 |
- 0.0360 |
- 0.0668 |
-
-
- | 0.45 |
- 0.0213 |
- 0.0340 |
- 0.0157 |
- 0.0325 |
- 0.0571 |
-
-
- | 0.5 |
- 0.0194 |
- 0.0297 |
- 0.0162 |
- 0.0335 |
- 0.0507 |
-
-
- | 0.55 |
- 0.0167 |
- 0.0240 |
- 0.0141 |
- 0.0295 |
- 0.0430 |
-
-
- | 0.6 |
- 0.0140 |
- 0.0214 |
- 0.0136 |
- 0.0353 |
- 0.0363 |
-
-
- | 0.65 |
- 0.0133 |
- 0.0178 |
- 0.0153 |
- 0.0306 |
- 0.0247 |
-
-
- | 0.7 |
- 0.0111 |
- 0.0154 |
- 0.0135 |
- 0.0298 |
- 0.0184 |
-
-
- | 0.75 |
- 0.0108 |
- 0.0127 |
- 0.0138 |
- 0.0349 |
- 0.0119 |
-
-
- | 0.8 |
- 0.0121 |
- 0.0127 |
- 0.0137 |
- 0.0323 |
- 0.0099 |
-
-
- | 0.85 |
- 0.0135 |
- 0.0136 |
- 0.0128 |
- 0.0301 |
- 0.0101 |
-
-
- | 0.9 |
- 0.0148 |
- 0.0133 |
- 0.0109 |
- 0.0285 |
- 0.0152 |
-
-
- | 0.95 |
- 0.0110 |
- 0.0090 |
- 0.0101 |
- 0.0293 |
- 0.0224 |
-
-
- | 1.0 |
- 0.0037 |
- 0.0028 |
- 0.0050 |
- 0.0290 |
- 0.0294 |
-
-
- | avg |
- 0.0238 |
- 0.0354 |
- 0.0146 |
- 0.0340 |
- 0.0572 |
-
-
-
-
-
-
-
-
-
-
-## 90% positives
-> train: [0.0999424 0.9000576]
-> validation: [0.10008641 0.89991359]
-> bin_sld: 172.471s
-> mul_sld: 27.815s
-> binmc_sld: 172.819s
-> mulmc_sld: 22.238s
-> binne_sld: 171.872s
-> mulne_sld: 21.113s
-> ref: 11.632s
-> atc_mc: 15.307s
-> tot: 173.441s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0007 |
- 0.0344 |
- 0.2957 |
-
-
- | 0.05 |
- 0.0505 |
- 0.0911 |
- 0.2812 |
-
-
- | 0.1 |
- 0.1002 |
- 0.1437 |
- 0.2658 |
-
-
- | 0.15 |
- 0.1469 |
- 0.1731 |
- 0.2470 |
-
-
- | 0.2 |
- 0.1547 |
- 0.1852 |
- 0.2327 |
-
-
- | 0.25 |
- 0.1487 |
- 0.1871 |
- 0.2133 |
-
-
- | 0.3 |
- 0.1367 |
- 0.1780 |
- 0.1958 |
-
-
- | 0.35 |
- 0.1300 |
- 0.1780 |
- 0.1800 |
-
-
- | 0.4 |
- 0.1164 |
- 0.1688 |
- 0.1661 |
-
-
- | 0.45 |
- 0.1031 |
- 0.1328 |
- 0.1473 |
-
-
- | 0.5 |
- 0.0899 |
- 0.1178 |
- 0.1307 |
-
-
- | 0.55 |
- 0.0780 |
- 0.0932 |
- 0.1150 |
-
-
- | 0.6 |
- 0.0632 |
- 0.0811 |
- 0.0995 |
-
-
- | 0.65 |
- 0.0542 |
- 0.0624 |
- 0.0798 |
-
-
- | 0.7 |
- 0.0422 |
- 0.0456 |
- 0.0650 |
-
-
- | 0.75 |
- 0.0311 |
- 0.0315 |
- 0.0479 |
-
-
- | 0.8 |
- 0.0214 |
- 0.0207 |
- 0.0312 |
-
-
- | 0.85 |
- 0.0127 |
- 0.0123 |
- 0.0160 |
-
-
- | 0.9 |
- 0.0098 |
- 0.0098 |
- 0.0060 |
-
-
- | 0.95 |
- 0.0075 |
- 0.0090 |
- 0.0171 |
-
-
- | 1.0 |
- 0.0014 |
- 0.0014 |
- 0.0339 |
-
-
- | avg |
- 0.0714 |
- 0.0932 |
- 0.1365 |
-
-
-
-
-
-
-
-
-
-
-## avg
-### avg on train
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0011 |
- 0.0099 |
- 0.0076 |
- 0.0158 |
- 0.0712 |
-
-
- | 0.05 |
- 0.0223 |
- 0.0316 |
- 0.0133 |
- 0.0175 |
- 0.0635 |
-
-
- | 0.1 |
- 0.0302 |
- 0.0393 |
- 0.0140 |
- 0.0170 |
- 0.0582 |
-
-
- | 0.15 |
- 0.0359 |
- 0.0430 |
- 0.0150 |
- 0.0178 |
- 0.0541 |
-
-
- | 0.2 |
- 0.0356 |
- 0.0427 |
- 0.0160 |
- 0.0192 |
- 0.0541 |
-
-
- | 0.25 |
- 0.0340 |
- 0.0413 |
- 0.0160 |
- 0.0195 |
- 0.0523 |
-
-
- | 0.3 |
- 0.0329 |
- 0.0442 |
- 0.0165 |
- 0.0199 |
- 0.0520 |
-
-
- | 0.35 |
- 0.0324 |
- 0.0477 |
- 0.0188 |
- 0.0219 |
- 0.0529 |
-
-
- | 0.4 |
- 0.0307 |
- 0.0519 |
- 0.0205 |
- 0.0232 |
- 0.0545 |
-
-
- | 0.45 |
- 0.0294 |
- 0.0492 |
- 0.0197 |
- 0.0227 |
- 0.0543 |
-
-
- | 0.5 |
- 0.0296 |
- 0.0508 |
- 0.0222 |
- 0.0254 |
- 0.0558 |
-
-
- | 0.55 |
- 0.0286 |
- 0.0506 |
- 0.0227 |
- 0.0249 |
- 0.0568 |
-
-
- | 0.6 |
- 0.0291 |
- 0.0523 |
- 0.0238 |
- 0.0273 |
- 0.0579 |
-
-
- | 0.65 |
- 0.0293 |
- 0.0510 |
- 0.0244 |
- 0.0275 |
- 0.0579 |
-
-
- | 0.7 |
- 0.0298 |
- 0.0507 |
- 0.0269 |
- 0.0297 |
- 0.0613 |
-
-
- | 0.75 |
- 0.0302 |
- 0.0497 |
- 0.0269 |
- 0.0306 |
- 0.0623 |
-
-
- | 0.8 |
- 0.0311 |
- 0.0481 |
- 0.0286 |
- 0.0319 |
- 0.0644 |
-
-
- | 0.85 |
- 0.0330 |
- 0.0446 |
- 0.0310 |
- 0.0334 |
- 0.0672 |
-
-
- | 0.9 |
- 0.0310 |
- 0.0391 |
- 0.0304 |
- 0.0340 |
- 0.0712 |
-
-
- | 0.95 |
- 0.0255 |
- 0.0335 |
- 0.0331 |
- 0.0360 |
- 0.0796 |
-
-
- | 1.0 |
- 0.0039 |
- 0.0165 |
- 0.0296 |
- 0.0361 |
- 0.0861 |
-
-
- | avg |
- 0.0279 |
- 0.0423 |
- 0.0218 |
- 0.0253 |
- 0.0613 |
-
-
-
-
-
-
-### avg on test
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- atc_mc |
-
-
-
-
- | 0.1 |
- 0.0482 |
- 0.1127 |
- 0.0260 |
- 0.0267 |
- 0.1752 |
-
-
- | 0.2 |
- 0.0235 |
- 0.0445 |
- 0.0281 |
- 0.0339 |
- 0.0687 |
-
-
- | 0.3 |
- 0.0182 |
- 0.0259 |
- 0.0246 |
- 0.0223 |
- 0.0374 |
-
-
- | 0.4 |
- 0.0165 |
- 0.0185 |
- 0.0221 |
- 0.0213 |
- 0.0167 |
-
-
- | 0.5 |
- 0.0149 |
- 0.0161 |
- 0.0159 |
- 0.0256 |
- 0.0103 |
-
-
- | 0.6 |
- 0.0172 |
- 0.0155 |
- 0.0295 |
- 0.0239 |
- 0.0187 |
-
-
- | 0.7 |
- 0.0172 |
- 0.0185 |
- 0.0133 |
- 0.0147 |
- 0.0311 |
-
-
- | 0.8 |
- 0.0238 |
- 0.0354 |
- 0.0146 |
- 0.0340 |
- 0.0572 |
-
-
- | 0.9 |
- 0.0714 |
- 0.0932 |
- NaN |
- NaN |
- 0.1365 |
-
-
- | avg |
- 0.0279 |
- 0.0423 |
- 0.0218 |
- 0.0253 |
- 0.0613 |
-
-
-
-
-
-
-### avg dataset shift
-
diff --git a/output/main/imdb_9prevs/imdb_sld_vs_pacc_f1.md b/output/main/imdb_9prevs/imdb_sld_vs_pacc_f1.md
deleted file mode 100644
index e11c768..0000000
--- a/output/main/imdb_9prevs/imdb_sld_vs_pacc_f1.md
+++ /dev/null
@@ -1,2157 +0,0 @@
-# imdb_9prevs
-
-## 10% positives
-> train: [0.89991359 0.10008641]
-> validation: [0.9000576 0.0999424]
-> bin_sld: 189.173s
-> mul_sld: 40.710s
-> binmc_sld: 186.824s
-> mulmc_sld: 25.516s
-> binne_sld: 187.658s
-> mulne_sld: 23.672s
-> bin_pacc: 176.373s
-> mul_pacc: 20.080s
-> ref: 13.306s
-> atc_mc: 17.351s
-> tot: 189.603s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0555 |
- 0.0259 |
- 0.0050 |
- 0.0763 |
- 0.0000 |
-
-
- | 0.05 |
- 0.0109 |
- 0.0225 |
- 0.0113 |
- 0.0517 |
- 0.0240 |
-
-
- | 0.1 |
- 0.0067 |
- 0.0138 |
- 0.0107 |
- 0.0501 |
- 0.0244 |
-
-
- | 0.15 |
- 0.0062 |
- 0.0108 |
- 0.0118 |
- 0.0439 |
- 0.0228 |
-
-
- | 0.2 |
- 0.0037 |
- 0.0114 |
- 0.0113 |
- 0.0429 |
- 0.0245 |
-
-
- | 0.25 |
- 0.0030 |
- 0.0143 |
- 0.0123 |
- 0.0366 |
- 0.0246 |
-
-
- | 0.3 |
- 0.0023 |
- 0.0192 |
- 0.0115 |
- 0.0457 |
- 0.0266 |
-
-
- | 0.35 |
- 0.0029 |
- 0.0214 |
- 0.0121 |
- 0.0363 |
- 0.0248 |
-
-
- | 0.4 |
- 0.0024 |
- 0.0217 |
- 0.0091 |
- 0.0380 |
- 0.0230 |
-
-
- | 0.45 |
- 0.0033 |
- 0.0250 |
- 0.0114 |
- 0.0418 |
- 0.0257 |
-
-
- | 0.5 |
- 0.0035 |
- 0.0259 |
- 0.0136 |
- 0.0426 |
- 0.0264 |
-
-
- | 0.55 |
- 0.0028 |
- 0.0238 |
- 0.0106 |
- 0.0377 |
- 0.0239 |
-
-
- | 0.6 |
- 0.0034 |
- 0.0247 |
- 0.0114 |
- 0.0422 |
- 0.0248 |
-
-
- | 0.65 |
- 0.0036 |
- 0.0246 |
- 0.0119 |
- 0.0352 |
- 0.0247 |
-
-
- | 0.7 |
- 0.0033 |
- 0.0239 |
- 0.0124 |
- 0.0332 |
- 0.0239 |
-
-
- | 0.75 |
- 0.0031 |
- 0.0255 |
- 0.0118 |
- 0.0370 |
- 0.0255 |
-
-
- | 0.8 |
- 0.0031 |
- 0.0242 |
- 0.0119 |
- 0.0367 |
- 0.0242 |
-
-
- | 0.85 |
- 0.0030 |
- 0.0239 |
- 0.0116 |
- 0.0333 |
- 0.0240 |
-
-
- | 0.9 |
- 0.0029 |
- 0.0255 |
- 0.0130 |
- 0.0394 |
- 0.0256 |
-
-
- | 0.95 |
- 0.0015 |
- 0.0223 |
- 0.0117 |
- 0.0409 |
- 0.0246 |
-
-
- | 1.0 |
- 0.0001 |
- 0.0208 |
- 0.0127 |
- 0.0405 |
- 0.0246 |
-
-
- | avg |
- 0.0061 |
- 0.0215 |
- 0.0114 |
- 0.0420 |
- 0.0234 |
-
-
-
-
-
-
-
-
-
-
-## 20% positives
-> train: [0.7999712 0.2000288]
-> validation: [0.7999712 0.2000288]
-> bin_sld: 187.104s
-> mul_sld: 36.250s
-> binmc_sld: 185.481s
-> mulmc_sld: 31.669s
-> binne_sld: 187.316s
-> mulne_sld: 35.209s
-> bin_pacc: 177.023s
-> mul_pacc: 19.936s
-> ref: 13.278s
-> atc_mc: 17.449s
-> tot: 188.478s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.1705 |
- 0.3756 |
- 0.2170 |
- 0.6409 |
- 0.0183 |
-
-
- | 0.05 |
- 0.2206 |
- 0.1554 |
- 0.1744 |
- 0.1421 |
- 0.2921 |
-
-
- | 0.1 |
- 0.1383 |
- 0.1079 |
- 0.1243 |
- 0.0998 |
- 0.2745 |
-
-
- | 0.15 |
- 0.0971 |
- 0.1115 |
- 0.1126 |
- 0.0951 |
- 0.2661 |
-
-
- | 0.2 |
- 0.0581 |
- 0.0995 |
- 0.0963 |
- 0.0828 |
- 0.2539 |
-
-
- | 0.25 |
- 0.0336 |
- 0.0906 |
- 0.0736 |
- 0.0793 |
- 0.2445 |
-
-
- | 0.3 |
- 0.0298 |
- 0.0919 |
- 0.0757 |
- 0.0817 |
- 0.2483 |
-
-
- | 0.35 |
- 0.0205 |
- 0.1001 |
- 0.0871 |
- 0.0898 |
- 0.2419 |
-
-
- | 0.4 |
- 0.0178 |
- 0.1043 |
- 0.0865 |
- 0.0915 |
- 0.2441 |
-
-
- | 0.45 |
- 0.0208 |
- 0.0928 |
- 0.0689 |
- 0.0834 |
- 0.2362 |
-
-
- | 0.5 |
- 0.0133 |
- 0.0907 |
- 0.0617 |
- 0.0784 |
- 0.2307 |
-
-
- | 0.55 |
- 0.0134 |
- 0.0953 |
- 0.0740 |
- 0.0823 |
- 0.2358 |
-
-
- | 0.6 |
- 0.0170 |
- 0.0957 |
- 0.0702 |
- 0.0847 |
- 0.2318 |
-
-
- | 0.65 |
- 0.0150 |
- 0.0953 |
- 0.0660 |
- 0.0859 |
- 0.2306 |
-
-
- | 0.7 |
- 0.0227 |
- 0.0971 |
- 0.0716 |
- 0.0905 |
- 0.2291 |
-
-
- | 0.75 |
- 0.0181 |
- 0.0909 |
- 0.0641 |
- 0.0815 |
- 0.2291 |
-
-
- | 0.8 |
- 0.0222 |
- 0.0969 |
- 0.0708 |
- 0.0891 |
- 0.2310 |
-
-
- | 0.85 |
- 0.0215 |
- 0.0968 |
- 0.0699 |
- 0.0905 |
- 0.2303 |
-
-
- | 0.9 |
- 0.0218 |
- 0.0976 |
- 0.0662 |
- 0.0921 |
- 0.2295 |
-
-
- | 0.95 |
- 0.0193 |
- 0.0958 |
- 0.0677 |
- 0.0910 |
- 0.2301 |
-
-
- | 1.0 |
- 0.0027 |
- 0.1049 |
- 0.0632 |
- 0.0909 |
- 0.2308 |
-
-
- | avg |
- 0.0473 |
- 0.1136 |
- 0.0887 |
- 0.1163 |
- 0.2314 |
-
-
-
-
-
-
-
-
-
-
-## 30% positives
-> train: [0.7000288 0.2999712]
-> validation: [0.7000288 0.2999712]
-> bin_sld: 182.167s
-> mul_sld: 29.557s
-> binmc_sld: 180.200s
-> mulmc_sld: 28.430s
-> binne_sld: 181.220s
-> mulne_sld: 28.868s
-> bin_pacc: 174.026s
-> mul_pacc: 20.400s
-> ref: 13.451s
-> atc_mc: 18.102s
-> tot: 183.051s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0199 |
- 0.1538 |
- 0.1765 |
- 0.3618 |
- 0.2272 |
-
-
- | 0.05 |
- 0.1334 |
- 0.1346 |
- 0.0946 |
- 0.1029 |
- 0.1227 |
-
-
- | 0.1 |
- 0.1017 |
- 0.1009 |
- 0.0641 |
- 0.0655 |
- 0.1024 |
-
-
- | 0.15 |
- 0.0725 |
- 0.0709 |
- 0.0495 |
- 0.0512 |
- 0.0885 |
-
-
- | 0.2 |
- 0.0540 |
- 0.0505 |
- 0.0411 |
- 0.0431 |
- 0.0813 |
-
-
- | 0.25 |
- 0.0482 |
- 0.0407 |
- 0.0437 |
- 0.0437 |
- 0.0713 |
-
-
- | 0.3 |
- 0.0381 |
- 0.0344 |
- 0.0326 |
- 0.0352 |
- 0.0552 |
-
-
- | 0.35 |
- 0.0316 |
- 0.0271 |
- 0.0422 |
- 0.0411 |
- 0.0572 |
-
-
- | 0.4 |
- 0.0235 |
- 0.0233 |
- 0.0372 |
- 0.0369 |
- 0.0500 |
-
-
- | 0.45 |
- 0.0197 |
- 0.0219 |
- 0.0342 |
- 0.0346 |
- 0.0469 |
-
-
- | 0.5 |
- 0.0177 |
- 0.0237 |
- 0.0342 |
- 0.0341 |
- 0.0429 |
-
-
- | 0.55 |
- 0.0158 |
- 0.0225 |
- 0.0343 |
- 0.0322 |
- 0.0411 |
-
-
- | 0.6 |
- 0.0117 |
- 0.0243 |
- 0.0318 |
- 0.0301 |
- 0.0383 |
-
-
- | 0.65 |
- 0.0123 |
- 0.0249 |
- 0.0319 |
- 0.0320 |
- 0.0383 |
-
-
- | 0.7 |
- 0.0172 |
- 0.0314 |
- 0.0362 |
- 0.0344 |
- 0.0372 |
-
-
- | 0.75 |
- 0.0144 |
- 0.0311 |
- 0.0321 |
- 0.0302 |
- 0.0335 |
-
-
- | 0.8 |
- 0.0153 |
- 0.0318 |
- 0.0328 |
- 0.0316 |
- 0.0340 |
-
-
- | 0.85 |
- 0.0166 |
- 0.0353 |
- 0.0342 |
- 0.0327 |
- 0.0327 |
-
-
- | 0.9 |
- 0.0173 |
- 0.0352 |
- 0.0337 |
- 0.0322 |
- 0.0326 |
-
-
- | 0.95 |
- 0.0172 |
- 0.0348 |
- 0.0314 |
- 0.0299 |
- 0.0284 |
-
-
- | 1.0 |
- 0.0025 |
- 0.0182 |
- 0.0278 |
- 0.0306 |
- 0.0295 |
-
-
- | avg |
- 0.0334 |
- 0.0462 |
- 0.0465 |
- 0.0555 |
- 0.0615 |
-
-
-
-
-
-
-
-
-
-
-## 40% positives
-> train: [0.5999424 0.4000576]
-> validation: [0.60008641 0.39991359]
-> bin_sld: 181.684s
-> mul_sld: 30.343s
-> binmc_sld: 179.998s
-> mulmc_sld: 29.275s
-> binne_sld: 182.085s
-> mulne_sld: 29.662s
-> bin_pacc: 176.735s
-> mul_pacc: 20.744s
-> ref: 13.516s
-> atc_mc: 17.986s
-> tot: 183.203s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0071 |
- 0.0516 |
- 0.1426 |
- 0.0599 |
- 0.4335 |
-
-
- | 0.05 |
- 0.1082 |
- 0.0865 |
- 0.0673 |
- 0.0972 |
- 0.0606 |
-
-
- | 0.1 |
- 0.0651 |
- 0.0651 |
- 0.0506 |
- 0.0621 |
- 0.0339 |
-
-
- | 0.15 |
- 0.0558 |
- 0.0545 |
- 0.0454 |
- 0.0538 |
- 0.0263 |
-
-
- | 0.2 |
- 0.0451 |
- 0.0465 |
- 0.0363 |
- 0.0416 |
- 0.0248 |
-
-
- | 0.25 |
- 0.0353 |
- 0.0394 |
- 0.0271 |
- 0.0327 |
- 0.0213 |
-
-
- | 0.3 |
- 0.0367 |
- 0.0400 |
- 0.0279 |
- 0.0319 |
- 0.0219 |
-
-
- | 0.35 |
- 0.0286 |
- 0.0280 |
- 0.0291 |
- 0.0322 |
- 0.0195 |
-
-
- | 0.4 |
- 0.0237 |
- 0.0234 |
- 0.0274 |
- 0.0296 |
- 0.0164 |
-
-
- | 0.45 |
- 0.0243 |
- 0.0224 |
- 0.0257 |
- 0.0271 |
- 0.0191 |
-
-
- | 0.5 |
- 0.0237 |
- 0.0202 |
- 0.0278 |
- 0.0272 |
- 0.0164 |
-
-
- | 0.55 |
- 0.0190 |
- 0.0172 |
- 0.0247 |
- 0.0228 |
- 0.0133 |
-
-
- | 0.6 |
- 0.0161 |
- 0.0146 |
- 0.0260 |
- 0.0236 |
- 0.0131 |
-
-
- | 0.65 |
- 0.0132 |
- 0.0126 |
- 0.0250 |
- 0.0218 |
- 0.0124 |
-
-
- | 0.7 |
- 0.0132 |
- 0.0131 |
- 0.0247 |
- 0.0212 |
- 0.0116 |
-
-
- | 0.75 |
- 0.0117 |
- 0.0135 |
- 0.0252 |
- 0.0213 |
- 0.0104 |
-
-
- | 0.8 |
- 0.0109 |
- 0.0136 |
- 0.0244 |
- 0.0199 |
- 0.0107 |
-
-
- | 0.85 |
- 0.0117 |
- 0.0165 |
- 0.0256 |
- 0.0200 |
- 0.0084 |
-
-
- | 0.9 |
- 0.0115 |
- 0.0160 |
- 0.0231 |
- 0.0180 |
- 0.0080 |
-
-
- | 0.95 |
- 0.0123 |
- 0.0176 |
- 0.0242 |
- 0.0186 |
- 0.0082 |
-
-
- | 1.0 |
- 0.0024 |
- 0.0071 |
- 0.0212 |
- 0.0176 |
- 0.0072 |
-
-
- | avg |
- 0.0274 |
- 0.0295 |
- 0.0358 |
- 0.0333 |
- 0.0380 |
-
-
-
-
-
-
-
-
-
-
-## 50% positives
-> train: [0.5 0.5]
-> validation: [0.5 0.5]
-> bin_sld: 183.289s
-> mul_sld: 29.440s
-> binmc_sld: 180.043s
-> mulmc_sld: 29.019s
-> binne_sld: 182.581s
-> mulne_sld: 29.161s
-> bin_pacc: 175.513s
-> mul_pacc: 20.580s
-> ref: 13.469s
-> atc_mc: 18.022s
-> tot: 183.861s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0041 |
- 0.0125 |
- 0.1279 |
- 0.0355 |
- 0.5313 |
-
-
- | 0.05 |
- 0.0882 |
- 0.0677 |
- 0.0582 |
- 0.0718 |
- 0.2320 |
-
-
- | 0.1 |
- 0.0510 |
- 0.0458 |
- 0.0406 |
- 0.0583 |
- 0.1230 |
-
-
- | 0.15 |
- 0.0382 |
- 0.0377 |
- 0.0342 |
- 0.0509 |
- 0.0683 |
-
-
- | 0.2 |
- 0.0273 |
- 0.0326 |
- 0.0275 |
- 0.0445 |
- 0.0417 |
-
-
- | 0.25 |
- 0.0250 |
- 0.0272 |
- 0.0220 |
- 0.0386 |
- 0.0278 |
-
-
- | 0.3 |
- 0.0259 |
- 0.0302 |
- 0.0219 |
- 0.0340 |
- 0.0169 |
-
-
- | 0.35 |
- 0.0220 |
- 0.0248 |
- 0.0191 |
- 0.0364 |
- 0.0129 |
-
-
- | 0.4 |
- 0.0192 |
- 0.0225 |
- 0.0162 |
- 0.0340 |
- 0.0113 |
-
-
- | 0.45 |
- 0.0197 |
- 0.0245 |
- 0.0159 |
- 0.0296 |
- 0.0107 |
-
-
- | 0.5 |
- 0.0183 |
- 0.0193 |
- 0.0173 |
- 0.0313 |
- 0.0121 |
-
-
- | 0.55 |
- 0.0174 |
- 0.0203 |
- 0.0165 |
- 0.0282 |
- 0.0109 |
-
-
- | 0.6 |
- 0.0170 |
- 0.0191 |
- 0.0159 |
- 0.0273 |
- 0.0105 |
-
-
- | 0.65 |
- 0.0159 |
- 0.0172 |
- 0.0140 |
- 0.0231 |
- 0.0105 |
-
-
- | 0.7 |
- 0.0129 |
- 0.0124 |
- 0.0139 |
- 0.0247 |
- 0.0106 |
-
-
- | 0.75 |
- 0.0133 |
- 0.0117 |
- 0.0147 |
- 0.0242 |
- 0.0107 |
-
-
- | 0.8 |
- 0.0116 |
- 0.0100 |
- 0.0137 |
- 0.0220 |
- 0.0105 |
-
-
- | 0.85 |
- 0.0105 |
- 0.0081 |
- 0.0135 |
- 0.0217 |
- 0.0100 |
-
-
- | 0.9 |
- 0.0081 |
- 0.0060 |
- 0.0123 |
- 0.0192 |
- 0.0111 |
-
-
- | 0.95 |
- 0.0094 |
- 0.0080 |
- 0.0134 |
- 0.0209 |
- 0.0114 |
-
-
- | 1.0 |
- 0.0036 |
- 0.0043 |
- 0.0119 |
- 0.0185 |
- 0.0102 |
-
-
- | avg |
- 0.0218 |
- 0.0220 |
- 0.0257 |
- 0.0331 |
- 0.0569 |
-
-
-
-
-
-
-
-
-
-
-## 60% positives
-> train: [0.39991359 0.60008641]
-> validation: [0.4000576 0.5999424]
-> bin_sld: 181.668s
-> mul_sld: 29.617s
-> binmc_sld: 180.480s
-> mulmc_sld: 28.823s
-> binne_sld: 182.053s
-> mulne_sld: 28.654s
-> bin_pacc: 176.533s
-> mul_pacc: 20.753s
-> ref: 13.464s
-> atc_mc: 17.977s
-> tot: 183.024s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0004 |
- 0.0002 |
- 0.0032 |
- 0.0036 |
- 0.5686 |
-
-
- | 0.05 |
- 0.1371 |
- 0.1108 |
- 0.0995 |
- 0.1103 |
- 0.3422 |
-
-
- | 0.1 |
- 0.1027 |
- 0.0815 |
- 0.0733 |
- 0.0783 |
- 0.2281 |
-
-
- | 0.15 |
- 0.0826 |
- 0.0628 |
- 0.0665 |
- 0.0634 |
- 0.1475 |
-
-
- | 0.2 |
- 0.0571 |
- 0.0464 |
- 0.0534 |
- 0.0507 |
- 0.1066 |
-
-
- | 0.25 |
- 0.0429 |
- 0.0326 |
- 0.0454 |
- 0.0385 |
- 0.0747 |
-
-
- | 0.3 |
- 0.0315 |
- 0.0276 |
- 0.0387 |
- 0.0351 |
- 0.0515 |
-
-
- | 0.35 |
- 0.0309 |
- 0.0261 |
- 0.0418 |
- 0.0352 |
- 0.0344 |
-
-
- | 0.4 |
- 0.0235 |
- 0.0205 |
- 0.0375 |
- 0.0327 |
- 0.0235 |
-
-
- | 0.45 |
- 0.0180 |
- 0.0172 |
- 0.0316 |
- 0.0269 |
- 0.0169 |
-
-
- | 0.5 |
- 0.0189 |
- 0.0175 |
- 0.0334 |
- 0.0287 |
- 0.0121 |
-
-
- | 0.55 |
- 0.0150 |
- 0.0150 |
- 0.0296 |
- 0.0249 |
- 0.0087 |
-
-
- | 0.6 |
- 0.0152 |
- 0.0151 |
- 0.0298 |
- 0.0253 |
- 0.0082 |
-
-
- | 0.65 |
- 0.0144 |
- 0.0148 |
- 0.0250 |
- 0.0210 |
- 0.0093 |
-
-
- | 0.7 |
- 0.0140 |
- 0.0111 |
- 0.0279 |
- 0.0243 |
- 0.0122 |
-
-
- | 0.75 |
- 0.0139 |
- 0.0104 |
- 0.0255 |
- 0.0224 |
- 0.0135 |
-
-
- | 0.8 |
- 0.0129 |
- 0.0113 |
- 0.0223 |
- 0.0204 |
- 0.0156 |
-
-
- | 0.85 |
- 0.0124 |
- 0.0083 |
- 0.0218 |
- 0.0204 |
- 0.0152 |
-
-
- | 0.9 |
- 0.0112 |
- 0.0065 |
- 0.0205 |
- 0.0190 |
- 0.0178 |
-
-
- | 0.95 |
- 0.0130 |
- 0.0063 |
- 0.0220 |
- 0.0214 |
- 0.0189 |
-
-
- | 1.0 |
- 0.0060 |
- 0.0040 |
- 0.0197 |
- 0.0202 |
- 0.0197 |
-
-
- | avg |
- 0.0321 |
- 0.0260 |
- 0.0366 |
- 0.0344 |
- 0.0831 |
-
-
-
-
-
-
-
-
-
-
-## 70% positives
-> train: [0.2999712 0.7000288]
-> validation: [0.2999712 0.7000288]
-> bin_sld: 183.652s
-> mul_sld: 28.322s
-> binmc_sld: 181.431s
-> mulmc_sld: 27.437s
-> binne_sld: 182.010s
-> mulne_sld: 28.139s
-> bin_pacc: 175.741s
-> mul_pacc: 20.586s
-> ref: 13.757s
-> atc_mc: 17.949s
-> tot: 184.200s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0003 |
- 0.0000 |
- 0.0309 |
- 0.0136 |
- 0.5833 |
-
-
- | 0.05 |
- 0.1263 |
- 0.1132 |
- 0.0368 |
- 0.0431 |
- 0.4272 |
-
-
- | 0.1 |
- 0.1016 |
- 0.0917 |
- 0.0305 |
- 0.0364 |
- 0.3236 |
-
-
- | 0.15 |
- 0.0849 |
- 0.0747 |
- 0.0236 |
- 0.0287 |
- 0.2429 |
-
-
- | 0.2 |
- 0.0645 |
- 0.0551 |
- 0.0243 |
- 0.0263 |
- 0.1899 |
-
-
- | 0.25 |
- 0.0489 |
- 0.0408 |
- 0.0179 |
- 0.0205 |
- 0.1453 |
-
-
- | 0.3 |
- 0.0369 |
- 0.0297 |
- 0.0161 |
- 0.0154 |
- 0.1125 |
-
-
- | 0.35 |
- 0.0350 |
- 0.0281 |
- 0.0140 |
- 0.0160 |
- 0.0875 |
-
-
- | 0.4 |
- 0.0265 |
- 0.0233 |
- 0.0136 |
- 0.0153 |
- 0.0688 |
-
-
- | 0.45 |
- 0.0191 |
- 0.0173 |
- 0.0130 |
- 0.0135 |
- 0.0528 |
-
-
- | 0.5 |
- 0.0165 |
- 0.0158 |
- 0.0126 |
- 0.0136 |
- 0.0385 |
-
-
- | 0.55 |
- 0.0133 |
- 0.0126 |
- 0.0106 |
- 0.0108 |
- 0.0281 |
-
-
- | 0.6 |
- 0.0098 |
- 0.0111 |
- 0.0091 |
- 0.0093 |
- 0.0209 |
-
-
- | 0.65 |
- 0.0109 |
- 0.0136 |
- 0.0105 |
- 0.0114 |
- 0.0125 |
-
-
- | 0.7 |
- 0.0080 |
- 0.0089 |
- 0.0097 |
- 0.0079 |
- 0.0077 |
-
-
- | 0.75 |
- 0.0082 |
- 0.0085 |
- 0.0098 |
- 0.0074 |
- 0.0053 |
-
-
- | 0.8 |
- 0.0086 |
- 0.0104 |
- 0.0099 |
- 0.0078 |
- 0.0065 |
-
-
- | 0.85 |
- 0.0088 |
- 0.0097 |
- 0.0109 |
- 0.0076 |
- 0.0075 |
-
-
- | 0.9 |
- 0.0083 |
- 0.0089 |
- 0.0102 |
- 0.0079 |
- 0.0101 |
-
-
- | 0.95 |
- 0.0070 |
- 0.0047 |
- 0.0136 |
- 0.0064 |
- 0.0136 |
-
-
- | 1.0 |
- 0.0017 |
- 0.0019 |
- 0.0112 |
- 0.0058 |
- 0.0151 |
-
-
- | avg |
- 0.0307 |
- 0.0276 |
- 0.0161 |
- 0.0155 |
- 0.1143 |
-
-
-
-
-
-
-
-
-
-
-## 80% positives
-> train: [0.2000288 0.7999712]
-> validation: [0.2000288 0.7999712]
-> bin_sld: 184.106s
-> mul_sld: 28.336s
-> binmc_sld: 183.242s
-> mulmc_sld: 27.274s
-> binne_sld: 184.907s
-> mulne_sld: 27.269s
-> bin_pacc: 175.764s
-> mul_pacc: 20.476s
-> ref: 13.542s
-> atc_mc: 17.815s
-> tot: 186.258s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0002 |
- 0.0000 |
- 0.0413 |
- 0.0946 |
- 0.5690 |
-
-
- | 0.05 |
- 0.1273 |
- 0.1196 |
- 0.0339 |
- 0.0561 |
- 0.4617 |
-
-
- | 0.1 |
- 0.1246 |
- 0.1176 |
- 0.0323 |
- 0.0510 |
- 0.3805 |
-
-
- | 0.15 |
- 0.1053 |
- 0.1040 |
- 0.0225 |
- 0.0325 |
- 0.3102 |
-
-
- | 0.2 |
- 0.0819 |
- 0.0836 |
- 0.0254 |
- 0.0326 |
- 0.2550 |
-
-
- | 0.25 |
- 0.0665 |
- 0.0700 |
- 0.0215 |
- 0.0276 |
- 0.2072 |
-
-
- | 0.3 |
- 0.0501 |
- 0.0545 |
- 0.0181 |
- 0.0233 |
- 0.1705 |
-
-
- | 0.35 |
- 0.0427 |
- 0.0472 |
- 0.0152 |
- 0.0207 |
- 0.1388 |
-
-
- | 0.4 |
- 0.0341 |
- 0.0391 |
- 0.0165 |
- 0.0217 |
- 0.1144 |
-
-
- | 0.45 |
- 0.0230 |
- 0.0272 |
- 0.0137 |
- 0.0195 |
- 0.0909 |
-
-
- | 0.5 |
- 0.0192 |
- 0.0220 |
- 0.0133 |
- 0.0191 |
- 0.0727 |
-
-
- | 0.55 |
- 0.0150 |
- 0.0169 |
- 0.0107 |
- 0.0174 |
- 0.0569 |
-
-
- | 0.6 |
- 0.0115 |
- 0.0138 |
- 0.0093 |
- 0.0194 |
- 0.0441 |
-
-
- | 0.65 |
- 0.0102 |
- 0.0118 |
- 0.0105 |
- 0.0178 |
- 0.0297 |
-
-
- | 0.7 |
- 0.0080 |
- 0.0095 |
- 0.0087 |
- 0.0168 |
- 0.0198 |
-
-
- | 0.75 |
- 0.0070 |
- 0.0072 |
- 0.0084 |
- 0.0195 |
- 0.0119 |
-
-
- | 0.8 |
- 0.0073 |
- 0.0076 |
- 0.0081 |
- 0.0178 |
- 0.0068 |
-
-
- | 0.85 |
- 0.0076 |
- 0.0079 |
- 0.0072 |
- 0.0163 |
- 0.0049 |
-
-
- | 0.9 |
- 0.0079 |
- 0.0074 |
- 0.0059 |
- 0.0152 |
- 0.0076 |
-
-
- | 0.95 |
- 0.0057 |
- 0.0047 |
- 0.0053 |
- 0.0154 |
- 0.0117 |
-
-
- | 1.0 |
- 0.0018 |
- 0.0014 |
- 0.0025 |
- 0.0148 |
- 0.0150 |
-
-
- | avg |
- 0.0360 |
- 0.0368 |
- 0.0157 |
- 0.0271 |
- 0.1419 |
-
-
-
-
-
-
-
-
-
-
-## 90% positives
-> train: [0.0999424 0.9000576]
-> validation: [0.10008641 0.89991359]
-> bin_sld: 172.471s
-> mul_sld: 27.815s
-> binmc_sld: 172.819s
-> mulmc_sld: 22.238s
-> binne_sld: 171.872s
-> mulne_sld: 21.113s
-> ref: 11.632s
-> atc_mc: 15.307s
-> tot: 173.441s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0001 |
- 0.0000 |
- 0.5298 |
-
-
- | 0.05 |
- 0.1008 |
- 0.1010 |
- 0.4611 |
-
-
- | 0.1 |
- 0.1910 |
- 0.1895 |
- 0.4018 |
-
-
- | 0.15 |
- 0.2661 |
- 0.2388 |
- 0.3476 |
-
-
- | 0.2 |
- 0.2564 |
- 0.2559 |
- 0.3036 |
-
-
- | 0.25 |
- 0.2231 |
- 0.2454 |
- 0.2600 |
-
-
- | 0.3 |
- 0.1857 |
- 0.2215 |
- 0.2236 |
-
-
- | 0.35 |
- 0.1615 |
- 0.2125 |
- 0.1920 |
-
-
- | 0.4 |
- 0.1319 |
- 0.1868 |
- 0.1657 |
-
-
- | 0.45 |
- 0.1072 |
- 0.1287 |
- 0.1389 |
-
-
- | 0.5 |
- 0.0860 |
- 0.1060 |
- 0.1160 |
-
-
- | 0.55 |
- 0.0690 |
- 0.0759 |
- 0.0962 |
-
-
- | 0.6 |
- 0.0519 |
- 0.0623 |
- 0.0783 |
-
-
- | 0.65 |
- 0.0414 |
- 0.0441 |
- 0.0599 |
-
-
- | 0.7 |
- 0.0301 |
- 0.0297 |
- 0.0461 |
-
-
- | 0.75 |
- 0.0208 |
- 0.0194 |
- 0.0323 |
-
-
- | 0.8 |
- 0.0134 |
- 0.0122 |
- 0.0201 |
-
-
- | 0.85 |
- 0.0075 |
- 0.0070 |
- 0.0099 |
-
-
- | 0.9 |
- 0.0054 |
- 0.0054 |
- 0.0033 |
-
-
- | 0.95 |
- 0.0039 |
- 0.0047 |
- 0.0090 |
-
-
- | 1.0 |
- 0.0007 |
- 0.0007 |
- 0.0172 |
-
-
- | avg |
- 0.0930 |
- 0.1023 |
- 0.1672 |
-
-
-
-
-
-
-
-
-
-
-## avg
-### avg on train
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0287 |
- 0.0689 |
- 0.0930 |
- 0.1608 |
- 0.3846 |
-
-
- | 0.05 |
- 0.1170 |
- 0.1012 |
- 0.0720 |
- 0.0844 |
- 0.2693 |
-
-
- | 0.1 |
- 0.0981 |
- 0.0904 |
- 0.0533 |
- 0.0627 |
- 0.2102 |
-
-
- | 0.15 |
- 0.0899 |
- 0.0851 |
- 0.0458 |
- 0.0524 |
- 0.1689 |
-
-
- | 0.2 |
- 0.0720 |
- 0.0757 |
- 0.0395 |
- 0.0456 |
- 0.1424 |
-
-
- | 0.25 |
- 0.0585 |
- 0.0668 |
- 0.0329 |
- 0.0397 |
- 0.1196 |
-
-
- | 0.3 |
- 0.0486 |
- 0.0610 |
- 0.0303 |
- 0.0378 |
- 0.1030 |
-
-
- | 0.35 |
- 0.0418 |
- 0.0573 |
- 0.0326 |
- 0.0384 |
- 0.0899 |
-
-
- | 0.4 |
- 0.0336 |
- 0.0517 |
- 0.0305 |
- 0.0375 |
- 0.0797 |
-
-
- | 0.45 |
- 0.0284 |
- 0.0419 |
- 0.0268 |
- 0.0345 |
- 0.0709 |
-
-
- | 0.5 |
- 0.0241 |
- 0.0379 |
- 0.0268 |
- 0.0344 |
- 0.0631 |
-
-
- | 0.55 |
- 0.0201 |
- 0.0333 |
- 0.0264 |
- 0.0321 |
- 0.0572 |
-
-
- | 0.6 |
- 0.0171 |
- 0.0312 |
- 0.0254 |
- 0.0327 |
- 0.0522 |
-
-
- | 0.65 |
- 0.0152 |
- 0.0288 |
- 0.0243 |
- 0.0310 |
- 0.0476 |
-
-
- | 0.7 |
- 0.0144 |
- 0.0263 |
- 0.0257 |
- 0.0316 |
- 0.0443 |
-
-
- | 0.75 |
- 0.0123 |
- 0.0242 |
- 0.0240 |
- 0.0304 |
- 0.0413 |
-
-
- | 0.8 |
- 0.0117 |
- 0.0242 |
- 0.0242 |
- 0.0307 |
- 0.0399 |
-
-
- | 0.85 |
- 0.0111 |
- 0.0237 |
- 0.0243 |
- 0.0303 |
- 0.0381 |
-
-
- | 0.9 |
- 0.0105 |
- 0.0231 |
- 0.0231 |
- 0.0304 |
- 0.0384 |
-
-
- | 0.95 |
- 0.0099 |
- 0.0221 |
- 0.0237 |
- 0.0306 |
- 0.0395 |
-
-
- | 1.0 |
- 0.0024 |
- 0.0181 |
- 0.0213 |
- 0.0299 |
- 0.0410 |
-
-
- | avg |
- 0.0364 |
- 0.0473 |
- 0.0346 |
- 0.0447 |
- 0.1020 |
-
-
-
-
-
-
-### avg on test
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- atc_mc |
-
-
-
-
- | 0.1 |
- 0.0061 |
- 0.0215 |
- 0.0114 |
- 0.0420 |
- 0.0234 |
-
-
- | 0.2 |
- 0.0473 |
- 0.1136 |
- 0.0887 |
- 0.1163 |
- 0.2314 |
-
-
- | 0.3 |
- 0.0334 |
- 0.0462 |
- 0.0465 |
- 0.0555 |
- 0.0615 |
-
-
- | 0.4 |
- 0.0274 |
- 0.0295 |
- 0.0358 |
- 0.0333 |
- 0.0380 |
-
-
- | 0.5 |
- 0.0218 |
- 0.0220 |
- 0.0257 |
- 0.0331 |
- 0.0569 |
-
-
- | 0.6 |
- 0.0321 |
- 0.0260 |
- 0.0366 |
- 0.0344 |
- 0.0831 |
-
-
- | 0.7 |
- 0.0307 |
- 0.0276 |
- 0.0161 |
- 0.0155 |
- 0.1143 |
-
-
- | 0.8 |
- 0.0360 |
- 0.0368 |
- 0.0157 |
- 0.0271 |
- 0.1419 |
-
-
- | 0.9 |
- 0.0930 |
- 0.1023 |
- NaN |
- NaN |
- 0.1672 |
-
-
- | avg |
- 0.0364 |
- 0.0473 |
- 0.0346 |
- 0.0447 |
- 0.1020 |
-
-
-
-
-
-
-### avg dataset shift
-
diff --git a/output/main/imdb_9prevs/plot/delta_imdb_cc_vs_other_10_acc.png b/output/main/imdb_9prevs/plot/delta_imdb_cc_vs_other_10_acc.png
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diff --git a/output/main/rcv1_CCAT/rcv1_CCAT.log b/output/main/rcv1_CCAT/rcv1_CCAT.log
new file mode 100644
index 0000000..6a17320
--- /dev/null
+++ b/output/main/rcv1_CCAT/rcv1_CCAT.log
@@ -0,0 +1,225 @@
+----------------------------------------------------------------------------------------------------
+21/11/23 12:51:19| INFO dataset rcv1_CCAT [pool size: 10]
+21/11/23 12:51:24| INFO Dataset sample 0.10 of dataset rcv1_CCAT started
+21/11/23 12:54:47| INFO m3wc_sld finished [took 196.6266s]
+21/11/23 12:54:48| INFO m3wne_sld finished [took 200.5098s]
+21/11/23 12:54:53| INFO mulis_sld finished [took 190.2711s]
+21/11/23 12:55:30| INFO binis_sld finished [took 232.3390s]
+21/11/23 12:55:34| INFO m3wis_sld finished [took 217.6735s]
+21/11/23 12:55:38| INFO mulc_sld finished [took 208.2281s]
+21/11/23 12:56:14| INFO mulmc_sld finished [took 237.9751s]
+21/11/23 12:56:15| INFO bin_sld finished [took 266.9560s]
+21/11/23 12:56:28| INFO binmc_sld finished [took 266.8258s]
+21/11/23 13:00:52| INFO m3wmc_sld finished [took 357.5747s]
+21/11/23 13:01:43| INFO binc_sld finished [took 392.3157s]
+21/11/23 13:02:20| INFO ref finished [took 335.8482s]
+21/11/23 13:02:25| INFO mulne_sld finished [took 361.4735s]
+21/11/23 13:02:55| INFO binne_sld finished [took 436.2934s]
+21/11/23 13:05:05| INFO m3w_sld finished [took 551.2006s]
+21/11/23 13:05:51| INFO mul_sld finished [took 558.5698s]
+21/11/23 13:07:30| INFO atc_mc finished [took 389.1109s]
+21/11/23 13:07:52| INFO doc finished [took 358.4947s]
+21/11/23 13:09:11| INFO gde finished [took 365.8771s]
+21/11/23 13:17:54| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00585) [took 1529.1864s]
+21/11/23 13:25:51| INFO bin_sld_gs finished [took 2006.0591s]
+21/11/23 14:04:10| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00605) [took 4148.2619s]
+21/11/23 14:04:42| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00605) [took 4136.4139s]
+21/11/23 14:08:29| INFO mul_sld_gs finished [took 4407.1777s]
+21/11/23 14:08:50| INFO m3w_sld_gs finished [took 4385.2300s]
+21/11/23 14:15:44| INFO rca finished [took 4389.0900s]
+21/11/23 14:15:46| INFO rca_star finished [took 4380.9926s]
+21/11/23 14:15:46| INFO Dataset sample 0.10 of dataset rcv1_CCAT finished [took 5062.0989s]
+21/11/23 14:15:46| INFO Dataset sample 0.20 of dataset rcv1_CCAT started
+21/11/23 14:19:18| INFO m3wne_sld finished [took 209.2370s]
+21/11/23 14:19:23| INFO m3wc_sld finished [took 209.0010s]
+21/11/23 14:19:43| INFO m3wis_sld finished [took 202.4976s]
+21/11/23 14:19:44| INFO mulis_sld finished [took 216.6760s]
+21/11/23 14:19:46| INFO binis_sld finished [took 225.9242s]
+21/11/23 14:20:13| INFO binmc_sld finished [took 226.3895s]
+21/11/23 14:20:16| INFO bin_sld finished [took 242.4885s]
+21/11/23 14:20:22| INFO mulc_sld finished [took 227.3747s]
+21/11/23 14:20:57| INFO mulmc_sld finished [took 255.8821s]
+21/11/23 14:25:55| INFO m3wmc_sld finished [took 388.9148s]
+21/11/23 14:26:43| INFO ref finished [took 327.8211s]
+21/11/23 14:27:04| INFO binc_sld finished [took 428.5380s]
+21/11/23 14:27:18| INFO binne_sld finished [took 433.5433s]
+21/11/23 14:27:24| INFO mulne_sld finished [took 404.5153s]
+21/11/23 14:28:22| INFO m3w_sld finished [took 477.3696s]
+21/11/23 14:28:38| INFO mul_sld finished [took 465.2861s]
+21/11/23 14:32:46| INFO atc_mc finished [took 398.7857s]
+21/11/23 14:32:52| INFO doc finished [took 353.2227s]
+21/11/23 14:33:59| INFO gde finished [took 375.0917s]
+21/11/23 14:45:54| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00765) [took 1742.4316s]
+21/11/23 14:53:48| INFO bin_sld_gs finished [took 2216.5585s]
+21/11/23 15:29:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00885) [took 4194.7912s]
+21/11/23 15:30:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00885) [took 4242.9957s]
+21/11/23 15:34:15| INFO mul_sld_gs finished [took 4477.9603s]
+21/11/23 15:35:15| INFO m3w_sld_gs finished [took 4501.1789s]
+21/11/23 15:41:14| INFO rca finished [took 4437.8055s]
+21/11/23 15:41:18| INFO rca_star finished [took 4425.3195s]
+21/11/23 15:41:18| INFO Dataset sample 0.20 of dataset rcv1_CCAT finished [took 5132.2646s]
+21/11/23 15:41:18| INFO Dataset sample 0.30 of dataset rcv1_CCAT started
+21/11/23 15:44:40| INFO binis_sld finished [took 185.3271s]
+21/11/23 15:45:08| INFO m3wne_sld finished [took 225.9808s]
+21/11/23 15:45:12| INFO m3wc_sld finished [took 224.9122s]
+21/11/23 15:45:17| INFO m3wis_sld finished [took 198.6263s]
+21/11/23 15:45:19| INFO mulis_sld finished [took 217.8250s]
+21/11/23 15:45:30| INFO bin_sld finished [took 218.3796s]
+21/11/23 15:45:41| INFO binmc_sld finished [took 216.8556s]
+21/11/23 15:46:26| INFO mulc_sld finished [took 252.1148s]
+21/11/23 15:46:28| INFO mulmc_sld finished [took 247.0350s]
+21/11/23 15:50:53| INFO m3wmc_sld finished [took 365.1590s]
+21/11/23 15:52:05| INFO ref finished [took 313.9595s]
+21/11/23 15:52:12| INFO binc_sld finished [took 407.1139s]
+21/11/23 15:52:31| INFO binne_sld finished [took 417.1947s]
+21/11/23 15:52:36| INFO mulne_sld finished [took 396.3426s]
+21/11/23 15:53:13| INFO m3w_sld finished [took 440.1704s]
+21/11/23 15:54:07| INFO mul_sld finished [took 445.2076s]
+21/11/23 15:58:14| INFO atc_mc finished [took 425.3155s]
+21/11/23 15:58:39| INFO doc finished [took 380.1914s]
+21/11/23 15:59:39| INFO gde finished [took 398.4721s]
+21/11/23 16:16:53| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00779) [took 2061.6231s]
+21/11/23 16:25:07| INFO bin_sld_gs finished [took 2555.9670s]
+21/11/23 16:56:57| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00724) [took 4301.2337s]
+21/11/23 16:57:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00724) [took 4313.6177s]
+21/11/23 17:01:41| INFO mul_sld_gs finished [took 4585.2778s]
+21/11/23 17:02:03| INFO m3w_sld_gs finished [took 4579.8531s]
+21/11/23 17:08:39| INFO rca finished [took 4567.3738s]
+21/11/23 17:08:46| INFO rca_star finished [took 4558.6572s]
+21/11/23 17:08:46| INFO Dataset sample 0.30 of dataset rcv1_CCAT finished [took 5247.6454s]
+21/11/23 17:08:46| INFO Dataset sample 0.40 of dataset rcv1_CCAT started
+21/11/23 17:12:04| INFO binis_sld finished [took 184.6600s]
+21/11/23 17:12:05| INFO m3wc_sld finished [took 193.3712s]
+21/11/23 17:12:05| INFO mulis_sld finished [took 179.0054s]
+21/11/23 17:12:24| INFO m3wne_sld finished [took 215.1426s]
+21/11/23 17:12:37| INFO binmc_sld finished [took 194.7120s]
+21/11/23 17:12:38| INFO bin_sld finished [took 206.2741s]
+21/11/23 17:13:00| INFO m3wis_sld finished [took 221.4732s]
+21/11/23 17:13:16| INFO mulmc_sld finished [took 217.5927s]
+21/11/23 17:13:52| INFO mulc_sld finished [took 260.7791s]
+21/11/23 17:18:26| INFO m3wmc_sld finished [took 375.1708s]
+21/11/23 17:18:53| INFO binc_sld finished [took 384.5582s]
+21/11/23 17:19:07| INFO binne_sld finished [took 391.1744s]
+21/11/23 17:19:33| INFO ref finished [took 331.5894s]
+21/11/23 17:19:43| INFO m3w_sld finished [took 408.0944s]
+21/11/23 17:19:48| INFO mulne_sld finished [took 396.5630s]
+21/11/23 17:20:05| INFO mul_sld finished [took 398.2566s]
+21/11/23 17:25:13| INFO doc finished [took 370.5448s]
+21/11/23 17:25:25| INFO atc_mc finished [took 408.3537s]
+21/11/23 17:26:00| INFO gde finished [took 369.1184s]
+21/11/23 17:46:20| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01086) [took 2194.7560s]
+21/11/23 17:55:00| INFO bin_sld_gs finished [took 2715.2949s]
+21/11/23 18:25:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00869) [took 4362.8549s]
+21/11/23 18:25:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00869) [took 4377.3857s]
+21/11/23 18:29:48| INFO mul_sld_gs finished [took 4647.4839s]
+21/11/23 18:30:02| INFO m3w_sld_gs finished [took 4636.4229s]
+21/11/23 18:36:22| INFO rca finished [took 4623.5878s]
+21/11/23 18:36:28| INFO rca_star finished [took 4607.6113s]
+21/11/23 18:36:28| INFO Dataset sample 0.40 of dataset rcv1_CCAT finished [took 5262.3508s]
+21/11/23 18:36:28| INFO Dataset sample 0.50 of dataset rcv1_CCAT started
+21/11/23 18:39:52| INFO m3wne_sld finished [took 200.9229s]
+21/11/23 18:40:23| INFO m3wc_sld finished [took 226.0652s]
+21/11/23 18:40:30| INFO mulis_sld finished [took 220.4251s]
+21/11/23 18:40:34| INFO binis_sld finished [took 231.4459s]
+21/11/23 18:40:35| INFO bin_sld finished [took 217.3232s]
+21/11/23 18:40:35| INFO m3wis_sld finished [took 210.8155s]
+21/11/23 18:40:40| INFO mulc_sld finished [took 200.7920s]
+21/11/23 18:40:45| INFO mulmc_sld finished [took 199.8155s]
+21/11/23 18:41:15| INFO binmc_sld finished [took 242.9171s]
+21/11/23 18:46:27| INFO m3wmc_sld finished [took 385.0646s]
+21/11/23 18:46:58| INFO ref finished [took 316.5508s]
+21/11/23 18:47:04| INFO binc_sld finished [took 385.5751s]
+21/11/23 18:47:21| INFO binne_sld finished [took 392.9406s]
+21/11/23 18:47:49| INFO mulne_sld finished [took 395.1080s]
+21/11/23 18:48:19| INFO m3w_sld finished [took 434.3244s]
+21/11/23 18:48:34| INFO mul_sld finished [took 426.3324s]
+21/11/23 18:53:38| INFO doc finished [took 390.2022s]
+21/11/23 18:53:56| INFO atc_mc finished [took 434.8593s]
+21/11/23 18:54:48| INFO gde finished [took 402.9942s]
+21/11/23 19:14:22| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00681) [took 2208.4475s]
+21/11/23 19:22:19| INFO bin_sld_gs finished [took 2685.6423s]
+21/11/23 19:52:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00623) [took 4342.0127s]
+21/11/23 19:53:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00623) [took 4351.5351s]
+21/11/23 19:57:49| INFO mul_sld_gs finished [took 4637.7850s]
+21/11/23 19:57:50| INFO m3w_sld_gs finished [took 4613.9057s]
+21/11/23 20:04:37| INFO rca finished [took 4637.4816s]
+21/11/23 20:04:55| INFO rca_star finished [took 4642.5593s]
+21/11/23 20:04:55| INFO Dataset sample 0.50 of dataset rcv1_CCAT finished [took 5306.5435s]
+21/11/23 20:04:55| INFO Dataset sample 0.60 of dataset rcv1_CCAT started
+21/11/23 20:08:06| INFO m3wc_sld finished [took 183.4368s]
+21/11/23 20:08:29| INFO m3wne_sld finished [took 211.1915s]
+21/11/23 20:08:42| INFO m3wis_sld finished [took 191.0091s]
+21/11/23 20:08:48| INFO binis_sld finished [took 218.1030s]
+21/11/23 20:08:50| INFO mulis_sld finished [took 212.2706s]
+21/11/23 20:09:21| INFO bin_sld finished [took 236.9134s]
+21/11/23 20:09:25| INFO binmc_sld finished [took 228.6693s]
+21/11/23 20:09:39| INFO mulmc_sld finished [took 224.8805s]
+21/11/23 20:09:54| INFO mulc_sld finished [took 250.6695s]
+21/11/23 20:14:47| INFO m3wmc_sld finished [took 394.8114s]
+21/11/23 20:15:24| INFO binc_sld finished [took 394.6836s]
+21/11/23 20:15:30| INFO binne_sld finished [took 391.3737s]
+21/11/23 20:15:35| INFO ref finished [took 326.2040s]
+21/11/23 20:16:49| INFO mulne_sld finished [took 428.0490s]
+21/11/23 20:16:55| INFO m3w_sld finished [took 444.4332s]
+21/11/23 20:17:42| INFO mul_sld finished [took 465.4966s]
+21/11/23 20:21:55| INFO doc finished [took 382.4532s]
+21/11/23 20:22:25| INFO atc_mc finished [took 445.8135s]
+21/11/23 20:23:28| INFO gde finished [took 388.0293s]
+21/11/23 20:42:21| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00551) [took 2178.4410s]
+21/11/23 20:49:44| INFO bin_sld_gs finished [took 2622.2350s]
+21/11/23 21:20:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00569) [took 4337.1547s]
+21/11/23 21:21:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00569) [took 4314.4186s]
+21/11/23 21:25:29| INFO mul_sld_gs finished [took 4611.2209s]
+21/11/23 21:25:40| INFO m3w_sld_gs finished [took 4594.1856s]
+21/11/23 21:32:15| INFO rca finished [took 4593.2886s]
+21/11/23 21:32:31| INFO rca_star finished [took 4599.0356s]
+21/11/23 21:32:31| INFO Dataset sample 0.60 of dataset rcv1_CCAT finished [took 5256.0623s]
+21/11/23 21:32:31| INFO Dataset sample 0.70 of dataset rcv1_CCAT started
+21/11/23 21:36:04| INFO mulis_sld finished [took 188.9080s]
+21/11/23 21:36:24| INFO m3wne_sld finished [took 228.9657s]
+21/11/23 21:36:27| INFO m3wc_sld finished [took 227.0561s]
+21/11/23 21:36:30| INFO binis_sld finished [took 223.2129s]
+21/11/23 21:36:44| INFO m3wis_sld finished [took 213.4651s]
+21/11/23 21:36:50| INFO binmc_sld finished [took 214.2182s]
+21/11/23 21:37:07| INFO bin_sld finished [took 245.8889s]
+21/11/23 21:37:36| INFO mulc_sld finished [took 254.0430s]
+21/11/23 21:37:45| INFO mulmc_sld finished [took 253.4875s]
+21/11/23 21:42:45| INFO m3wmc_sld finished [took 393.0229s]
+21/11/23 21:43:16| INFO binc_sld finished [took 393.1787s]
+21/11/23 21:43:48| INFO binne_sld finished [took 418.4200s]
+21/11/23 21:43:52| INFO ref finished [took 346.6331s]
+21/11/23 21:44:18| INFO mulne_sld finished [took 414.0491s]
+21/11/23 21:44:40| INFO m3w_sld finished [took 454.9201s]
+21/11/23 21:45:24| INFO mul_sld finished [took 448.8616s]
+21/11/23 21:49:46| INFO doc finished [took 377.6572s]
+21/11/23 21:50:04| INFO atc_mc finished [took 424.5041s]
+21/11/23 21:50:54| INFO gde finished [took 383.5231s]
+21/11/23 22:07:22| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01165) [took 2020.3595s]
+21/11/23 22:15:07| INFO bin_sld_gs finished [took 2485.0383s]
+21/11/23 22:48:37| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00799) [took 4323.9647s]
+21/11/23 22:48:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00799) [took 4315.7725s]
+21/11/23 22:52:50| INFO mul_sld_gs finished [took 4576.7145s]
+21/11/23 22:53:06| INFO m3w_sld_gs finished [took 4568.6993s]
+21/11/23 23:00:53| INFO rca_star finished [took 4601.2824s]
+21/11/23 23:00:57| INFO rca finished [took 4614.2083s]
+21/11/23 23:00:57| INFO Dataset sample 0.70 of dataset rcv1_CCAT finished [took 5305.8622s]
+21/11/23 23:00:57| INFO Dataset sample 0.80 of dataset rcv1_CCAT started
+21/11/23 23:04:27| INFO m3wne_sld finished [took 206.9484s]
+21/11/23 23:04:55| INFO m3wc_sld finished [took 229.4260s]
+21/11/23 23:05:07| INFO mulis_sld finished [took 229.6879s]
+21/11/23 23:05:18| INFO m3wis_sld finished [took 226.0338s]
+21/11/23 23:05:24| INFO mulc_sld finished [took 215.0732s]
+21/11/23 23:05:26| INFO mulmc_sld finished [took 213.0851s]
+21/11/23 23:05:37| INFO binis_sld finished [took 265.1999s]
+21/11/23 23:05:52| INFO bin_sld finished [took 268.5712s]
+21/11/23 23:06:07| INFO binmc_sld finished [took 268.4998s]
+21/11/23 23:11:10| INFO m3wmc_sld finished [took 392.5020s]
+21/11/23 23:12:01| INFO ref finished [took 332.3662s]
+21/11/23 23:12:38| INFO mulne_sld finished [took 397.8490s]
+21/11/23 23:13:21| INFO m3w_sld finished [took 452.4670s]
+21/11/23 23:13:24| INFO binc_sld finished [took 487.5875s]
+21/11/23 23:13:28| INFO mul_sld finished [took 432.4091s]
+21/11/23 23:13:32| INFO binne_sld finished [took 482.6751s]
+21/11/23 23:17:58| INFO doc finished [took 344.4446s]
+21/11/23 23:18:32| INFO atc_mc finished [took 427.6653s]
+21/11/23 23:20:22| INFO gde finished [took 393.1416s]
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@@ -1,455 +0,0 @@
-06/11/23 05:14:48| INFO dataset rcv1_CCAT_9prevs
-06/11/23 05:14:53| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-06/11/23 05:15:55| INFO ref finished [took 48.0242s]
-06/11/23 05:16:01| INFO atc_mc finished [took 51.7851s]
-06/11/23 05:16:04| INFO mul_pacc finished [took 58.4704s]
-06/11/23 05:16:04| INFO mulne_sld finished [took 62.7354s]
-06/11/23 05:16:04| INFO mulmc_sld finished [took 66.2593s]
-06/11/23 05:16:14| INFO mul_sld finished [took 78.2483s]
-06/11/23 05:18:40| INFO bin_pacc finished [took 217.0012s]
-06/11/23 05:18:43| INFO bin_sld finished [took 227.8835s]
-06/11/23 05:18:43| INFO binne_sld finished [took 223.2764s]
-06/11/23 05:18:44| INFO binmc_sld finished [took 226.7324s]
-06/11/23 05:18:44| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 230.5906s]
-06/11/23 05:18:44| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-06/11/23 05:19:44| INFO ref finished [took 49.5147s]
-06/11/23 05:19:51| INFO atc_mc finished [took 54.8022s]
-06/11/23 05:19:53| INFO mul_pacc finished [took 60.3260s]
-06/11/23 05:19:55| INFO mulmc_sld finished [took 67.0280s]
-06/11/23 05:19:56| INFO mul_sld finished [took 70.4092s]
-06/11/23 05:19:58| INFO mulne_sld finished [took 67.3468s]
-06/11/23 05:22:30| INFO bin_sld finished [took 224.7344s]
-06/11/23 05:22:30| INFO bin_pacc finished [took 218.3044s]
-06/11/23 05:22:30| INFO binmc_sld finished [took 223.3607s]
-06/11/23 05:22:33| INFO binne_sld finished [took 223.6042s]
-06/11/23 05:22:33| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 229.0745s]
-06/11/23 05:22:33| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-06/11/23 05:23:32| INFO ref finished [took 48.1565s]
-06/11/23 05:23:37| INFO atc_mc finished [took 52.1124s]
-06/11/23 05:23:40| INFO mul_pacc finished [took 58.0112s]
-06/11/23 05:23:40| INFO mul_sld finished [took 65.2727s]
-06/11/23 05:23:42| INFO mulmc_sld finished [took 64.5943s]
-06/11/23 05:23:43| INFO mulne_sld finished [took 63.9053s]
-06/11/23 05:26:13| INFO bin_sld finished [took 218.6511s]
-06/11/23 05:26:16| INFO bin_pacc finished [took 215.1485s]
-06/11/23 05:26:17| INFO binne_sld finished [took 218.6855s]
-06/11/23 05:26:17| INFO binmc_sld finished [took 221.2605s]
-06/11/23 05:26:17| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 224.5608s]
-06/11/23 05:26:17| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-06/11/23 05:27:15| INFO ref finished [took 48.2181s]
-06/11/23 05:27:21| INFO atc_mc finished [took 52.3420s]
-06/11/23 05:27:23| INFO mul_pacc finished [took 57.1950s]
-06/11/23 05:27:24| INFO mul_sld finished [took 64.4722s]
-06/11/23 05:27:26| INFO mulmc_sld finished [took 64.1870s]
-06/11/23 05:27:27| INFO mulne_sld finished [took 63.7407s]
-06/11/23 05:29:52| INFO bin_sld finished [took 213.1913s]
-06/11/23 05:29:53| INFO bin_pacc finished [took 208.1322s]
-06/11/23 05:29:53| INFO binmc_sld finished [took 212.6473s]
-06/11/23 05:29:57| INFO binne_sld finished [took 214.5243s]
-06/11/23 05:29:57| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 219.5765s]
-06/11/23 05:29:57| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-06/11/23 05:30:55| INFO ref finished [took 47.7289s]
-06/11/23 05:31:01| INFO atc_mc finished [took 52.1531s]
-06/11/23 05:31:03| INFO mul_pacc finished [took 57.3804s]
-06/11/23 05:31:06| INFO mul_sld finished [took 66.9237s]
-06/11/23 05:31:06| INFO mulmc_sld finished [took 65.3230s]
-06/11/23 05:31:09| INFO mulne_sld finished [took 65.6645s]
-06/11/23 05:33:33| INFO bin_sld finished [took 214.3242s]
-06/11/23 05:33:34| INFO bin_pacc finished [took 209.3862s]
-06/11/23 05:33:35| INFO binmc_sld finished [took 214.4687s]
-06/11/23 05:33:37| INFO binne_sld finished [took 214.7267s]
-06/11/23 05:33:37| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 220.0212s]
-06/11/23 05:33:37| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-06/11/23 05:34:35| INFO ref finished [took 48.0021s]
-06/11/23 05:34:41| INFO atc_mc finished [took 52.2171s]
-06/11/23 05:34:43| INFO mul_pacc finished [took 57.2348s]
-06/11/23 05:34:46| INFO mul_sld finished [took 67.0899s]
-06/11/23 05:34:47| INFO mulmc_sld finished [took 66.1078s]
-06/11/23 05:34:49| INFO mulne_sld finished [took 66.0237s]
-06/11/23 05:37:13| INFO bin_sld finished [took 214.9942s]
-06/11/23 05:37:13| INFO binmc_sld finished [took 213.1574s]
-06/11/23 05:37:14| INFO bin_pacc finished [took 209.1347s]
-06/11/23 05:37:17| INFO binne_sld finished [took 214.9703s]
-06/11/23 05:37:17| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 220.1235s]
-06/11/23 05:37:17| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-06/11/23 05:38:15| INFO ref finished [took 47.8227s]
-06/11/23 05:38:20| INFO atc_mc finished [took 51.9364s]
-06/11/23 05:38:23| INFO mul_pacc finished [took 56.9053s]
-06/11/23 05:38:27| INFO mul_sld finished [took 67.4535s]
-06/11/23 05:38:27| INFO mulmc_sld finished [took 65.5956s]
-06/11/23 05:38:30| INFO mulne_sld finished [took 66.0476s]
-06/11/23 05:40:55| INFO bin_pacc finished [took 210.0633s]
-06/11/23 05:40:56| INFO binmc_sld finished [took 215.3452s]
-06/11/23 05:40:56| INFO bin_sld finished [took 217.8091s]
-06/11/23 05:40:59| INFO binne_sld finished [took 216.8970s]
-06/11/23 05:40:59| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 222.2971s]
-06/11/23 05:40:59| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-06/11/23 05:41:57| INFO ref finished [took 47.6970s]
-06/11/23 05:42:03| INFO atc_mc finished [took 52.0893s]
-06/11/23 05:42:05| INFO mul_pacc finished [took 56.6428s]
-06/11/23 05:42:09| INFO mul_sld finished [took 66.8810s]
-06/11/23 05:42:09| INFO mulmc_sld finished [took 65.8427s]
-06/11/23 05:42:11| INFO mulne_sld finished [took 64.8594s]
-06/11/23 05:44:36| INFO bin_pacc finished [took 208.7884s]
-06/11/23 05:44:38| INFO bin_sld finished [took 216.6052s]
-06/11/23 05:44:38| INFO binmc_sld finished [took 215.5486s]
-06/11/23 05:44:43| INFO binne_sld finished [took 217.9926s]
-06/11/23 05:44:43| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 223.2270s]
-06/11/23 05:44:43| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-06/11/23 05:45:40| INFO ref finished [took 48.0710s]
-06/11/23 05:45:46| INFO atc_mc finished [took 52.0992s]
-06/11/23 05:45:48| INFO mul_pacc finished [took 56.6568s]
-06/11/23 05:45:49| INFO mulmc_sld finished [took 61.7314s]
-06/11/23 05:45:52| INFO mulne_sld finished [took 62.7505s]
-06/11/23 05:45:59| INFO mul_sld finished [took 73.7681s]
-06/11/23 05:48:18| INFO bin_pacc finished [took 208.2267s]
-06/11/23 05:48:23| INFO bin_sld finished [took 218.9333s]
-06/11/23 05:48:24| INFO binmc_sld finished [took 218.0032s]
-06/11/23 05:48:27| INFO binne_sld finished [took 219.2450s]
-06/11/23 05:48:27| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 224.3446s]
-----------------------------------------------------------------------------------------------------
-06/11/23 11:53:50| INFO dataset rcv1_CCAT_9prevs
-06/11/23 11:53:56| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-06/11/23 11:56:45| INFO doc_feat finished [took 83.7957s]
-06/11/23 11:56:58| INFO mulne_pacc finished [took 146.6577s]
-06/11/23 11:57:03| INFO ref finished [took 120.2665s]
-06/11/23 11:57:05| INFO mul_pacc finished [took 169.5909s]
-06/11/23 11:57:07| WARNING Method bin_sld_gsq failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-06/11/23 11:57:08| INFO kfcv finished [took 130.0948s]
-06/11/23 11:57:13| INFO mulmc_pacc finished [took 173.0431s]
-06/11/23 11:57:16| INFO atc_mc finished [took 125.2363s]
-06/11/23 11:57:17| INFO mul_sld finished [took 199.1179s]
-06/11/23 11:57:18| INFO mul_cc finished [took 148.2203s]
-06/11/23 11:57:20| INFO atc_ne finished [took 121.9570s]
-06/11/23 11:57:39| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.00899) [took 176.8809s]
-06/11/23 11:58:48| INFO mul_pacc_gs finished [took 245.7641s]
-06/11/23 12:00:56| INFO bin_pacc finished [took 409.8967s]
-06/11/23 12:01:03| INFO bin_sld finished [took 426.0031s]
-06/11/23 12:01:09| INFO binmc_pacc finished [took 412.9057s]
-06/11/23 12:01:13| INFO bin_cc finished [took 389.4719s]
-06/11/23 12:01:14| INFO binne_pacc finished [took 411.1276s]
-06/11/23 12:02:20| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 12:03:18| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00719) [took 523.4665s]
-06/11/23 12:04:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00644) [took 643.3372s]
-06/11/23 12:05:27| INFO mul_sld_gs finished [took 686.5912s]
-06/11/23 12:06:25| INFO bin_pacc_gs finished [took 710.5248s]
-06/11/23 12:08:52| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00589) [took 892.3454s]
-06/11/23 12:11:50| INFO bin_sld_gs finished [took 1070.2847s]
-06/11/23 12:11:50| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 1073.7689s]
-06/11/23 12:11:50| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-06/11/23 12:14:15| INFO doc_feat finished [took 80.2198s]
-06/11/23 12:14:27| INFO ref finished [took 106.1446s]
-06/11/23 12:14:36| INFO mul_pacc finished [took 155.8715s]
-06/11/23 12:14:37| INFO mul_sld finished [took 162.7857s]
-06/11/23 12:14:47| INFO kfcv finished [took 132.1178s]
-06/11/23 12:14:55| INFO atc_mc finished [took 127.9109s]
-06/11/23 12:14:57| INFO atc_ne finished [took 121.6128s]
-06/11/23 12:14:58| INFO mulmc_pacc finished [took 173.9023s]
-06/11/23 12:14:58| INFO mulne_pacc finished [took 167.2920s]
-06/11/23 12:14:59| INFO mul_cc finished [took 147.7428s]
-06/11/23 12:15:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'confidence': 'entropy'} (score=0.00931) [took 186.6087s]
-06/11/23 12:16:44| INFO mul_pacc_gs finished [took 261.9352s]
-06/11/23 12:18:49| INFO binmc_pacc finished [took 407.0394s]
-06/11/23 12:18:50| INFO bin_pacc finished [took 410.4620s]
-06/11/23 12:18:55| INFO bin_sld finished [took 422.8949s]
-06/11/23 12:19:01| INFO binne_pacc finished [took 410.3575s]
-06/11/23 12:19:03| INFO bin_cc finished [took 396.9482s]
-06/11/23 12:20:14| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 12:20:41| INFO bin_sld_gsq finished [took 524.4318s]
-06/11/23 12:21:23| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00784) [took 546.2730s]
-06/11/23 12:22:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.01221) [took 640.2364s]
-06/11/23 12:23:20| INFO mul_sld_gs finished [took 683.6191s]
-06/11/23 12:24:29| INFO bin_pacc_gs finished [took 732.6258s]
-06/11/23 12:27:43| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00768) [took 948.8111s]
-06/11/23 12:30:43| INFO bin_sld_gs finished [took 1128.0644s]
-06/11/23 12:30:43| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 1132.7995s]
-06/11/23 12:30:43| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-06/11/23 12:33:12| INFO mul_sld finished [took 146.3214s]
-06/11/23 12:33:24| INFO mul_cc finished [took 118.2992s]
-06/11/23 12:33:26| INFO doc_feat finished [took 96.3414s]
-06/11/23 12:33:36| INFO atc_ne finished [took 108.2657s]
-06/11/23 12:33:37| INFO mulne_pacc finished [took 155.4759s]
-06/11/23 12:33:39| INFO atc_mc finished [took 119.0950s]
-06/11/23 12:33:39| INFO mul_pacc finished [took 166.1039s]
-06/11/23 12:33:40| INFO ref finished [took 122.3921s]
-06/11/23 12:33:40| INFO mulmc_pacc finished [took 164.5722s]
-06/11/23 12:33:43| INFO kfcv finished [took 131.6124s]
-06/11/23 12:34:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'confidence': 'max_conf'} (score=0.00857) [took 188.0301s]
-06/11/23 12:35:45| INFO mul_pacc_gs finished [took 269.4655s]
-06/11/23 12:37:47| INFO binne_pacc finished [took 409.7038s]
-06/11/23 12:37:47| INFO bin_sld finished [took 421.4590s]
-06/11/23 12:37:55| INFO bin_pacc finished [took 423.8805s]
-06/11/23 12:37:57| INFO binmc_pacc finished [took 422.8180s]
-06/11/23 12:38:01| INFO bin_cc finished [took 400.2199s]
-06/11/23 12:39:14| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 12:39:41| INFO bin_sld_gsq finished [took 531.7360s]
-06/11/23 12:40:17| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.00762) [took 549.6726s]
-06/11/23 12:41:35| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00872) [took 646.0507s]
-06/11/23 12:42:19| INFO mul_sld_gs finished [took 690.7431s]
-06/11/23 12:43:25| INFO bin_pacc_gs finished [took 737.2287s]
-06/11/23 12:47:07| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00782) [took 979.3211s]
-06/11/23 12:50:07| INFO bin_sld_gs finished [took 1159.4207s]
-06/11/23 12:50:07| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 1163.9370s]
-06/11/23 12:50:07| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-06/11/23 12:52:34| INFO doc_feat finished [took 79.3857s]
-06/11/23 12:52:39| INFO mul_pacc finished [took 143.2358s]
-06/11/23 12:52:49| INFO mul_sld finished [took 159.6160s]
-06/11/23 12:52:58| INFO kfcv finished [took 121.1756s]
-06/11/23 12:53:07| INFO mulmc_pacc finished [took 167.6154s]
-06/11/23 12:53:09| INFO atc_ne finished [took 115.9704s]
-06/11/23 12:53:11| INFO ref finished [took 127.9906s]
-06/11/23 12:53:17| INFO atc_mc finished [took 129.9605s]
-06/11/23 12:53:19| INFO mulne_pacc finished [took 166.1444s]
-06/11/23 12:53:21| INFO mul_cc finished [took 152.0451s]
-06/11/23 12:53:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.00832) [took 183.1015s]
-06/11/23 12:55:03| INFO mul_pacc_gs finished [took 261.6088s]
-06/11/23 12:57:20| INFO binmc_pacc finished [took 422.6680s]
-06/11/23 12:57:23| INFO bin_sld finished [took 434.1109s]
-06/11/23 12:57:26| INFO bin_pacc finished [took 431.1893s]
-06/11/23 12:57:28| INFO binne_pacc finished [took 427.7980s]
-06/11/23 12:57:29| INFO bin_cc finished [took 402.6463s]
-06/11/23 12:58:43| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 12:59:20| INFO bin_sld_gsq finished [took 546.8013s]
-06/11/23 12:59:48| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'confidence': 'entropy'} (score=0.00858) [took 550.8127s]
-06/11/23 13:01:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.01037) [took 652.8483s]
-06/11/23 13:01:47| INFO mul_sld_gs finished [took 695.7927s]
-06/11/23 13:02:56| INFO bin_pacc_gs finished [took 739.4380s]
-06/11/23 13:06:49| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.01112) [took 999.0699s]
-06/11/23 13:09:50| INFO bin_sld_gs finished [took 1179.8181s]
-06/11/23 13:09:50| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 1183.4124s]
-06/11/23 13:09:50| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-06/11/23 13:12:34| INFO doc_feat finished [took 88.8963s]
-06/11/23 13:12:43| INFO mul_sld finished [took 169.3932s]
-06/11/23 13:12:47| INFO mul_pacc finished [took 166.5633s]
-06/11/23 13:12:50| INFO kfcv finished [took 134.2527s]
-06/11/23 13:12:58| INFO ref finished [took 128.7367s]
-06/11/23 13:12:59| INFO mulne_pacc finished [took 161.0902s]
-06/11/23 13:13:00| INFO mulmc_pacc finished [took 176.8006s]
-06/11/23 13:13:01| INFO atc_mc finished [took 129.5173s]
-06/11/23 13:13:06| INFO atc_ne finished [took 122.8886s]
-06/11/23 13:13:16| INFO mul_cc finished [took 152.5218s]
-06/11/23 13:13:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'confidence': 'entropy'} (score=0.00774) [took 183.0928s]
-06/11/23 13:14:57| INFO mul_pacc_gs finished [took 266.4369s]
-06/11/23 13:17:06| INFO bin_pacc finished [took 427.3693s]
-06/11/23 13:17:08| INFO binmc_pacc finished [took 426.6359s]
-06/11/23 13:17:14| INFO bin_sld finished [took 441.7834s]
-06/11/23 13:17:20| INFO binne_pacc finished [took 435.6569s]
-06/11/23 13:17:22| INFO bin_cc finished [took 412.7263s]
-06/11/23 13:18:20| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 13:19:06| INFO bin_sld_gsq finished [took 549.0379s]
-06/11/23 13:19:27| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'confidence': 'max_conf'} (score=0.00709) [took 545.0306s]
-06/11/23 13:20:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00572) [took 645.5669s]
-06/11/23 13:21:25| INFO mul_sld_gs finished [took 689.4814s]
-06/11/23 13:22:32| INFO bin_pacc_gs finished [took 730.0602s]
-06/11/23 13:26:21| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00653) [took 985.8522s]
-06/11/23 13:29:21| INFO bin_sld_gs finished [took 1166.4200s]
-06/11/23 13:29:21| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 1170.8744s]
-06/11/23 13:29:21| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-06/11/23 13:31:52| INFO doc_feat finished [took 80.3058s]
-06/11/23 13:32:00| INFO mul_sld finished [took 153.1261s]
-06/11/23 13:32:00| INFO mul_pacc finished [took 148.0156s]
-06/11/23 13:32:13| INFO kfcv finished [took 122.2270s]
-06/11/23 13:32:13| INFO mulne_pacc finished [took 145.0130s]
-06/11/23 13:32:22| INFO ref finished [took 122.3525s]
-06/11/23 13:32:23| INFO atc_mc finished [took 120.2587s]
-06/11/23 13:32:23| INFO atc_ne finished [took 113.5667s]
-06/11/23 13:32:23| INFO mulmc_pacc finished [took 167.7106s]
-06/11/23 13:32:36| INFO mul_cc finished [took 143.6517s]
-06/11/23 13:33:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00802) [took 182.2049s]
-06/11/23 13:34:23| INFO mul_pacc_gs finished [took 261.0038s]
-06/11/23 13:36:19| INFO binmc_pacc finished [took 405.9199s]
-06/11/23 13:36:31| INFO bin_sld finished [took 426.3780s]
-06/11/23 13:36:32| INFO bin_pacc finished [took 420.2833s]
-06/11/23 13:36:34| INFO binne_pacc finished [took 417.2048s]
-06/11/23 13:36:42| INFO bin_cc finished [took 394.3524s]
-06/11/23 13:37:45| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 13:38:18| INFO bin_sld_gsq finished [took 528.6956s]
-06/11/23 13:38:52| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00707) [took 544.2769s]
-06/11/23 13:39:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00637) [took 628.0656s]
-06/11/23 13:40:41| INFO mul_sld_gs finished [took 673.3968s]
-06/11/23 13:41:58| INFO bin_pacc_gs finished [took 730.5371s]
-06/11/23 13:45:27| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00544) [took 960.1061s]
-06/11/23 13:48:28| INFO bin_sld_gs finished [took 1140.6073s]
-06/11/23 13:48:28| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 1146.6395s]
-06/11/23 13:48:28| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-06/11/23 13:50:49| INFO mul_pacc finished [took 130.9408s]
-06/11/23 13:51:02| INFO doc_feat finished [took 86.2411s]
-06/11/23 13:51:07| INFO mul_sld finished [took 155.4513s]
-06/11/23 13:51:15| INFO atc_ne finished [took 101.0761s]
-06/11/23 13:51:20| INFO ref finished [took 121.3689s]
-06/11/23 13:51:20| INFO atc_mc finished [took 106.6415s]
-06/11/23 13:51:22| INFO mulmc_pacc finished [took 160.4221s]
-06/11/23 13:51:22| INFO mulne_pacc finished [took 150.1203s]
-06/11/23 13:51:25| INFO kfcv finished [took 127.5280s]
-06/11/23 13:51:35| INFO mul_cc finished [took 145.4437s]
-06/11/23 13:52:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.00886) [took 182.0543s]
-06/11/23 13:53:23| INFO mul_pacc_gs finished [took 262.2496s]
-06/11/23 13:55:28| INFO bin_sld finished [took 417.7315s]
-06/11/23 13:55:30| INFO binmc_pacc finished [took 410.0114s]
-06/11/23 13:55:30| INFO bin_pacc finished [took 413.5912s]
-06/11/23 13:55:35| INFO binne_pacc finished [took 411.8241s]
-06/11/23 13:55:42| INFO bin_cc finished [took 396.5011s]
-06/11/23 13:56:50| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 13:57:22| INFO bin_sld_gsq finished [took 527.2507s]
-06/11/23 13:58:03| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.00910) [took 547.7641s]
-06/11/23 13:59:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00765) [took 634.8469s]
-06/11/23 13:59:54| INFO mul_sld_gs finished [took 680.2027s]
-06/11/23 14:01:07| INFO bin_pacc_gs finished [took 731.8655s]
-06/11/23 14:04:33| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.01235) [took 960.6861s]
-06/11/23 14:07:34| INFO bin_sld_gs finished [took 1141.7199s]
-06/11/23 14:07:34| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 1146.2680s]
-06/11/23 14:07:34| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-06/11/23 14:10:08| INFO mulmc_pacc finished [took 141.2266s]
-06/11/23 14:10:19| INFO atc_ne finished [took 101.4512s]
-06/11/23 14:10:20| INFO mul_sld finished [took 162.5808s]
-06/11/23 14:10:23| INFO mul_pacc finished [took 158.9068s]
-06/11/23 14:10:30| INFO kfcv finished [took 123.4790s]
-06/11/23 14:10:33| INFO mulne_pacc finished [took 158.4983s]
-06/11/23 14:10:33| INFO doc_feat finished [took 111.7987s]
-06/11/23 14:10:35| INFO ref finished [took 124.4184s]
-06/11/23 14:10:40| INFO atc_mc finished [took 126.3543s]
-06/11/23 14:10:40| INFO mul_cc finished [took 139.5958s]
-06/11/23 14:11:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'confidence': 'entropy'} (score=0.01309) [took 184.0645s]
-06/11/23 14:12:44| INFO mul_pacc_gs finished [took 272.5404s]
-06/11/23 14:14:32| INFO binmc_pacc finished [took 406.3609s]
-06/11/23 14:14:38| INFO bin_pacc finished [took 414.8972s]
-06/11/23 14:14:43| INFO binne_pacc finished [took 414.4123s]
-06/11/23 14:14:51| INFO bin_cc finished [took 395.5254s]
-06/11/23 14:14:55| INFO bin_sld finished [took 437.7681s]
-06/11/23 14:15:58| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 14:16:33| INFO bin_sld_gsq finished [took 532.4040s]
-06/11/23 14:16:57| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'confidence': None} (score=0.00812) [took 536.4746s]
-06/11/23 14:18:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.01306) [took 636.4067s]
-06/11/23 14:19:00| INFO mul_sld_gs finished [took 680.2467s]
-06/11/23 14:20:01| INFO bin_pacc_gs finished [took 720.9205s]
-06/11/23 14:23:33| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00894) [took 954.4487s]
-06/11/23 14:26:41| INFO bin_sld_gs finished [took 1142.3328s]
-06/11/23 14:26:41| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 1146.7713s]
-06/11/23 14:26:41| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-06/11/23 14:29:04| INFO mul_pacc finished [took 133.1736s]
-06/11/23 14:29:07| INFO ref finished [took 87.1594s]
-06/11/23 14:29:16| INFO doc_feat finished [took 83.8190s]
-06/11/23 14:29:21| INFO mulmc_pacc finished [took 147.5202s]
-06/11/23 14:29:22| INFO atc_mc finished [took 99.1039s]
-06/11/23 14:29:23| INFO kfcv finished [took 109.5348s]
-06/11/23 14:29:27| INFO mulne_pacc finished [took 148.1672s]
-06/11/23 14:29:33| INFO atc_ne finished [took 101.4673s]
-06/11/23 14:29:36| INFO mul_cc finished [took 126.0447s]
-06/11/23 14:29:42| INFO mul_sld finished [took 177.5880s]
-06/11/23 14:30:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.01497) [took 175.1432s]
-06/11/23 14:31:33| INFO mul_pacc_gs finished [took 252.3399s]
-06/11/23 14:33:34| INFO binmc_pacc finished [took 401.7891s]
-06/11/23 14:33:35| INFO binne_pacc finished [took 400.4138s]
-06/11/23 14:33:36| INFO bin_pacc finished [took 406.7598s]
-06/11/23 14:33:48| INFO bin_cc finished [took 378.7595s]
-06/11/23 14:33:48| INFO bin_sld finished [took 423.7366s]
-06/11/23 14:34:47| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
-06/11/23 14:35:26| INFO bin_sld_gsq finished [took 518.8996s]
-06/11/23 14:36:13| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.00880) [took 539.3992s]
-06/11/23 14:37:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00808) [took 622.0419s]
-06/11/23 14:37:53| INFO mul_sld_gs finished [took 666.0058s]
-06/11/23 14:39:16| INFO bin_pacc_gs finished [took 722.5231s]
-06/11/23 14:42:15| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00604) [took 929.3464s]
-06/11/23 14:45:14| INFO bin_sld_gs finished [took 1108.7356s]
-06/11/23 14:45:14| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 1113.2364s]
-----------------------------------------------------------------------------------------------------
-07/11/23 01:05:25| INFO dataset rcv1_CCAT_9prevs
-07/11/23 01:05:30| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
-07/11/23 01:06:23| INFO ref finished [took 48.3560s]
-07/11/23 01:06:29| INFO atc_mc finished [took 52.9929s]
-07/11/23 01:06:30| INFO atc_ne finished [took 53.3908s]
-07/11/23 01:07:06| WARNING Method bin_sld_gsq failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
-07/11/23 01:11:38| INFO mul_sld_gsq finished [took 364.0698s]
-07/11/23 01:13:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00644) [took 499.4945s]
-07/11/23 01:14:34| INFO mul_sld_gs finished [took 542.6047s]
-07/11/23 01:18:02| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00589) [took 750.8663s]
-07/11/23 01:21:01| INFO bin_sld_gs finished [took 930.1356s]
-07/11/23 01:21:01| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 931.4321s]
-07/11/23 01:21:01| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
-07/11/23 01:22:02| INFO ref finished [took 55.2212s]
-07/11/23 01:22:07| INFO atc_mc finished [took 59.3890s]
-07/11/23 01:22:09| INFO atc_ne finished [took 59.7388s]
-07/11/23 01:27:21| INFO mul_sld_gsq finished [took 375.2352s]
-07/11/23 01:27:24| INFO bin_sld_gsq finished [took 379.6159s]
-07/11/23 01:29:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.01221) [took 502.0302s]
-07/11/23 01:30:08| INFO mul_sld_gs finished [took 545.0285s]
-07/11/23 01:34:25| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00768) [took 802.3620s]
-07/11/23 01:37:25| INFO bin_sld_gs finished [took 982.3260s]
-07/11/23 01:37:25| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 983.7236s]
-07/11/23 01:37:25| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
-07/11/23 01:38:20| INFO ref finished [took 49.9803s]
-07/11/23 01:38:25| INFO atc_mc finished [took 53.3765s]
-07/11/23 01:38:26| INFO atc_ne finished [took 53.8925s]
-07/11/23 01:43:41| INFO mul_sld_gsq finished [took 372.2608s]
-07/11/23 01:43:45| INFO bin_sld_gsq finished [took 377.3380s]
-07/11/23 01:45:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00872) [took 497.5768s]
-07/11/23 01:46:28| INFO mul_sld_gs finished [took 540.8267s]
-07/11/23 01:51:09| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00782) [took 822.2849s]
-07/11/23 01:54:10| INFO bin_sld_gs finished [took 1003.7804s]
-07/11/23 01:54:10| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 1005.2506s]
-07/11/23 01:54:10| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
-07/11/23 01:55:05| INFO ref finished [took 49.8884s]
-07/11/23 01:55:09| INFO atc_mc finished [took 53.3594s]
-07/11/23 01:55:10| INFO atc_ne finished [took 53.5162s]
-07/11/23 02:00:25| INFO mul_sld_gsq finished [took 371.4460s]
-07/11/23 02:00:41| INFO bin_sld_gsq finished [took 387.6183s]
-07/11/23 02:02:30| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.01037) [took 498.0096s]
-07/11/23 02:03:11| INFO mul_sld_gs finished [took 539.1531s]
-07/11/23 02:07:53| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.01112) [took 821.8730s]
-07/11/23 02:10:52| INFO bin_sld_gs finished [took 1001.0803s]
-07/11/23 02:10:52| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 1002.3085s]
-07/11/23 02:10:52| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
-07/11/23 02:11:44| INFO ref finished [took 47.2218s]
-07/11/23 02:11:48| INFO atc_mc finished [took 49.6349s]
-07/11/23 02:11:50| INFO atc_ne finished [took 50.9082s]
-07/11/23 02:16:51| INFO mul_sld_gsq finished [took 354.3706s]
-07/11/23 02:17:11| INFO bin_sld_gsq finished [took 376.0124s]
-07/11/23 02:18:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00572) [took 476.0587s]
-07/11/23 02:19:33| INFO mul_sld_gs finished [took 518.5692s]
-07/11/23 02:24:17| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00653) [took 803.4978s]
-07/11/23 02:27:16| INFO bin_sld_gs finished [took 982.4395s]
-07/11/23 02:27:16| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 983.7838s]
-07/11/23 02:27:16| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
-07/11/23 02:28:08| INFO ref finished [took 46.6191s]
-07/11/23 02:28:13| INFO atc_mc finished [took 50.3543s]
-07/11/23 02:28:15| INFO atc_ne finished [took 51.6601s]
-07/11/23 02:33:15| INFO mul_sld_gsq finished [took 354.6014s]
-07/11/23 02:33:34| INFO bin_sld_gsq finished [took 374.7872s]
-07/11/23 02:35:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00637) [took 475.9302s]
-07/11/23 02:35:57| INFO mul_sld_gs finished [took 518.5425s]
-07/11/23 02:40:20| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00544) [took 782.7268s]
-07/11/23 02:43:18| INFO bin_sld_gs finished [took 960.6334s]
-07/11/23 02:43:18| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 961.9030s]
-07/11/23 02:43:18| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
-07/11/23 02:44:10| INFO ref finished [took 47.1234s]
-07/11/23 02:44:14| INFO atc_mc finished [took 49.9871s]
-07/11/23 02:44:16| INFO atc_ne finished [took 50.9160s]
-07/11/23 02:49:19| INFO mul_sld_gsq finished [took 357.0613s]
-07/11/23 02:49:30| INFO bin_sld_gsq finished [took 368.8000s]
-07/11/23 02:51:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00765) [took 475.7332s]
-07/11/23 02:51:59| INFO mul_sld_gs finished [took 518.6671s]
-07/11/23 02:56:28| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.01235) [took 788.7117s]
-07/11/23 02:59:28| INFO bin_sld_gs finished [took 968.7653s]
-07/11/23 02:59:28| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 970.1516s]
-07/11/23 02:59:28| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
-07/11/23 03:00:20| INFO ref finished [took 46.9898s]
-07/11/23 03:00:24| INFO atc_mc finished [took 49.8768s]
-07/11/23 03:00:25| INFO atc_ne finished [took 49.6324s]
-07/11/23 03:05:23| INFO mul_sld_gsq finished [took 350.7932s]
-07/11/23 03:05:32| INFO bin_sld_gsq finished [took 360.8665s]
-07/11/23 03:07:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.01306) [took 474.6581s]
-07/11/23 03:08:07| INFO mul_sld_gs finished [took 516.4890s]
-07/11/23 03:12:24| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00894) [took 774.9140s]
-07/11/23 03:15:29| INFO bin_sld_gs finished [took 959.3579s]
-07/11/23 03:15:29| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 960.6992s]
-07/11/23 03:15:29| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
-07/11/23 03:16:21| INFO ref finished [took 47.3281s]
-07/11/23 03:16:25| INFO atc_mc finished [took 49.8016s]
-07/11/23 03:16:28| INFO atc_ne finished [took 51.2288s]
-07/11/23 03:21:16| INFO mul_sld_gsq finished [took 343.2861s]
-07/11/23 03:21:22| INFO bin_sld_gsq finished [took 349.6065s]
-07/11/23 03:23:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00808) [took 468.7910s]
-07/11/23 03:24:01| INFO mul_sld_gs finished [took 509.9001s]
-07/11/23 03:28:03| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00604) [took 752.8185s]
-07/11/23 03:31:01| INFO bin_sld_gs finished [took 930.3934s]
-07/11/23 03:31:01| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 931.7055s]
diff --git a/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_cc_vs_other_acc.md b/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_cc_vs_other_acc.md
deleted file mode 100644
index 0d1939e..0000000
--- a/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_cc_vs_other_acc.md
+++ /dev/null
@@ -1,2535 +0,0 @@
-# rcv1_CCAT_9prevs
-
-## 10% positives
-> train: [0.90003338 0.09996662]
-> validation: [0.90003338 0.09996662]
-> bin_sld: 426.003s
-> mul_sld: 199.118s
-> bin_sld_gs: 1070.285s
-> mul_sld_gs: 686.591s
-> bin_pacc: 409.897s
-> mul_pacc: 169.591s
-> binmc_pacc: 412.906s
-> mulmc_pacc: 173.043s
-> binne_pacc: 411.128s
-> mulne_pacc: 146.658s
-> bin_pacc_gs: 710.525s
-> mul_pacc_gs: 245.764s
-> bin_cc: 389.472s
-> mul_cc: 148.220s
-> kfcv: 130.095s
-> ref: 120.267s
-> atc_mc: 125.236s
-> atc_ne: 121.957s
-> doc_feat: 83.796s
-> tot: 1073.769s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- bin_cc |
- mul_cc |
-
-
-
-
- | 0.0 |
- 0.0005 |
- 0.0004 |
- 0.0018 |
- 0.0025 |
- 0.0048 |
- 0.0043 |
-
-
- | 0.05 |
- 0.0093 |
- 0.0161 |
- 0.0057 |
- 0.0066 |
- 0.0139 |
- 0.0124 |
-
-
- | 0.1 |
- 0.0138 |
- 0.0188 |
- 0.0089 |
- 0.0086 |
- 0.0324 |
- 0.0281 |
-
-
- | 0.15 |
- 0.0157 |
- 0.0165 |
- 0.0114 |
- 0.0103 |
- 0.0503 |
- 0.0440 |
-
-
- | 0.2 |
- 0.0169 |
- 0.0147 |
- 0.0146 |
- 0.0139 |
- 0.0681 |
- 0.0595 |
-
-
- | 0.25 |
- 0.0150 |
- 0.0117 |
- 0.0189 |
- 0.0176 |
- 0.0859 |
- 0.0747 |
-
-
- | 0.3 |
- 0.0179 |
- 0.0105 |
- 0.0222 |
- 0.0212 |
- 0.1056 |
- 0.0930 |
-
-
- | 0.35 |
- 0.0185 |
- 0.0122 |
- 0.0294 |
- 0.0267 |
- 0.1258 |
- 0.1107 |
-
-
- | 0.4 |
- 0.0242 |
- 0.0210 |
- 0.0321 |
- 0.0289 |
- 0.1434 |
- 0.1263 |
-
-
- | 0.45 |
- 0.0320 |
- 0.0373 |
- 0.0337 |
- 0.0328 |
- 0.1606 |
- 0.1417 |
-
-
- | 0.5 |
- 0.0416 |
- 0.0528 |
- 0.0382 |
- 0.0362 |
- 0.1800 |
- 0.1580 |
-
-
- | 0.55 |
- 0.0461 |
- 0.0735 |
- 0.0420 |
- 0.0397 |
- 0.1981 |
- 0.1761 |
-
-
- | 0.6 |
- 0.0591 |
- 0.0915 |
- 0.0426 |
- 0.0393 |
- 0.2140 |
- 0.1866 |
-
-
- | 0.65 |
- 0.0682 |
- 0.1168 |
- 0.0505 |
- 0.0469 |
- 0.2347 |
- 0.2058 |
-
-
- | 0.7 |
- 0.0719 |
- 0.1307 |
- 0.0538 |
- 0.0510 |
- 0.2529 |
- 0.2213 |
-
-
- | 0.75 |
- 0.0814 |
- 0.1495 |
- 0.0575 |
- 0.0550 |
- 0.2718 |
- 0.2386 |
-
-
- | 0.8 |
- 0.0889 |
- 0.1673 |
- 0.0581 |
- 0.0574 |
- 0.2891 |
- 0.2537 |
-
-
- | 0.85 |
- 0.0961 |
- 0.1749 |
- 0.0641 |
- 0.0635 |
- 0.3072 |
- 0.2700 |
-
-
- | 0.9 |
- 0.0951 |
- 0.1319 |
- 0.0694 |
- 0.0685 |
- 0.3255 |
- 0.2853 |
-
-
- | 0.95 |
- 0.0596 |
- 0.0732 |
- 0.0705 |
- 0.0685 |
- 0.3419 |
- 0.2993 |
-
-
- | 1.0 |
- 0.0086 |
- 0.0139 |
- 0.0774 |
- 0.0751 |
- 0.3632 |
- 0.3190 |
-
-
- | avg |
- 0.0419 |
- 0.0636 |
- 0.0382 |
- 0.0367 |
- 0.1795 |
- 0.1575 |
-
-
-
-
-
-
-
-
-
-
-## 20% positives
-> train: [0.79989987 0.20010013]
-> validation: [0.80006676 0.19993324]
-> bin_sld: 422.895s
-> mul_sld: 162.786s
-> bin_sld_gs: 1128.064s
-> mul_sld_gs: 683.619s
-> bin_sld_gsq: 524.432s
-> bin_pacc: 410.462s
-> mul_pacc: 155.872s
-> binmc_pacc: 407.039s
-> mulmc_pacc: 173.902s
-> binne_pacc: 410.358s
-> mulne_pacc: 167.292s
-> bin_pacc_gs: 732.626s
-> mul_pacc_gs: 261.935s
-> bin_cc: 396.948s
-> mul_cc: 147.743s
-> kfcv: 132.118s
-> ref: 106.145s
-> atc_mc: 127.911s
-> atc_ne: 121.613s
-> doc_feat: 80.220s
-> tot: 1132.799s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- bin_cc |
- mul_cc |
-
-
-
-
- | 0.0 |
- 0.0014 |
- 0.0019 |
- 0.0061 |
- 0.0084 |
- 0.0106 |
- 0.0079 |
-
-
- | 0.05 |
- 0.0083 |
- 0.0093 |
- 0.0069 |
- 0.0088 |
- 0.0038 |
- 0.0044 |
-
-
- | 0.1 |
- 0.0094 |
- 0.0120 |
- 0.0068 |
- 0.0099 |
- 0.0111 |
- 0.0149 |
-
-
- | 0.15 |
- 0.0103 |
- 0.0123 |
- 0.0073 |
- 0.0098 |
- 0.0209 |
- 0.0252 |
-
-
- | 0.2 |
- 0.0107 |
- 0.0143 |
- 0.0085 |
- 0.0106 |
- 0.0314 |
- 0.0372 |
-
-
- | 0.25 |
- 0.0098 |
- 0.0143 |
- 0.0083 |
- 0.0103 |
- 0.0419 |
- 0.0480 |
-
-
- | 0.3 |
- 0.0099 |
- 0.0128 |
- 0.0092 |
- 0.0111 |
- 0.0530 |
- 0.0605 |
-
-
- | 0.35 |
- 0.0084 |
- 0.0106 |
- 0.0091 |
- 0.0095 |
- 0.0645 |
- 0.0723 |
-
-
- | 0.4 |
- 0.0097 |
- 0.0115 |
- 0.0119 |
- 0.0115 |
- 0.0756 |
- 0.0842 |
-
-
- | 0.45 |
- 0.0099 |
- 0.0122 |
- 0.0136 |
- 0.0123 |
- 0.0852 |
- 0.0944 |
-
-
- | 0.5 |
- 0.0113 |
- 0.0133 |
- 0.0135 |
- 0.0132 |
- 0.0946 |
- 0.1044 |
-
-
- | 0.55 |
- 0.0120 |
- 0.0143 |
- 0.0152 |
- 0.0126 |
- 0.1055 |
- 0.1162 |
-
-
- | 0.6 |
- 0.0160 |
- 0.0175 |
- 0.0151 |
- 0.0139 |
- 0.1139 |
- 0.1263 |
-
-
- | 0.65 |
- 0.0171 |
- 0.0215 |
- 0.0188 |
- 0.0152 |
- 0.1276 |
- 0.1395 |
-
-
- | 0.7 |
- 0.0197 |
- 0.0236 |
- 0.0205 |
- 0.0137 |
- 0.1383 |
- 0.1518 |
-
-
- | 0.75 |
- 0.0229 |
- 0.0282 |
- 0.0224 |
- 0.0146 |
- 0.1490 |
- 0.1628 |
-
-
- | 0.8 |
- 0.0277 |
- 0.0350 |
- 0.0217 |
- 0.0150 |
- 0.1568 |
- 0.1711 |
-
-
- | 0.85 |
- 0.0310 |
- 0.0401 |
- 0.0241 |
- 0.0143 |
- 0.1685 |
- 0.1839 |
-
-
- | 0.9 |
- 0.0343 |
- 0.0437 |
- 0.0250 |
- 0.0160 |
- 0.1782 |
- 0.1954 |
-
-
- | 0.95 |
- 0.0349 |
- 0.0465 |
- 0.0249 |
- 0.0162 |
- 0.1871 |
- 0.2033 |
-
-
- | 1.0 |
- 0.0013 |
- 0.0215 |
- 0.0298 |
- 0.0167 |
- 0.2000 |
- 0.2177 |
-
-
- | avg |
- 0.0150 |
- 0.0198 |
- 0.0152 |
- 0.0126 |
- 0.0961 |
- 0.1058 |
-
-
-
-
-
-
-
-
-
-
-## 30% positives
-> train: [0.69993324 0.30006676]
-> validation: [0.70010013 0.29989987]
-> bin_sld: 421.459s
-> mul_sld: 146.321s
-> bin_sld_gs: 1159.421s
-> mul_sld_gs: 690.743s
-> bin_sld_gsq: 531.736s
-> bin_pacc: 423.881s
-> mul_pacc: 166.104s
-> binmc_pacc: 422.818s
-> mulmc_pacc: 164.572s
-> binne_pacc: 409.704s
-> mulne_pacc: 155.476s
-> bin_pacc_gs: 737.229s
-> mul_pacc_gs: 269.465s
-> bin_cc: 400.220s
-> mul_cc: 118.299s
-> kfcv: 131.612s
-> ref: 122.392s
-> atc_mc: 119.095s
-> atc_ne: 108.266s
-> doc_feat: 96.341s
-> tot: 1163.937s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- bin_cc |
- mul_cc |
-
-
-
-
- | 0.0 |
- 0.0018 |
- 0.0019 |
- 0.0116 |
- 0.0119 |
- 0.0048 |
- 0.0071 |
-
-
- | 0.05 |
- 0.0076 |
- 0.0085 |
- 0.0112 |
- 0.0108 |
- 0.0091 |
- 0.0167 |
-
-
- | 0.1 |
- 0.0120 |
- 0.0146 |
- 0.0105 |
- 0.0110 |
- 0.0158 |
- 0.0254 |
-
-
- | 0.15 |
- 0.0146 |
- 0.0201 |
- 0.0085 |
- 0.0096 |
- 0.0246 |
- 0.0352 |
-
-
- | 0.2 |
- 0.0151 |
- 0.0229 |
- 0.0090 |
- 0.0096 |
- 0.0327 |
- 0.0452 |
-
-
- | 0.25 |
- 0.0151 |
- 0.0261 |
- 0.0095 |
- 0.0099 |
- 0.0406 |
- 0.0544 |
-
-
- | 0.3 |
- 0.0125 |
- 0.0227 |
- 0.0087 |
- 0.0095 |
- 0.0493 |
- 0.0650 |
-
-
- | 0.35 |
- 0.0119 |
- 0.0213 |
- 0.0104 |
- 0.0109 |
- 0.0579 |
- 0.0752 |
-
-
- | 0.4 |
- 0.0114 |
- 0.0217 |
- 0.0116 |
- 0.0112 |
- 0.0663 |
- 0.0849 |
-
-
- | 0.45 |
- 0.0095 |
- 0.0190 |
- 0.0114 |
- 0.0125 |
- 0.0738 |
- 0.0933 |
-
-
- | 0.5 |
- 0.0090 |
- 0.0166 |
- 0.0133 |
- 0.0134 |
- 0.0814 |
- 0.1020 |
-
-
- | 0.55 |
- 0.0080 |
- 0.0163 |
- 0.0152 |
- 0.0148 |
- 0.0898 |
- 0.1122 |
-
-
- | 0.6 |
- 0.0106 |
- 0.0133 |
- 0.0139 |
- 0.0150 |
- 0.0952 |
- 0.1195 |
-
-
- | 0.65 |
- 0.0127 |
- 0.0119 |
- 0.0157 |
- 0.0176 |
- 0.1059 |
- 0.1322 |
-
-
- | 0.7 |
- 0.0142 |
- 0.0125 |
- 0.0172 |
- 0.0182 |
- 0.1144 |
- 0.1413 |
-
-
- | 0.75 |
- 0.0176 |
- 0.0137 |
- 0.0174 |
- 0.0193 |
- 0.1216 |
- 0.1509 |
-
-
- | 0.8 |
- 0.0205 |
- 0.0142 |
- 0.0185 |
- 0.0214 |
- 0.1291 |
- 0.1595 |
-
-
- | 0.85 |
- 0.0239 |
- 0.0166 |
- 0.0196 |
- 0.0234 |
- 0.1382 |
- 0.1700 |
-
-
- | 0.9 |
- 0.0278 |
- 0.0208 |
- 0.0197 |
- 0.0246 |
- 0.1449 |
- 0.1780 |
-
-
- | 0.95 |
- 0.0279 |
- 0.0222 |
- 0.0221 |
- 0.0268 |
- 0.1535 |
- 0.1874 |
-
-
- | 1.0 |
- 0.0005 |
- 0.0059 |
- 0.0246 |
- 0.0296 |
- 0.1626 |
- 0.1991 |
-
-
- | avg |
- 0.0135 |
- 0.0163 |
- 0.0143 |
- 0.0158 |
- 0.0815 |
- 0.1026 |
-
-
-
-
-
-
-
-
-
-
-## 40% positives
-> train: [0.59996662 0.40003338]
-> validation: [0.59996662 0.40003338]
-> bin_sld: 434.111s
-> mul_sld: 159.616s
-> bin_sld_gs: 1179.818s
-> mul_sld_gs: 695.793s
-> bin_sld_gsq: 546.801s
-> bin_pacc: 431.189s
-> mul_pacc: 143.236s
-> binmc_pacc: 422.668s
-> mulmc_pacc: 167.615s
-> binne_pacc: 427.798s
-> mulne_pacc: 166.144s
-> bin_pacc_gs: 739.438s
-> mul_pacc_gs: 261.609s
-> bin_cc: 402.646s
-> mul_cc: 152.045s
-> kfcv: 121.176s
-> ref: 127.991s
-> atc_mc: 129.960s
-> atc_ne: 115.970s
-> doc_feat: 79.386s
-> tot: 1183.412s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- bin_cc |
- mul_cc |
-
-
-
-
- | 0.0 |
- 0.0020 |
- 0.0022 |
- 0.0150 |
- 0.0094 |
- 0.0189 |
- 0.0242 |
-
-
- | 0.05 |
- 0.0070 |
- 0.0086 |
- 0.0152 |
- 0.0114 |
- 0.0233 |
- 0.0296 |
-
-
- | 0.1 |
- 0.0096 |
- 0.0135 |
- 0.0143 |
- 0.0094 |
- 0.0297 |
- 0.0356 |
-
-
- | 0.15 |
- 0.0140 |
- 0.0202 |
- 0.0125 |
- 0.0100 |
- 0.0355 |
- 0.0417 |
-
-
- | 0.2 |
- 0.0163 |
- 0.0237 |
- 0.0117 |
- 0.0100 |
- 0.0410 |
- 0.0479 |
-
-
- | 0.25 |
- 0.0203 |
- 0.0292 |
- 0.0110 |
- 0.0127 |
- 0.0458 |
- 0.0526 |
-
-
- | 0.3 |
- 0.0176 |
- 0.0269 |
- 0.0110 |
- 0.0110 |
- 0.0512 |
- 0.0590 |
-
-
- | 0.35 |
- 0.0184 |
- 0.0265 |
- 0.0119 |
- 0.0131 |
- 0.0584 |
- 0.0664 |
-
-
- | 0.4 |
- 0.0172 |
- 0.0277 |
- 0.0117 |
- 0.0143 |
- 0.0622 |
- 0.0705 |
-
-
- | 0.45 |
- 0.0149 |
- 0.0247 |
- 0.0101 |
- 0.0130 |
- 0.0679 |
- 0.0767 |
-
-
- | 0.5 |
- 0.0141 |
- 0.0244 |
- 0.0109 |
- 0.0144 |
- 0.0724 |
- 0.0818 |
-
-
- | 0.55 |
- 0.0114 |
- 0.0241 |
- 0.0098 |
- 0.0160 |
- 0.0779 |
- 0.0877 |
-
-
- | 0.6 |
- 0.0109 |
- 0.0216 |
- 0.0108 |
- 0.0171 |
- 0.0822 |
- 0.0924 |
-
-
- | 0.65 |
- 0.0106 |
- 0.0188 |
- 0.0112 |
- 0.0180 |
- 0.0903 |
- 0.1005 |
-
-
- | 0.7 |
- 0.0111 |
- 0.0164 |
- 0.0118 |
- 0.0188 |
- 0.0953 |
- 0.1059 |
-
-
- | 0.75 |
- 0.0111 |
- 0.0131 |
- 0.0109 |
- 0.0173 |
- 0.0996 |
- 0.1105 |
-
-
- | 0.8 |
- 0.0107 |
- 0.0122 |
- 0.0107 |
- 0.0189 |
- 0.1055 |
- 0.1161 |
-
-
- | 0.85 |
- 0.0128 |
- 0.0108 |
- 0.0103 |
- 0.0206 |
- 0.1109 |
- 0.1228 |
-
-
- | 0.9 |
- 0.0148 |
- 0.0102 |
- 0.0102 |
- 0.0207 |
- 0.1154 |
- 0.1275 |
-
-
- | 0.95 |
- 0.0163 |
- 0.0111 |
- 0.0101 |
- 0.0228 |
- 0.1211 |
- 0.1338 |
-
-
- | 1.0 |
- 0.0005 |
- 0.0038 |
- 0.0113 |
- 0.0232 |
- 0.1277 |
- 0.1409 |
-
-
- | avg |
- 0.0125 |
- 0.0176 |
- 0.0115 |
- 0.0154 |
- 0.0730 |
- 0.0821 |
-
-
-
-
-
-
-
-
-
-
-## 50% positives
-> train: [0.5 0.5]
-> validation: [0.5 0.5]
-> bin_sld: 441.783s
-> mul_sld: 169.393s
-> bin_sld_gs: 1166.420s
-> mul_sld_gs: 689.481s
-> bin_sld_gsq: 549.038s
-> bin_pacc: 427.369s
-> mul_pacc: 166.563s
-> binmc_pacc: 426.636s
-> mulmc_pacc: 176.801s
-> binne_pacc: 435.657s
-> mulne_pacc: 161.090s
-> bin_pacc_gs: 730.060s
-> mul_pacc_gs: 266.437s
-> bin_cc: 412.726s
-> mul_cc: 152.522s
-> kfcv: 134.253s
-> ref: 128.737s
-> atc_mc: 129.517s
-> atc_ne: 122.889s
-> doc_feat: 88.896s
-> tot: 1170.874s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- bin_cc |
- mul_cc |
-
-
-
-
- | 0.0 |
- 0.0021 |
- 0.0041 |
- 0.0150 |
- 0.0127 |
- 0.0611 |
- 0.0607 |
-
-
- | 0.05 |
- 0.0109 |
- 0.0089 |
- 0.0178 |
- 0.0152 |
- 0.0624 |
- 0.0619 |
-
-
- | 0.1 |
- 0.0081 |
- 0.0091 |
- 0.0166 |
- 0.0135 |
- 0.0655 |
- 0.0649 |
-
-
- | 0.15 |
- 0.0097 |
- 0.0131 |
- 0.0155 |
- 0.0141 |
- 0.0667 |
- 0.0660 |
-
-
- | 0.2 |
- 0.0121 |
- 0.0159 |
- 0.0134 |
- 0.0122 |
- 0.0700 |
- 0.0696 |
-
-
- | 0.25 |
- 0.0146 |
- 0.0192 |
- 0.0129 |
- 0.0125 |
- 0.0699 |
- 0.0692 |
-
-
- | 0.3 |
- 0.0165 |
- 0.0198 |
- 0.0141 |
- 0.0139 |
- 0.0733 |
- 0.0728 |
-
-
- | 0.35 |
- 0.0183 |
- 0.0200 |
- 0.0159 |
- 0.0156 |
- 0.0757 |
- 0.0750 |
-
-
- | 0.4 |
- 0.0187 |
- 0.0213 |
- 0.0136 |
- 0.0143 |
- 0.0755 |
- 0.0751 |
-
-
- | 0.45 |
- 0.0177 |
- 0.0202 |
- 0.0127 |
- 0.0136 |
- 0.0785 |
- 0.0780 |
-
-
- | 0.5 |
- 0.0181 |
- 0.0202 |
- 0.0126 |
- 0.0136 |
- 0.0794 |
- 0.0788 |
-
-
- | 0.55 |
- 0.0153 |
- 0.0179 |
- 0.0106 |
- 0.0114 |
- 0.0809 |
- 0.0805 |
-
-
- | 0.6 |
- 0.0175 |
- 0.0190 |
- 0.0129 |
- 0.0119 |
- 0.0822 |
- 0.0817 |
-
-
- | 0.65 |
- 0.0154 |
- 0.0172 |
- 0.0130 |
- 0.0127 |
- 0.0868 |
- 0.0864 |
-
-
- | 0.7 |
- 0.0147 |
- 0.0165 |
- 0.0138 |
- 0.0145 |
- 0.0880 |
- 0.0875 |
-
-
- | 0.75 |
- 0.0126 |
- 0.0138 |
- 0.0132 |
- 0.0140 |
- 0.0882 |
- 0.0877 |
-
-
- | 0.8 |
- 0.0104 |
- 0.0135 |
- 0.0122 |
- 0.0136 |
- 0.0906 |
- 0.0900 |
-
-
- | 0.85 |
- 0.0106 |
- 0.0119 |
- 0.0109 |
- 0.0133 |
- 0.0922 |
- 0.0919 |
-
-
- | 0.9 |
- 0.0122 |
- 0.0120 |
- 0.0111 |
- 0.0133 |
- 0.0949 |
- 0.0944 |
-
-
- | 0.95 |
- 0.0123 |
- 0.0119 |
- 0.0099 |
- 0.0137 |
- 0.0963 |
- 0.0958 |
-
-
- | 1.0 |
- 0.0009 |
- 0.0044 |
- 0.0070 |
- 0.0137 |
- 0.1000 |
- 0.0997 |
-
-
- | avg |
- 0.0128 |
- 0.0148 |
- 0.0131 |
- 0.0135 |
- 0.0799 |
- 0.0794 |
-
-
-
-
-
-
-
-
-
-
-## 60% positives
-> train: [0.40003338 0.59996662]
-> validation: [0.40003338 0.59996662]
-> bin_sld: 426.378s
-> mul_sld: 153.126s
-> bin_sld_gs: 1140.607s
-> mul_sld_gs: 673.397s
-> bin_sld_gsq: 528.696s
-> bin_pacc: 420.283s
-> mul_pacc: 148.016s
-> binmc_pacc: 405.920s
-> mulmc_pacc: 167.711s
-> binne_pacc: 417.205s
-> mulne_pacc: 145.013s
-> bin_pacc_gs: 730.537s
-> mul_pacc_gs: 261.004s
-> bin_cc: 394.352s
-> mul_cc: 143.652s
-> kfcv: 122.227s
-> ref: 122.352s
-> atc_mc: 120.259s
-> atc_ne: 113.567s
-> doc_feat: 80.306s
-> tot: 1146.639s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- bin_cc |
- mul_cc |
-
-
-
-
- | 0.0 |
- 0.0054 |
- 0.0059 |
- 0.0275 |
- 0.0515 |
- 0.1014 |
- 0.1075 |
-
-
- | 0.05 |
- 0.0199 |
- 0.0165 |
- 0.0315 |
- 0.0526 |
- 0.0985 |
- 0.1047 |
-
-
- | 0.1 |
- 0.0177 |
- 0.0133 |
- 0.0293 |
- 0.0484 |
- 0.0972 |
- 0.1039 |
-
-
- | 0.15 |
- 0.0177 |
- 0.0127 |
- 0.0302 |
- 0.0483 |
- 0.0932 |
- 0.0994 |
-
-
- | 0.2 |
- 0.0141 |
- 0.0118 |
- 0.0251 |
- 0.0422 |
- 0.0929 |
- 0.0986 |
-
-
- | 0.25 |
- 0.0173 |
- 0.0130 |
- 0.0265 |
- 0.0422 |
- 0.0881 |
- 0.0938 |
-
-
- | 0.3 |
- 0.0192 |
- 0.0144 |
- 0.0252 |
- 0.0402 |
- 0.0873 |
- 0.0932 |
-
-
- | 0.35 |
- 0.0206 |
- 0.0157 |
- 0.0262 |
- 0.0390 |
- 0.0838 |
- 0.0895 |
-
-
- | 0.4 |
- 0.0209 |
- 0.0156 |
- 0.0242 |
- 0.0356 |
- 0.0809 |
- 0.0862 |
-
-
- | 0.45 |
- 0.0187 |
- 0.0141 |
- 0.0223 |
- 0.0337 |
- 0.0797 |
- 0.0852 |
-
-
- | 0.5 |
- 0.0222 |
- 0.0174 |
- 0.0219 |
- 0.0315 |
- 0.0756 |
- 0.0808 |
-
-
- | 0.55 |
- 0.0183 |
- 0.0133 |
- 0.0194 |
- 0.0287 |
- 0.0725 |
- 0.0774 |
-
-
- | 0.6 |
- 0.0179 |
- 0.0142 |
- 0.0166 |
- 0.0235 |
- 0.0703 |
- 0.0749 |
-
-
- | 0.65 |
- 0.0174 |
- 0.0134 |
- 0.0153 |
- 0.0224 |
- 0.0697 |
- 0.0747 |
-
-
- | 0.7 |
- 0.0206 |
- 0.0148 |
- 0.0182 |
- 0.0230 |
- 0.0658 |
- 0.0701 |
-
-
- | 0.75 |
- 0.0197 |
- 0.0140 |
- 0.0159 |
- 0.0204 |
- 0.0631 |
- 0.0672 |
-
-
- | 0.8 |
- 0.0193 |
- 0.0140 |
- 0.0143 |
- 0.0168 |
- 0.0615 |
- 0.0659 |
-
-
- | 0.85 |
- 0.0202 |
- 0.0143 |
- 0.0143 |
- 0.0172 |
- 0.0587 |
- 0.0626 |
-
-
- | 0.9 |
- 0.0194 |
- 0.0135 |
- 0.0139 |
- 0.0148 |
- 0.0558 |
- 0.0599 |
-
-
- | 0.95 |
- 0.0166 |
- 0.0131 |
- 0.0122 |
- 0.0117 |
- 0.0545 |
- 0.0578 |
-
-
- | 1.0 |
- 0.0039 |
- 0.0062 |
- 0.0106 |
- 0.0102 |
- 0.0537 |
- 0.0571 |
-
-
- | avg |
- 0.0175 |
- 0.0134 |
- 0.0210 |
- 0.0311 |
- 0.0764 |
- 0.0815 |
-
-
-
-
-
-
-
-
-
-
-## 70% positives
-> train: [0.29989987 0.70010013]
-> validation: [0.30006676 0.69993324]
-> bin_sld: 417.731s
-> mul_sld: 155.451s
-> bin_sld_gs: 1141.720s
-> mul_sld_gs: 680.203s
-> bin_sld_gsq: 527.251s
-> bin_pacc: 413.591s
-> mul_pacc: 130.941s
-> binmc_pacc: 410.011s
-> mulmc_pacc: 160.422s
-> binne_pacc: 411.824s
-> mulne_pacc: 150.120s
-> bin_pacc_gs: 731.866s
-> mul_pacc_gs: 262.250s
-> bin_cc: 396.501s
-> mul_cc: 145.444s
-> kfcv: 127.528s
-> ref: 121.369s
-> atc_mc: 106.641s
-> atc_ne: 101.076s
-> doc_feat: 86.241s
-> tot: 1146.268s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- bin_cc |
- mul_cc |
-
-
-
-
- | 0.0 |
- 0.0050 |
- 0.0144 |
- 0.0480 |
- 0.0475 |
- 0.1367 |
- 0.1851 |
-
-
- | 0.05 |
- 0.0276 |
- 0.0372 |
- 0.0627 |
- 0.0562 |
- 0.1298 |
- 0.1756 |
-
-
- | 0.1 |
- 0.0260 |
- 0.0357 |
- 0.0561 |
- 0.0514 |
- 0.1251 |
- 0.1696 |
-
-
- | 0.15 |
- 0.0273 |
- 0.0346 |
- 0.0555 |
- 0.0520 |
- 0.1185 |
- 0.1616 |
-
-
- | 0.2 |
- 0.0226 |
- 0.0296 |
- 0.0489 |
- 0.0467 |
- 0.1133 |
- 0.1534 |
-
-
- | 0.25 |
- 0.0240 |
- 0.0291 |
- 0.0504 |
- 0.0485 |
- 0.1038 |
- 0.1425 |
-
-
- | 0.3 |
- 0.0252 |
- 0.0276 |
- 0.0468 |
- 0.0467 |
- 0.0995 |
- 0.1352 |
-
-
- | 0.35 |
- 0.0235 |
- 0.0273 |
- 0.0450 |
- 0.0465 |
- 0.0929 |
- 0.1291 |
-
-
- | 0.4 |
- 0.0219 |
- 0.0233 |
- 0.0434 |
- 0.0450 |
- 0.0860 |
- 0.1191 |
-
-
- | 0.45 |
- 0.0219 |
- 0.0222 |
- 0.0393 |
- 0.0438 |
- 0.0812 |
- 0.1122 |
-
-
- | 0.5 |
- 0.0211 |
- 0.0205 |
- 0.0349 |
- 0.0388 |
- 0.0734 |
- 0.1022 |
-
-
- | 0.55 |
- 0.0216 |
- 0.0188 |
- 0.0341 |
- 0.0386 |
- 0.0668 |
- 0.0935 |
-
-
- | 0.6 |
- 0.0179 |
- 0.0152 |
- 0.0269 |
- 0.0329 |
- 0.0611 |
- 0.0865 |
-
-
- | 0.65 |
- 0.0223 |
- 0.0173 |
- 0.0264 |
- 0.0328 |
- 0.0563 |
- 0.0794 |
-
-
- | 0.7 |
- 0.0192 |
- 0.0140 |
- 0.0234 |
- 0.0324 |
- 0.0484 |
- 0.0705 |
-
-
- | 0.75 |
- 0.0199 |
- 0.0134 |
- 0.0203 |
- 0.0301 |
- 0.0427 |
- 0.0624 |
-
-
- | 0.8 |
- 0.0220 |
- 0.0144 |
- 0.0179 |
- 0.0276 |
- 0.0361 |
- 0.0543 |
-
-
- | 0.85 |
- 0.0230 |
- 0.0143 |
- 0.0166 |
- 0.0265 |
- 0.0302 |
- 0.0468 |
-
-
- | 0.9 |
- 0.0204 |
- 0.0111 |
- 0.0119 |
- 0.0229 |
- 0.0253 |
- 0.0392 |
-
-
- | 0.95 |
- 0.0183 |
- 0.0095 |
- 0.0102 |
- 0.0201 |
- 0.0182 |
- 0.0305 |
-
-
- | 1.0 |
- 0.0057 |
- 0.0056 |
- 0.0085 |
- 0.0201 |
- 0.0143 |
- 0.0243 |
-
-
- | avg |
- 0.0208 |
- 0.0207 |
- 0.0346 |
- 0.0384 |
- 0.0743 |
- 0.1035 |
-
-
-
-
-
-
-
-
-
-
-## 80% positives
-> train: [0.19993324 0.80006676]
-> validation: [0.20010013 0.79989987]
-> bin_sld: 437.768s
-> mul_sld: 162.581s
-> bin_sld_gs: 1142.333s
-> mul_sld_gs: 680.247s
-> bin_sld_gsq: 532.404s
-> bin_pacc: 414.897s
-> mul_pacc: 158.907s
-> binmc_pacc: 406.361s
-> mulmc_pacc: 141.227s
-> binne_pacc: 414.412s
-> mulne_pacc: 158.498s
-> bin_pacc_gs: 720.921s
-> mul_pacc_gs: 272.540s
-> bin_cc: 395.525s
-> mul_cc: 139.596s
-> kfcv: 123.479s
-> ref: 124.418s
-> atc_mc: 126.354s
-> atc_ne: 101.451s
-> doc_feat: 111.799s
-> tot: 1146.771s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- bin_cc |
- mul_cc |
-
-
-
-
- | 0.0 |
- 0.0023 |
- 0.0323 |
- 0.0166 |
- 0.0419 |
- 0.1944 |
- 0.2213 |
-
-
- | 0.05 |
- 0.0356 |
- 0.0660 |
- 0.0155 |
- 0.0460 |
- 0.1828 |
- 0.2091 |
-
-
- | 0.1 |
- 0.0339 |
- 0.0624 |
- 0.0157 |
- 0.0406 |
- 0.1751 |
- 0.2006 |
-
-
- | 0.15 |
- 0.0315 |
- 0.0599 |
- 0.0145 |
- 0.0410 |
- 0.1634 |
- 0.1871 |
-
-
- | 0.2 |
- 0.0270 |
- 0.0524 |
- 0.0149 |
- 0.0352 |
- 0.1547 |
- 0.1773 |
-
-
- | 0.25 |
- 0.0262 |
- 0.0494 |
- 0.0131 |
- 0.0369 |
- 0.1416 |
- 0.1641 |
-
-
- | 0.3 |
- 0.0254 |
- 0.0473 |
- 0.0135 |
- 0.0360 |
- 0.1336 |
- 0.1532 |
-
-
- | 0.35 |
- 0.0230 |
- 0.0435 |
- 0.0132 |
- 0.0320 |
- 0.1231 |
- 0.1429 |
-
-
- | 0.4 |
- 0.0202 |
- 0.0375 |
- 0.0130 |
- 0.0316 |
- 0.1115 |
- 0.1295 |
-
-
- | 0.45 |
- 0.0175 |
- 0.0327 |
- 0.0133 |
- 0.0278 |
- 0.1027 |
- 0.1198 |
-
-
- | 0.5 |
- 0.0149 |
- 0.0271 |
- 0.0102 |
- 0.0251 |
- 0.0915 |
- 0.1079 |
-
-
- | 0.55 |
- 0.0149 |
- 0.0264 |
- 0.0095 |
- 0.0275 |
- 0.0788 |
- 0.0938 |
-
-
- | 0.6 |
- 0.0101 |
- 0.0184 |
- 0.0101 |
- 0.0210 |
- 0.0702 |
- 0.0834 |
-
-
- | 0.65 |
- 0.0125 |
- 0.0190 |
- 0.0098 |
- 0.0217 |
- 0.0595 |
- 0.0721 |
-
-
- | 0.7 |
- 0.0109 |
- 0.0153 |
- 0.0086 |
- 0.0187 |
- 0.0487 |
- 0.0605 |
-
-
- | 0.75 |
- 0.0114 |
- 0.0125 |
- 0.0081 |
- 0.0155 |
- 0.0392 |
- 0.0502 |
-
-
- | 0.8 |
- 0.0141 |
- 0.0128 |
- 0.0071 |
- 0.0155 |
- 0.0293 |
- 0.0390 |
-
-
- | 0.85 |
- 0.0138 |
- 0.0113 |
- 0.0076 |
- 0.0127 |
- 0.0193 |
- 0.0285 |
-
-
- | 0.9 |
- 0.0159 |
- 0.0103 |
- 0.0062 |
- 0.0108 |
- 0.0107 |
- 0.0172 |
-
-
- | 0.95 |
- 0.0142 |
- 0.0088 |
- 0.0072 |
- 0.0087 |
- 0.0048 |
- 0.0064 |
-
-
- | 1.0 |
- 0.0052 |
- 0.0046 |
- 0.0067 |
- 0.0102 |
- 0.0115 |
- 0.0071 |
-
-
- | avg |
- 0.0181 |
- 0.0309 |
- 0.0111 |
- 0.0265 |
- 0.0927 |
- 0.1082 |
-
-
-
-
-
-
-
-
-
-
-## 90% positives
-> train: [0.09996662 0.90003338]
-> validation: [0.09996662 0.90003338]
-> bin_sld: 423.737s
-> mul_sld: 177.588s
-> bin_sld_gs: 1108.736s
-> mul_sld_gs: 666.006s
-> bin_sld_gsq: 518.900s
-> bin_pacc: 406.760s
-> mul_pacc: 133.174s
-> binmc_pacc: 401.789s
-> mulmc_pacc: 147.520s
-> binne_pacc: 400.414s
-> mulne_pacc: 148.167s
-> bin_pacc_gs: 722.523s
-> mul_pacc_gs: 252.340s
-> bin_cc: 378.760s
-> mul_cc: 126.045s
-> kfcv: 109.535s
-> ref: 87.159s
-> atc_mc: 99.104s
-> atc_ne: 101.467s
-> doc_feat: 83.819s
-> tot: 1113.236s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- bin_cc |
- mul_cc |
-
-
-
-
- | 0.0 |
- 0.0008 |
- 0.0924 |
- 0.0085 |
- 0.0161 |
- 0.3702 |
- 0.3204 |
-
-
- | 0.05 |
- 0.0505 |
- 0.1359 |
- 0.0169 |
- 0.0278 |
- 0.3528 |
- 0.3073 |
-
-
- | 0.1 |
- 0.0894 |
- 0.1503 |
- 0.0152 |
- 0.0235 |
- 0.3342 |
- 0.2892 |
-
-
- | 0.15 |
- 0.0935 |
- 0.1446 |
- 0.0124 |
- 0.0208 |
- 0.3144 |
- 0.2731 |
-
-
- | 0.2 |
- 0.0897 |
- 0.1345 |
- 0.0145 |
- 0.0213 |
- 0.2958 |
- 0.2579 |
-
-
- | 0.25 |
- 0.0895 |
- 0.1321 |
- 0.0144 |
- 0.0233 |
- 0.2763 |
- 0.2385 |
-
-
- | 0.3 |
- 0.0835 |
- 0.1247 |
- 0.0139 |
- 0.0214 |
- 0.2572 |
- 0.2232 |
-
-
- | 0.35 |
- 0.0789 |
- 0.1154 |
- 0.0136 |
- 0.0220 |
- 0.2380 |
- 0.2058 |
-
-
- | 0.4 |
- 0.0737 |
- 0.1069 |
- 0.0138 |
- 0.0225 |
- 0.2188 |
- 0.1893 |
-
-
- | 0.45 |
- 0.0659 |
- 0.0949 |
- 0.0122 |
- 0.0196 |
- 0.2010 |
- 0.1742 |
-
-
- | 0.5 |
- 0.0582 |
- 0.0840 |
- 0.0129 |
- 0.0195 |
- 0.1802 |
- 0.1554 |
-
-
- | 0.55 |
- 0.0560 |
- 0.0787 |
- 0.0127 |
- 0.0218 |
- 0.1586 |
- 0.1373 |
-
-
- | 0.6 |
- 0.0433 |
- 0.0627 |
- 0.0114 |
- 0.0174 |
- 0.1408 |
- 0.1216 |
-
-
- | 0.65 |
- 0.0420 |
- 0.0584 |
- 0.0127 |
- 0.0209 |
- 0.1207 |
- 0.1042 |
-
-
- | 0.7 |
- 0.0333 |
- 0.0456 |
- 0.0123 |
- 0.0176 |
- 0.1012 |
- 0.0865 |
-
-
- | 0.75 |
- 0.0248 |
- 0.0347 |
- 0.0104 |
- 0.0157 |
- 0.0835 |
- 0.0709 |
-
-
- | 0.8 |
- 0.0208 |
- 0.0260 |
- 0.0111 |
- 0.0161 |
- 0.0631 |
- 0.0544 |
-
-
- | 0.85 |
- 0.0152 |
- 0.0179 |
- 0.0110 |
- 0.0159 |
- 0.0449 |
- 0.0384 |
-
-
- | 0.9 |
- 0.0100 |
- 0.0096 |
- 0.0097 |
- 0.0135 |
- 0.0254 |
- 0.0219 |
-
-
- | 0.95 |
- 0.0071 |
- 0.0064 |
- 0.0095 |
- 0.0132 |
- 0.0064 |
- 0.0056 |
-
-
- | 1.0 |
- 0.0051 |
- 0.0041 |
- 0.0103 |
- 0.0129 |
- 0.0141 |
- 0.0130 |
-
-
- | avg |
- 0.0491 |
- 0.0790 |
- 0.0124 |
- 0.0192 |
- 0.1808 |
- 0.1566 |
-
-
-
-
-
-
-
-
-
-
-## avg
-### avg on train
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- bin_cc |
- mul_cc |
-
-
-
-
- | 0.0 |
- 0.0024 |
- 0.0173 |
- 0.0167 |
- 0.0224 |
- 0.1003 |
- 0.1043 |
-
-
- | 0.05 |
- 0.0196 |
- 0.0341 |
- 0.0204 |
- 0.0262 |
- 0.0974 |
- 0.1024 |
-
-
- | 0.1 |
- 0.0244 |
- 0.0366 |
- 0.0193 |
- 0.0240 |
- 0.0985 |
- 0.1036 |
-
-
- | 0.15 |
- 0.0260 |
- 0.0371 |
- 0.0186 |
- 0.0240 |
- 0.0986 |
- 0.1037 |
-
-
- | 0.2 |
- 0.0249 |
- 0.0355 |
- 0.0179 |
- 0.0224 |
- 0.1000 |
- 0.1052 |
-
-
- | 0.25 |
- 0.0258 |
- 0.0360 |
- 0.0183 |
- 0.0238 |
- 0.0993 |
- 0.1042 |
-
-
- | 0.3 |
- 0.0253 |
- 0.0341 |
- 0.0183 |
- 0.0234 |
- 0.1011 |
- 0.1061 |
-
-
- | 0.35 |
- 0.0246 |
- 0.0325 |
- 0.0194 |
- 0.0239 |
- 0.1022 |
- 0.1074 |
-
-
- | 0.4 |
- 0.0242 |
- 0.0318 |
- 0.0195 |
- 0.0239 |
- 0.1023 |
- 0.1072 |
-
-
- | 0.45 |
- 0.0231 |
- 0.0308 |
- 0.0187 |
- 0.0232 |
- 0.1034 |
- 0.1084 |
-
-
- | 0.5 |
- 0.0234 |
- 0.0307 |
- 0.0187 |
- 0.0229 |
- 0.1032 |
- 0.1079 |
-
-
- | 0.55 |
- 0.0226 |
- 0.0315 |
- 0.0187 |
- 0.0235 |
- 0.1032 |
- 0.1083 |
-
-
- | 0.6 |
- 0.0226 |
- 0.0304 |
- 0.0178 |
- 0.0213 |
- 0.1033 |
- 0.1081 |
-
-
- | 0.65 |
- 0.0242 |
- 0.0327 |
- 0.0193 |
- 0.0231 |
- 0.1057 |
- 0.1105 |
-
-
- | 0.7 |
- 0.0240 |
- 0.0322 |
- 0.0200 |
- 0.0231 |
- 0.1059 |
- 0.1106 |
-
-
- | 0.75 |
- 0.0246 |
- 0.0325 |
- 0.0196 |
- 0.0224 |
- 0.1065 |
- 0.1113 |
-
-
- | 0.8 |
- 0.0260 |
- 0.0344 |
- 0.0191 |
- 0.0225 |
- 0.1068 |
- 0.1116 |
-
-
- | 0.85 |
- 0.0274 |
- 0.0347 |
- 0.0198 |
- 0.0230 |
- 0.1078 |
- 0.1128 |
-
-
- | 0.9 |
- 0.0278 |
- 0.0292 |
- 0.0197 |
- 0.0228 |
- 0.1084 |
- 0.1132 |
-
-
- | 0.95 |
- 0.0230 |
- 0.0225 |
- 0.0196 |
- 0.0224 |
- 0.1093 |
- 0.1133 |
-
-
- | 1.0 |
- 0.0035 |
- 0.0078 |
- 0.0207 |
- 0.0235 |
- 0.1163 |
- 0.1198 |
-
-
- | avg |
- 0.0224 |
- 0.0307 |
- 0.0190 |
- 0.0232 |
- 0.1038 |
- 0.1086 |
-
-
-
-
-
-
-### avg on test
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- bin_cc |
- mul_cc |
-
-
-
-
- | 0.1 |
- 0.0419 |
- 0.0636 |
- 0.0382 |
- 0.0367 |
- 0.1795 |
- 0.1575 |
-
-
- | 0.2 |
- 0.0150 |
- 0.0198 |
- 0.0152 |
- 0.0126 |
- 0.0961 |
- 0.1058 |
-
-
- | 0.3 |
- 0.0135 |
- 0.0163 |
- 0.0143 |
- 0.0158 |
- 0.0815 |
- 0.1026 |
-
-
- | 0.4 |
- 0.0125 |
- 0.0176 |
- 0.0115 |
- 0.0154 |
- 0.0730 |
- 0.0821 |
-
-
- | 0.5 |
- 0.0128 |
- 0.0148 |
- 0.0131 |
- 0.0135 |
- 0.0799 |
- 0.0794 |
-
-
- | 0.6 |
- 0.0175 |
- 0.0134 |
- 0.0210 |
- 0.0311 |
- 0.0764 |
- 0.0815 |
-
-
- | 0.7 |
- 0.0208 |
- 0.0207 |
- 0.0346 |
- 0.0384 |
- 0.0743 |
- 0.1035 |
-
-
- | 0.8 |
- 0.0181 |
- 0.0309 |
- 0.0111 |
- 0.0265 |
- 0.0927 |
- 0.1082 |
-
-
- | 0.9 |
- 0.0491 |
- 0.0790 |
- 0.0124 |
- 0.0192 |
- 0.1808 |
- 0.1566 |
-
-
- | avg |
- 0.0224 |
- 0.0307 |
- 0.0190 |
- 0.0232 |
- 0.1038 |
- 0.1086 |
-
-
-
-
-
-
-### avg dataset shift
-
diff --git a/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_cc_vs_other_f1.md b/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_cc_vs_other_f1.md
deleted file mode 100644
index 4a82689..0000000
--- a/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_cc_vs_other_f1.md
+++ /dev/null
@@ -1,2535 +0,0 @@
-# rcv1_CCAT_9prevs
-
-## 10% positives
-> train: [0.90003338 0.09996662]
-> validation: [0.90003338 0.09996662]
-> bin_sld: 426.003s
-> mul_sld: 199.118s
-> bin_sld_gs: 1070.285s
-> mul_sld_gs: 686.591s
-> bin_pacc: 409.897s
-> mul_pacc: 169.591s
-> binmc_pacc: 412.906s
-> mulmc_pacc: 173.043s
-> binne_pacc: 411.128s
-> mulne_pacc: 146.658s
-> bin_pacc_gs: 710.525s
-> mul_pacc_gs: 245.764s
-> bin_cc: 389.472s
-> mul_cc: 148.220s
-> kfcv: 130.095s
-> ref: 120.267s
-> atc_mc: 125.236s
-> atc_ne: 121.957s
-> doc_feat: 83.796s
-> tot: 1073.769s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- bin_cc |
- mul_cc |
-
-
-
-
- | 0.0 |
- 0.0172 |
- 0.0601 |
- 0.0431 |
- 0.5019 |
- 0.0698 |
- 0.0441 |
-
-
- | 0.05 |
- 0.2360 |
- 0.1726 |
- 0.0397 |
- 0.1504 |
- 0.1237 |
- 0.0684 |
-
-
- | 0.1 |
- 0.1377 |
- 0.0893 |
- 0.0305 |
- 0.0804 |
- 0.1496 |
- 0.0798 |
-
-
- | 0.15 |
- 0.1179 |
- 0.0463 |
- 0.0240 |
- 0.0614 |
- 0.1546 |
- 0.0812 |
-
-
- | 0.2 |
- 0.0886 |
- 0.0309 |
- 0.0236 |
- 0.0548 |
- 0.1591 |
- 0.0862 |
-
-
- | 0.25 |
- 0.0596 |
- 0.0232 |
- 0.0238 |
- 0.0541 |
- 0.1609 |
- 0.0864 |
-
-
- | 0.3 |
- 0.0613 |
- 0.0220 |
- 0.0226 |
- 0.0458 |
- 0.1645 |
- 0.0929 |
-
-
- | 0.35 |
- 0.0462 |
- 0.0238 |
- 0.0253 |
- 0.0417 |
- 0.1701 |
- 0.0976 |
-
-
- | 0.4 |
- 0.0448 |
- 0.0360 |
- 0.0242 |
- 0.0424 |
- 0.1683 |
- 0.0941 |
-
-
- | 0.45 |
- 0.0420 |
- 0.0463 |
- 0.0227 |
- 0.0444 |
- 0.1683 |
- 0.0967 |
-
-
- | 0.5 |
- 0.0498 |
- 0.0578 |
- 0.0223 |
- 0.0367 |
- 0.1700 |
- 0.0957 |
-
-
- | 0.55 |
- 0.0402 |
- 0.0685 |
- 0.0231 |
- 0.0386 |
- 0.1691 |
- 0.0999 |
-
-
- | 0.6 |
- 0.0501 |
- 0.0768 |
- 0.0204 |
- 0.0355 |
- 0.1683 |
- 0.0922 |
-
-
- | 0.65 |
- 0.0559 |
- 0.0899 |
- 0.0227 |
- 0.0332 |
- 0.1706 |
- 0.0945 |
-
-
- | 0.7 |
- 0.0461 |
- 0.0923 |
- 0.0222 |
- 0.0365 |
- 0.1710 |
- 0.0948 |
-
-
- | 0.75 |
- 0.0492 |
- 0.0968 |
- 0.0222 |
- 0.0347 |
- 0.1717 |
- 0.0972 |
-
-
- | 0.8 |
- 0.0439 |
- 0.1005 |
- 0.0212 |
- 0.0312 |
- 0.1708 |
- 0.0965 |
-
-
- | 0.85 |
- 0.0435 |
- 0.0994 |
- 0.0223 |
- 0.0307 |
- 0.1712 |
- 0.0971 |
-
-
- | 0.9 |
- 0.0381 |
- 0.0772 |
- 0.0235 |
- 0.0325 |
- 0.1717 |
- 0.0966 |
-
-
- | 0.95 |
- 0.0316 |
- 0.0473 |
- 0.0220 |
- 0.0333 |
- 0.1709 |
- 0.0953 |
-
-
- | 1.0 |
- 0.0118 |
- 0.0173 |
- 0.0227 |
- 0.0307 |
- 0.1729 |
- 0.0978 |
-
-
- | avg |
- 0.0625 |
- 0.0654 |
- 0.0250 |
- 0.0691 |
- 0.1603 |
- 0.0898 |
-
-
-
-
-
-
-
-
-
-
-## 20% positives
-> train: [0.79989987 0.20010013]
-> validation: [0.80006676 0.19993324]
-> bin_sld: 422.895s
-> mul_sld: 162.786s
-> bin_sld_gs: 1128.064s
-> mul_sld_gs: 683.619s
-> bin_sld_gsq: 524.432s
-> bin_pacc: 410.462s
-> mul_pacc: 155.872s
-> binmc_pacc: 407.039s
-> mulmc_pacc: 173.902s
-> binne_pacc: 410.358s
-> mulne_pacc: 167.292s
-> bin_pacc_gs: 732.626s
-> mul_pacc_gs: 261.935s
-> bin_cc: 396.948s
-> mul_cc: 147.743s
-> kfcv: 132.118s
-> ref: 106.145s
-> atc_mc: 127.911s
-> atc_ne: 121.613s
-> doc_feat: 80.220s
-> tot: 1132.799s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- bin_cc |
- mul_cc |
-
-
-
-
- | 0.0 |
- 0.0003 |
- 0.0910 |
- 0.0411 |
- 0.2338 |
- 0.3329 |
- 0.3668 |
-
-
- | 0.05 |
- 0.1180 |
- 0.0997 |
- 0.0660 |
- 0.0772 |
- 0.0398 |
- 0.0555 |
-
-
- | 0.1 |
- 0.0605 |
- 0.0606 |
- 0.0365 |
- 0.0482 |
- 0.0623 |
- 0.0830 |
-
-
- | 0.15 |
- 0.0441 |
- 0.0405 |
- 0.0272 |
- 0.0383 |
- 0.0750 |
- 0.0911 |
-
-
- | 0.2 |
- 0.0313 |
- 0.0353 |
- 0.0234 |
- 0.0308 |
- 0.0841 |
- 0.1011 |
-
-
- | 0.25 |
- 0.0226 |
- 0.0308 |
- 0.0186 |
- 0.0251 |
- 0.0891 |
- 0.1039 |
-
-
- | 0.3 |
- 0.0185 |
- 0.0255 |
- 0.0168 |
- 0.0260 |
- 0.0941 |
- 0.1094 |
-
-
- | 0.35 |
- 0.0118 |
- 0.0176 |
- 0.0135 |
- 0.0194 |
- 0.0980 |
- 0.1118 |
-
-
- | 0.4 |
- 0.0126 |
- 0.0205 |
- 0.0158 |
- 0.0218 |
- 0.1006 |
- 0.1145 |
-
-
- | 0.45 |
- 0.0101 |
- 0.0196 |
- 0.0153 |
- 0.0196 |
- 0.1010 |
- 0.1141 |
-
-
- | 0.5 |
- 0.0105 |
- 0.0194 |
- 0.0139 |
- 0.0198 |
- 0.1007 |
- 0.1133 |
-
-
- | 0.55 |
- 0.0100 |
- 0.0194 |
- 0.0139 |
- 0.0187 |
- 0.1022 |
- 0.1148 |
-
-
- | 0.6 |
- 0.0125 |
- 0.0200 |
- 0.0130 |
- 0.0179 |
- 0.1011 |
- 0.1145 |
-
-
- | 0.65 |
- 0.0123 |
- 0.0229 |
- 0.0145 |
- 0.0180 |
- 0.1048 |
- 0.1166 |
-
-
- | 0.7 |
- 0.0130 |
- 0.0214 |
- 0.0141 |
- 0.0148 |
- 0.1055 |
- 0.1181 |
-
-
- | 0.75 |
- 0.0142 |
- 0.0234 |
- 0.0146 |
- 0.0154 |
- 0.1062 |
- 0.1182 |
-
-
- | 0.8 |
- 0.0160 |
- 0.0262 |
- 0.0130 |
- 0.0148 |
- 0.1046 |
- 0.1162 |
-
-
- | 0.85 |
- 0.0170 |
- 0.0281 |
- 0.0137 |
- 0.0141 |
- 0.1059 |
- 0.1178 |
-
-
- | 0.9 |
- 0.0177 |
- 0.0281 |
- 0.0133 |
- 0.0144 |
- 0.1057 |
- 0.1184 |
-
-
- | 0.95 |
- 0.0172 |
- 0.0285 |
- 0.0123 |
- 0.0140 |
- 0.1051 |
- 0.1163 |
-
-
- | 1.0 |
- 0.0011 |
- 0.0174 |
- 0.0142 |
- 0.0126 |
- 0.1069 |
- 0.1185 |
-
-
- | avg |
- 0.0224 |
- 0.0331 |
- 0.0202 |
- 0.0340 |
- 0.1060 |
- 0.1207 |
-
-
-
-
-
-
-
-
-
-
-## 30% positives
-> train: [0.69993324 0.30006676]
-> validation: [0.70010013 0.29989987]
-> bin_sld: 421.459s
-> mul_sld: 146.321s
-> bin_sld_gs: 1159.421s
-> mul_sld_gs: 690.743s
-> bin_sld_gsq: 531.736s
-> bin_pacc: 423.881s
-> mul_pacc: 166.104s
-> binmc_pacc: 422.818s
-> mulmc_pacc: 164.572s
-> binne_pacc: 409.704s
-> mulne_pacc: 155.476s
-> bin_pacc_gs: 737.229s
-> mul_pacc_gs: 269.465s
-> bin_cc: 400.220s
-> mul_cc: 118.299s
-> kfcv: 131.612s
-> ref: 122.392s
-> atc_mc: 119.095s
-> atc_ne: 108.266s
-> doc_feat: 96.341s
-> tot: 1163.937s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- bin_cc |
- mul_cc |
-
-
-
-
- | 0.0 |
- 0.0002 |
- 0.0086 |
- 0.0275 |
- 0.1629 |
- 0.6704 |
- 0.8232 |
-
-
- | 0.05 |
- 0.0870 |
- 0.0812 |
- 0.0791 |
- 0.0713 |
- 0.1115 |
- 0.1785 |
-
-
- | 0.1 |
- 0.0633 |
- 0.0718 |
- 0.0441 |
- 0.0448 |
- 0.0885 |
- 0.1379 |
-
-
- | 0.15 |
- 0.0532 |
- 0.0681 |
- 0.0276 |
- 0.0302 |
- 0.0889 |
- 0.1278 |
-
-
- | 0.2 |
- 0.0417 |
- 0.0599 |
- 0.0237 |
- 0.0248 |
- 0.0883 |
- 0.1238 |
-
-
- | 0.25 |
- 0.0333 |
- 0.0551 |
- 0.0210 |
- 0.0217 |
- 0.0872 |
- 0.1196 |
-
-
- | 0.3 |
- 0.0231 |
- 0.0401 |
- 0.0165 |
- 0.0170 |
- 0.0884 |
- 0.1195 |
-
-
- | 0.35 |
- 0.0182 |
- 0.0326 |
- 0.0165 |
- 0.0178 |
- 0.0890 |
- 0.1190 |
-
-
- | 0.4 |
- 0.0150 |
- 0.0289 |
- 0.0163 |
- 0.0161 |
- 0.0892 |
- 0.1175 |
-
-
- | 0.45 |
- 0.0106 |
- 0.0229 |
- 0.0144 |
- 0.0160 |
- 0.0883 |
- 0.1149 |
-
-
- | 0.5 |
- 0.0090 |
- 0.0181 |
- 0.0148 |
- 0.0153 |
- 0.0876 |
- 0.1130 |
-
-
- | 0.55 |
- 0.0069 |
- 0.0160 |
- 0.0149 |
- 0.0151 |
- 0.0880 |
- 0.1131 |
-
-
- | 0.6 |
- 0.0080 |
- 0.0123 |
- 0.0124 |
- 0.0145 |
- 0.0854 |
- 0.1104 |
-
-
- | 0.65 |
- 0.0088 |
- 0.0099 |
- 0.0128 |
- 0.0152 |
- 0.0878 |
- 0.1131 |
-
-
- | 0.7 |
- 0.0092 |
- 0.0097 |
- 0.0129 |
- 0.0146 |
- 0.0882 |
- 0.1123 |
-
-
- | 0.75 |
- 0.0107 |
- 0.0094 |
- 0.0121 |
- 0.0142 |
- 0.0875 |
- 0.1120 |
-
-
- | 0.8 |
- 0.0118 |
- 0.0089 |
- 0.0120 |
- 0.0146 |
- 0.0871 |
- 0.1108 |
-
-
- | 0.85 |
- 0.0132 |
- 0.0097 |
- 0.0118 |
- 0.0152 |
- 0.0878 |
- 0.1113 |
-
-
- | 0.9 |
- 0.0147 |
- 0.0115 |
- 0.0111 |
- 0.0148 |
- 0.0869 |
- 0.1101 |
-
-
- | 0.95 |
- 0.0141 |
- 0.0115 |
- 0.0117 |
- 0.0152 |
- 0.0873 |
- 0.1098 |
-
-
- | 1.0 |
- 0.0004 |
- 0.0038 |
- 0.0122 |
- 0.0157 |
- 0.0879 |
- 0.1109 |
-
-
- | avg |
- 0.0215 |
- 0.0281 |
- 0.0203 |
- 0.0279 |
- 0.1167 |
- 0.1528 |
-
-
-
-
-
-
-
-
-
-
-## 40% positives
-> train: [0.59996662 0.40003338]
-> validation: [0.59996662 0.40003338]
-> bin_sld: 434.111s
-> mul_sld: 159.616s
-> bin_sld_gs: 1179.818s
-> mul_sld_gs: 695.793s
-> bin_sld_gsq: 546.801s
-> bin_pacc: 431.189s
-> mul_pacc: 143.236s
-> binmc_pacc: 422.668s
-> mulmc_pacc: 167.615s
-> binne_pacc: 427.798s
-> mulne_pacc: 166.144s
-> bin_pacc_gs: 739.438s
-> mul_pacc_gs: 261.609s
-> bin_cc: 402.646s
-> mul_cc: 152.045s
-> kfcv: 121.176s
-> ref: 127.991s
-> atc_mc: 129.960s
-> atc_ne: 115.970s
-> doc_feat: 79.386s
-> tot: 1183.412s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- bin_cc |
- mul_cc |
-
-
-
-
- | 0.0 |
- 0.0002 |
- 0.0027 |
- 0.1030 |
- 0.2496 |
- 0.8488 |
- 0.9273 |
-
-
- | 0.05 |
- 0.0662 |
- 0.0729 |
- 0.0737 |
- 0.0640 |
- 0.2170 |
- 0.2592 |
-
-
- | 0.1 |
- 0.0438 |
- 0.0607 |
- 0.0471 |
- 0.0367 |
- 0.1471 |
- 0.1726 |
-
-
- | 0.15 |
- 0.0444 |
- 0.0641 |
- 0.0324 |
- 0.0298 |
- 0.1198 |
- 0.1399 |
-
-
- | 0.2 |
- 0.0408 |
- 0.0592 |
- 0.0248 |
- 0.0238 |
- 0.1053 |
- 0.1227 |
-
-
- | 0.25 |
- 0.0426 |
- 0.0597 |
- 0.0209 |
- 0.0257 |
- 0.0950 |
- 0.1094 |
-
-
- | 0.3 |
- 0.0315 |
- 0.0463 |
- 0.0171 |
- 0.0189 |
- 0.0891 |
- 0.1032 |
-
-
- | 0.35 |
- 0.0279 |
- 0.0392 |
- 0.0170 |
- 0.0194 |
- 0.0874 |
- 0.1000 |
-
-
- | 0.4 |
- 0.0231 |
- 0.0361 |
- 0.0153 |
- 0.0194 |
- 0.0818 |
- 0.0934 |
-
-
- | 0.45 |
- 0.0179 |
- 0.0290 |
- 0.0114 |
- 0.0155 |
- 0.0795 |
- 0.0905 |
-
-
- | 0.5 |
- 0.0152 |
- 0.0259 |
- 0.0116 |
- 0.0157 |
- 0.0764 |
- 0.0870 |
-
-
- | 0.55 |
- 0.0113 |
- 0.0232 |
- 0.0098 |
- 0.0156 |
- 0.0750 |
- 0.0851 |
-
-
- | 0.6 |
- 0.0097 |
- 0.0193 |
- 0.0097 |
- 0.0155 |
- 0.0725 |
- 0.0821 |
-
-
- | 0.65 |
- 0.0081 |
- 0.0155 |
- 0.0093 |
- 0.0150 |
- 0.0738 |
- 0.0828 |
-
-
- | 0.7 |
- 0.0077 |
- 0.0125 |
- 0.0089 |
- 0.0146 |
- 0.0723 |
- 0.0811 |
-
-
- | 0.75 |
- 0.0070 |
- 0.0091 |
- 0.0075 |
- 0.0123 |
- 0.0706 |
- 0.0790 |
-
-
- | 0.8 |
- 0.0062 |
- 0.0080 |
- 0.0070 |
- 0.0126 |
- 0.0701 |
- 0.0778 |
-
-
- | 0.85 |
- 0.0070 |
- 0.0067 |
- 0.0063 |
- 0.0129 |
- 0.0694 |
- 0.0776 |
-
-
- | 0.9 |
- 0.0078 |
- 0.0057 |
- 0.0058 |
- 0.0121 |
- 0.0683 |
- 0.0761 |
-
-
- | 0.95 |
- 0.0083 |
- 0.0060 |
- 0.0054 |
- 0.0126 |
- 0.0679 |
- 0.0758 |
-
-
- | 1.0 |
- 0.0003 |
- 0.0022 |
- 0.0057 |
- 0.0119 |
- 0.0681 |
- 0.0759 |
-
-
- | avg |
- 0.0203 |
- 0.0288 |
- 0.0214 |
- 0.0311 |
- 0.1264 |
- 0.1428 |
-
-
-
-
-
-
-
-
-
-
-## 50% positives
-> train: [0.5 0.5]
-> validation: [0.5 0.5]
-> bin_sld: 441.783s
-> mul_sld: 169.393s
-> bin_sld_gs: 1166.420s
-> mul_sld_gs: 689.481s
-> bin_sld_gsq: 549.038s
-> bin_pacc: 427.369s
-> mul_pacc: 166.563s
-> binmc_pacc: 426.636s
-> mulmc_pacc: 176.801s
-> binne_pacc: 435.657s
-> mulne_pacc: 161.090s
-> bin_pacc_gs: 730.060s
-> mul_pacc_gs: 266.437s
-> bin_cc: 412.726s
-> mul_cc: 152.522s
-> kfcv: 134.253s
-> ref: 128.737s
-> atc_mc: 129.517s
-> atc_ne: 122.889s
-> doc_feat: 88.896s
-> tot: 1170.874s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- bin_cc |
- mul_cc |
-
-
-
-
- | 0.0 |
- 0.0001 |
- 0.0001 |
- 0.0510 |
- 0.1875 |
- 0.9932 |
- 0.9897 |
-
-
- | 0.05 |
- 0.1103 |
- 0.0701 |
- 0.0718 |
- 0.0638 |
- 0.4082 |
- 0.4058 |
-
-
- | 0.1 |
- 0.0477 |
- 0.0384 |
- 0.0492 |
- 0.0389 |
- 0.2666 |
- 0.2644 |
-
-
- | 0.15 |
- 0.0318 |
- 0.0371 |
- 0.0376 |
- 0.0351 |
- 0.1976 |
- 0.1957 |
-
-
- | 0.2 |
- 0.0271 |
- 0.0350 |
- 0.0267 |
- 0.0250 |
- 0.1626 |
- 0.1617 |
-
-
- | 0.25 |
- 0.0265 |
- 0.0361 |
- 0.0221 |
- 0.0213 |
- 0.1344 |
- 0.1332 |
-
-
- | 0.3 |
- 0.0258 |
- 0.0314 |
- 0.0212 |
- 0.0212 |
- 0.1195 |
- 0.1186 |
-
-
- | 0.35 |
- 0.0249 |
- 0.0276 |
- 0.0210 |
- 0.0211 |
- 0.1075 |
- 0.1067 |
-
-
- | 0.4 |
- 0.0231 |
- 0.0264 |
- 0.0162 |
- 0.0174 |
- 0.0950 |
- 0.0944 |
-
-
- | 0.45 |
- 0.0198 |
- 0.0228 |
- 0.0137 |
- 0.0150 |
- 0.0884 |
- 0.0878 |
-
-
- | 0.5 |
- 0.0183 |
- 0.0204 |
- 0.0125 |
- 0.0139 |
- 0.0810 |
- 0.0803 |
-
-
- | 0.55 |
- 0.0147 |
- 0.0169 |
- 0.0100 |
- 0.0110 |
- 0.0755 |
- 0.0752 |
-
-
- | 0.6 |
- 0.0151 |
- 0.0163 |
- 0.0111 |
- 0.0104 |
- 0.0706 |
- 0.0701 |
-
-
- | 0.65 |
- 0.0123 |
- 0.0137 |
- 0.0104 |
- 0.0103 |
- 0.0692 |
- 0.0689 |
-
-
- | 0.7 |
- 0.0108 |
- 0.0120 |
- 0.0104 |
- 0.0111 |
- 0.0654 |
- 0.0650 |
-
-
- | 0.75 |
- 0.0086 |
- 0.0094 |
- 0.0092 |
- 0.0102 |
- 0.0613 |
- 0.0609 |
-
-
- | 0.8 |
- 0.0064 |
- 0.0086 |
- 0.0080 |
- 0.0092 |
- 0.0591 |
- 0.0587 |
-
-
- | 0.85 |
- 0.0059 |
- 0.0071 |
- 0.0067 |
- 0.0086 |
- 0.0567 |
- 0.0565 |
-
-
- | 0.9 |
- 0.0065 |
- 0.0067 |
- 0.0064 |
- 0.0081 |
- 0.0553 |
- 0.0550 |
-
-
- | 0.95 |
- 0.0063 |
- 0.0064 |
- 0.0054 |
- 0.0079 |
- 0.0532 |
- 0.0529 |
-
-
- | 1.0 |
- 0.0005 |
- 0.0024 |
- 0.0035 |
- 0.0077 |
- 0.0527 |
- 0.0525 |
-
-
- | avg |
- 0.0211 |
- 0.0212 |
- 0.0202 |
- 0.0264 |
- 0.1558 |
- 0.1550 |
-
-
-
-
-
-
-
-
-
-
-## 60% positives
-> train: [0.40003338 0.59996662]
-> validation: [0.40003338 0.59996662]
-> bin_sld: 426.378s
-> mul_sld: 153.126s
-> bin_sld_gs: 1140.607s
-> mul_sld_gs: 673.397s
-> bin_sld_gsq: 528.696s
-> bin_pacc: 420.283s
-> mul_pacc: 148.016s
-> binmc_pacc: 405.920s
-> mulmc_pacc: 167.711s
-> binne_pacc: 417.205s
-> mulne_pacc: 145.013s
-> bin_pacc_gs: 730.537s
-> mul_pacc_gs: 261.004s
-> bin_cc: 394.352s
-> mul_cc: 143.652s
-> kfcv: 122.227s
-> ref: 122.352s
-> atc_mc: 120.259s
-> atc_ne: 113.567s
-> doc_feat: 80.306s
-> tot: 1146.639s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- bin_cc |
- mul_cc |
-
-
-
-
- | 0.0 |
- 0.0001 |
- 0.0000 |
- 0.0341 |
- 0.1107 |
- 0.9206 |
- 0.9459 |
-
-
- | 0.05 |
- 0.1167 |
- 0.0892 |
- 0.0700 |
- 0.0541 |
- 0.4952 |
- 0.5146 |
-
-
- | 0.1 |
- 0.0728 |
- 0.0521 |
- 0.0628 |
- 0.0662 |
- 0.3341 |
- 0.3508 |
-
-
- | 0.15 |
- 0.0507 |
- 0.0342 |
- 0.0569 |
- 0.0666 |
- 0.2443 |
- 0.2573 |
-
-
- | 0.2 |
- 0.0318 |
- 0.0240 |
- 0.0410 |
- 0.0541 |
- 0.1957 |
- 0.2058 |
-
-
- | 0.25 |
- 0.0305 |
- 0.0223 |
- 0.0400 |
- 0.0524 |
- 0.1561 |
- 0.1650 |
-
-
- | 0.3 |
- 0.0287 |
- 0.0211 |
- 0.0344 |
- 0.0458 |
- 0.1327 |
- 0.1408 |
-
-
- | 0.35 |
- 0.0264 |
- 0.0201 |
- 0.0320 |
- 0.0417 |
- 0.1119 |
- 0.1189 |
-
-
- | 0.4 |
- 0.0241 |
- 0.0180 |
- 0.0273 |
- 0.0353 |
- 0.0962 |
- 0.1022 |
-
-
- | 0.45 |
- 0.0196 |
- 0.0149 |
- 0.0230 |
- 0.0310 |
- 0.0853 |
- 0.0909 |
-
-
- | 0.5 |
- 0.0208 |
- 0.0162 |
- 0.0211 |
- 0.0274 |
- 0.0736 |
- 0.0785 |
-
-
- | 0.55 |
- 0.0159 |
- 0.0116 |
- 0.0175 |
- 0.0235 |
- 0.0648 |
- 0.0692 |
-
-
- | 0.6 |
- 0.0143 |
- 0.0115 |
- 0.0138 |
- 0.0180 |
- 0.0580 |
- 0.0618 |
-
-
- | 0.65 |
- 0.0130 |
- 0.0100 |
- 0.0122 |
- 0.0163 |
- 0.0535 |
- 0.0574 |
-
-
- | 0.7 |
- 0.0146 |
- 0.0104 |
- 0.0136 |
- 0.0162 |
- 0.0472 |
- 0.0503 |
-
-
- | 0.75 |
- 0.0128 |
- 0.0091 |
- 0.0112 |
- 0.0135 |
- 0.0424 |
- 0.0452 |
-
-
- | 0.8 |
- 0.0118 |
- 0.0086 |
- 0.0095 |
- 0.0106 |
- 0.0389 |
- 0.0417 |
-
-
- | 0.85 |
- 0.0117 |
- 0.0083 |
- 0.0090 |
- 0.0104 |
- 0.0351 |
- 0.0375 |
-
-
- | 0.9 |
- 0.0107 |
- 0.0075 |
- 0.0083 |
- 0.0086 |
- 0.0316 |
- 0.0340 |
-
-
- | 0.95 |
- 0.0087 |
- 0.0069 |
- 0.0069 |
- 0.0065 |
- 0.0293 |
- 0.0312 |
-
-
- | 1.0 |
- 0.0021 |
- 0.0033 |
- 0.0057 |
- 0.0055 |
- 0.0276 |
- 0.0294 |
-
-
- | avg |
- 0.0256 |
- 0.0190 |
- 0.0262 |
- 0.0340 |
- 0.1559 |
- 0.1633 |
-
-
-
-
-
-
-
-
-
-
-## 70% positives
-> train: [0.29989987 0.70010013]
-> validation: [0.30006676 0.69993324]
-> bin_sld: 417.731s
-> mul_sld: 155.451s
-> bin_sld_gs: 1141.720s
-> mul_sld_gs: 680.203s
-> bin_sld_gsq: 527.251s
-> bin_pacc: 413.591s
-> mul_pacc: 130.941s
-> binmc_pacc: 410.011s
-> mulmc_pacc: 160.422s
-> binne_pacc: 411.824s
-> mulne_pacc: 150.120s
-> bin_pacc_gs: 731.866s
-> mul_pacc_gs: 262.250s
-> bin_cc: 396.501s
-> mul_cc: 145.444s
-> kfcv: 127.528s
-> ref: 121.369s
-> atc_mc: 106.641s
-> atc_ne: 101.076s
-> doc_feat: 86.241s
-> tot: 1146.268s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- bin_cc |
- mul_cc |
-
-
-
-
- | 0.0 |
- 0.0001 |
- 0.0000 |
- 0.0048 |
- 0.0014 |
- 0.7616 |
- 0.8935 |
-
-
- | 0.05 |
- 0.1287 |
- 0.1285 |
- 0.1001 |
- 0.1223 |
- 0.4968 |
- 0.6002 |
-
-
- | 0.1 |
- 0.0930 |
- 0.0992 |
- 0.0849 |
- 0.0992 |
- 0.3602 |
- 0.4457 |
-
-
- | 0.15 |
- 0.0718 |
- 0.0750 |
- 0.0803 |
- 0.0877 |
- 0.2727 |
- 0.3443 |
-
-
- | 0.2 |
- 0.0497 |
- 0.0545 |
- 0.0633 |
- 0.0706 |
- 0.2164 |
- 0.2755 |
-
-
- | 0.25 |
- 0.0443 |
- 0.0465 |
- 0.0626 |
- 0.0676 |
- 0.1700 |
- 0.2216 |
-
-
- | 0.3 |
- 0.0375 |
- 0.0378 |
- 0.0521 |
- 0.0575 |
- 0.1418 |
- 0.1848 |
-
-
- | 0.35 |
- 0.0322 |
- 0.0340 |
- 0.0477 |
- 0.0535 |
- 0.1171 |
- 0.1569 |
-
-
- | 0.4 |
- 0.0266 |
- 0.0259 |
- 0.0427 |
- 0.0473 |
- 0.0974 |
- 0.1309 |
-
-
- | 0.45 |
- 0.0227 |
- 0.0219 |
- 0.0356 |
- 0.0419 |
- 0.0831 |
- 0.1123 |
-
-
- | 0.5 |
- 0.0200 |
- 0.0188 |
- 0.0300 |
- 0.0351 |
- 0.0688 |
- 0.0939 |
-
-
- | 0.55 |
- 0.0185 |
- 0.0158 |
- 0.0275 |
- 0.0326 |
- 0.0577 |
- 0.0795 |
-
-
- | 0.6 |
- 0.0141 |
- 0.0120 |
- 0.0202 |
- 0.0258 |
- 0.0488 |
- 0.0684 |
-
-
- | 0.65 |
- 0.0163 |
- 0.0126 |
- 0.0191 |
- 0.0244 |
- 0.0418 |
- 0.0586 |
-
-
- | 0.7 |
- 0.0133 |
- 0.0096 |
- 0.0161 |
- 0.0228 |
- 0.0336 |
- 0.0489 |
-
-
- | 0.75 |
- 0.0127 |
- 0.0086 |
- 0.0132 |
- 0.0199 |
- 0.0278 |
- 0.0407 |
-
-
- | 0.8 |
- 0.0133 |
- 0.0087 |
- 0.0111 |
- 0.0173 |
- 0.0221 |
- 0.0335 |
-
-
- | 0.85 |
- 0.0132 |
- 0.0082 |
- 0.0098 |
- 0.0158 |
- 0.0175 |
- 0.0273 |
-
-
- | 0.9 |
- 0.0111 |
- 0.0060 |
- 0.0067 |
- 0.0131 |
- 0.0139 |
- 0.0218 |
-
-
- | 0.95 |
- 0.0095 |
- 0.0050 |
- 0.0055 |
- 0.0109 |
- 0.0094 |
- 0.0161 |
-
-
- | 1.0 |
- 0.0030 |
- 0.0029 |
- 0.0044 |
- 0.0106 |
- 0.0071 |
- 0.0123 |
-
-
- | avg |
- 0.0310 |
- 0.0301 |
- 0.0351 |
- 0.0418 |
- 0.1460 |
- 0.1841 |
-
-
-
-
-
-
-
-
-
-
-## 80% positives
-> train: [0.19993324 0.80006676]
-> validation: [0.20010013 0.79989987]
-> bin_sld: 437.768s
-> mul_sld: 162.581s
-> bin_sld_gs: 1142.333s
-> mul_sld_gs: 680.247s
-> bin_sld_gsq: 532.404s
-> bin_pacc: 414.897s
-> mul_pacc: 158.907s
-> binmc_pacc: 406.361s
-> mulmc_pacc: 141.227s
-> binne_pacc: 414.412s
-> mulne_pacc: 158.498s
-> bin_pacc_gs: 720.921s
-> mul_pacc_gs: 272.540s
-> bin_cc: 395.525s
-> mul_cc: 139.596s
-> kfcv: 123.479s
-> ref: 124.418s
-> atc_mc: 126.354s
-> atc_ne: 101.451s
-> doc_feat: 111.799s
-> tot: 1146.771s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- bin_cc |
- mul_cc |
-
-
-
-
- | 0.0 |
- 0.0001 |
- 0.0000 |
- 0.1760 |
- 0.0293 |
- 0.6272 |
- 0.6786 |
-
-
- | 0.05 |
- 0.1267 |
- 0.1290 |
- 0.1147 |
- 0.0324 |
- 0.4781 |
- 0.5226 |
-
-
- | 0.1 |
- 0.0989 |
- 0.1103 |
- 0.0838 |
- 0.0292 |
- 0.3819 |
- 0.4200 |
-
-
- | 0.15 |
- 0.0757 |
- 0.0909 |
- 0.0611 |
- 0.0290 |
- 0.3060 |
- 0.3384 |
-
-
- | 0.2 |
- 0.0552 |
- 0.0707 |
- 0.0485 |
- 0.0264 |
- 0.2520 |
- 0.2798 |
-
-
- | 0.25 |
- 0.0470 |
- 0.0608 |
- 0.0328 |
- 0.0300 |
- 0.2047 |
- 0.2302 |
-
-
- | 0.3 |
- 0.0374 |
- 0.0510 |
- 0.0265 |
- 0.0279 |
- 0.1723 |
- 0.1930 |
-
-
- | 0.35 |
- 0.0314 |
- 0.0438 |
- 0.0207 |
- 0.0254 |
- 0.1434 |
- 0.1629 |
-
-
- | 0.4 |
- 0.0249 |
- 0.0347 |
- 0.0164 |
- 0.0246 |
- 0.1186 |
- 0.1351 |
-
-
- | 0.45 |
- 0.0189 |
- 0.0273 |
- 0.0151 |
- 0.0200 |
- 0.1000 |
- 0.1147 |
-
-
- | 0.5 |
- 0.0147 |
- 0.0214 |
- 0.0110 |
- 0.0181 |
- 0.0823 |
- 0.0956 |
-
-
- | 0.55 |
- 0.0136 |
- 0.0195 |
- 0.0085 |
- 0.0195 |
- 0.0658 |
- 0.0774 |
-
-
- | 0.6 |
- 0.0084 |
- 0.0128 |
- 0.0085 |
- 0.0143 |
- 0.0546 |
- 0.0643 |
-
-
- | 0.65 |
- 0.0093 |
- 0.0125 |
- 0.0073 |
- 0.0145 |
- 0.0433 |
- 0.0520 |
-
-
- | 0.7 |
- 0.0076 |
- 0.0097 |
- 0.0059 |
- 0.0122 |
- 0.0332 |
- 0.0411 |
-
-
- | 0.75 |
- 0.0073 |
- 0.0077 |
- 0.0053 |
- 0.0097 |
- 0.0252 |
- 0.0322 |
-
-
- | 0.8 |
- 0.0083 |
- 0.0072 |
- 0.0043 |
- 0.0093 |
- 0.0178 |
- 0.0236 |
-
-
- | 0.85 |
- 0.0077 |
- 0.0063 |
- 0.0044 |
- 0.0074 |
- 0.0110 |
- 0.0163 |
-
-
- | 0.9 |
- 0.0084 |
- 0.0055 |
- 0.0035 |
- 0.0060 |
- 0.0057 |
- 0.0093 |
-
-
- | 0.95 |
- 0.0073 |
- 0.0046 |
- 0.0038 |
- 0.0047 |
- 0.0026 |
- 0.0033 |
-
-
- | 1.0 |
- 0.0027 |
- 0.0023 |
- 0.0034 |
- 0.0052 |
- 0.0060 |
- 0.0037 |
-
-
- | avg |
- 0.0291 |
- 0.0347 |
- 0.0315 |
- 0.0188 |
- 0.1491 |
- 0.1664 |
-
-
-
-
-
-
-
-
-
-
-## 90% positives
-> train: [0.09996662 0.90003338]
-> validation: [0.09996662 0.90003338]
-> bin_sld: 423.737s
-> mul_sld: 177.588s
-> bin_sld_gs: 1108.736s
-> mul_sld_gs: 666.006s
-> bin_sld_gsq: 518.900s
-> bin_pacc: 406.760s
-> mul_pacc: 133.174s
-> binmc_pacc: 401.789s
-> mulmc_pacc: 147.520s
-> binne_pacc: 400.414s
-> mulne_pacc: 148.167s
-> bin_pacc_gs: 722.523s
-> mul_pacc_gs: 252.340s
-> bin_cc: 378.760s
-> mul_cc: 126.045s
-> kfcv: 109.535s
-> ref: 87.159s
-> atc_mc: 99.104s
-> atc_ne: 101.467s
-> doc_feat: 83.819s
-> tot: 1113.236s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- bin_cc |
- mul_cc |
-
-
-
-
- | 0.0 |
- 0.0000 |
- 0.0000 |
- 0.0176 |
- 0.0053 |
- 0.6063 |
- 0.5872 |
-
-
- | 0.05 |
- 0.1094 |
- 0.1097 |
- 0.0353 |
- 0.0471 |
- 0.5278 |
- 0.5100 |
-
-
- | 0.1 |
- 0.1816 |
- 0.1513 |
- 0.0274 |
- 0.0393 |
- 0.4605 |
- 0.4413 |
-
-
- | 0.15 |
- 0.1703 |
- 0.1465 |
- 0.0193 |
- 0.0328 |
- 0.4008 |
- 0.3833 |
-
-
- | 0.2 |
- 0.1472 |
- 0.1315 |
- 0.0209 |
- 0.0292 |
- 0.3500 |
- 0.3335 |
-
-
- | 0.25 |
- 0.1320 |
- 0.1232 |
- 0.0192 |
- 0.0301 |
- 0.3046 |
- 0.2873 |
-
-
- | 0.3 |
- 0.1123 |
- 0.1082 |
- 0.0169 |
- 0.0256 |
- 0.2650 |
- 0.2494 |
-
-
- | 0.35 |
- 0.0969 |
- 0.0971 |
- 0.0154 |
- 0.0241 |
- 0.2299 |
- 0.2149 |
-
-
- | 0.4 |
- 0.0828 |
- 0.0853 |
- 0.0143 |
- 0.0231 |
- 0.1987 |
- 0.1846 |
-
-
- | 0.45 |
- 0.0671 |
- 0.0705 |
- 0.0112 |
- 0.0172 |
- 0.1718 |
- 0.1589 |
-
-
- | 0.5 |
- 0.0552 |
- 0.0600 |
- 0.0117 |
- 0.0174 |
- 0.1457 |
- 0.1336 |
-
-
- | 0.55 |
- 0.0485 |
- 0.0534 |
- 0.0106 |
- 0.0184 |
- 0.1215 |
- 0.1112 |
-
-
- | 0.6 |
- 0.0353 |
- 0.0401 |
- 0.0086 |
- 0.0137 |
- 0.1023 |
- 0.0928 |
-
-
- | 0.65 |
- 0.0316 |
- 0.0361 |
- 0.0092 |
- 0.0149 |
- 0.0833 |
- 0.0752 |
-
-
- | 0.7 |
- 0.0235 |
- 0.0273 |
- 0.0085 |
- 0.0125 |
- 0.0665 |
- 0.0592 |
-
-
- | 0.75 |
- 0.0165 |
- 0.0198 |
- 0.0068 |
- 0.0103 |
- 0.0522 |
- 0.0460 |
-
-
- | 0.8 |
- 0.0128 |
- 0.0143 |
- 0.0068 |
- 0.0101 |
- 0.0377 |
- 0.0334 |
-
-
- | 0.85 |
- 0.0088 |
- 0.0095 |
- 0.0064 |
- 0.0093 |
- 0.0256 |
- 0.0224 |
-
-
- | 0.9 |
- 0.0055 |
- 0.0050 |
- 0.0054 |
- 0.0075 |
- 0.0139 |
- 0.0122 |
-
-
- | 0.95 |
- 0.0037 |
- 0.0033 |
- 0.0050 |
- 0.0070 |
- 0.0034 |
- 0.0030 |
-
-
- | 1.0 |
- 0.0026 |
- 0.0021 |
- 0.0052 |
- 0.0065 |
- 0.0071 |
- 0.0065 |
-
-
- | avg |
- 0.0640 |
- 0.0616 |
- 0.0134 |
- 0.0191 |
- 0.1988 |
- 0.1879 |
-
-
-
-
-
-
-
-
-
-
-## avg
-### avg on train
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- bin_cc |
- mul_cc |
-
-
-
-
- | 0.0 |
- 0.0020 |
- 0.0180 |
- 0.0554 |
- 0.1647 |
- 0.6479 |
- 0.6952 |
-
-
- | 0.05 |
- 0.1221 |
- 0.1059 |
- 0.0723 |
- 0.0758 |
- 0.3220 |
- 0.3461 |
-
-
- | 0.1 |
- 0.0888 |
- 0.0815 |
- 0.0518 |
- 0.0537 |
- 0.2501 |
- 0.2662 |
-
-
- | 0.15 |
- 0.0733 |
- 0.0670 |
- 0.0407 |
- 0.0457 |
- 0.2066 |
- 0.2177 |
-
-
- | 0.2 |
- 0.0571 |
- 0.0557 |
- 0.0329 |
- 0.0377 |
- 0.1793 |
- 0.1878 |
-
-
- | 0.25 |
- 0.0487 |
- 0.0508 |
- 0.0290 |
- 0.0365 |
- 0.1558 |
- 0.1618 |
-
-
- | 0.3 |
- 0.0418 |
- 0.0426 |
- 0.0249 |
- 0.0317 |
- 0.1408 |
- 0.1457 |
-
-
- | 0.35 |
- 0.0351 |
- 0.0373 |
- 0.0232 |
- 0.0293 |
- 0.1283 |
- 0.1321 |
-
-
- | 0.4 |
- 0.0308 |
- 0.0346 |
- 0.0209 |
- 0.0275 |
- 0.1162 |
- 0.1185 |
-
-
- | 0.45 |
- 0.0254 |
- 0.0306 |
- 0.0180 |
- 0.0245 |
- 0.1073 |
- 0.1090 |
-
-
- | 0.5 |
- 0.0237 |
- 0.0287 |
- 0.0165 |
- 0.0222 |
- 0.0984 |
- 0.0990 |
-
-
- | 0.55 |
- 0.0199 |
- 0.0272 |
- 0.0151 |
- 0.0214 |
- 0.0911 |
- 0.0917 |
-
-
- | 0.6 |
- 0.0186 |
- 0.0246 |
- 0.0131 |
- 0.0184 |
- 0.0846 |
- 0.0841 |
-
-
- | 0.65 |
- 0.0186 |
- 0.0248 |
- 0.0131 |
- 0.0180 |
- 0.0809 |
- 0.0799 |
-
-
- | 0.7 |
- 0.0162 |
- 0.0228 |
- 0.0125 |
- 0.0172 |
- 0.0759 |
- 0.0745 |
-
-
- | 0.75 |
- 0.0154 |
- 0.0215 |
- 0.0113 |
- 0.0156 |
- 0.0717 |
- 0.0701 |
-
-
- | 0.8 |
- 0.0145 |
- 0.0212 |
- 0.0103 |
- 0.0144 |
- 0.0676 |
- 0.0658 |
-
-
- | 0.85 |
- 0.0142 |
- 0.0204 |
- 0.0100 |
- 0.0138 |
- 0.0645 |
- 0.0626 |
-
-
- | 0.9 |
- 0.0134 |
- 0.0170 |
- 0.0093 |
- 0.0130 |
- 0.0614 |
- 0.0593 |
-
-
- | 0.95 |
- 0.0118 |
- 0.0133 |
- 0.0087 |
- 0.0125 |
- 0.0588 |
- 0.0560 |
-
-
- | 1.0 |
- 0.0027 |
- 0.0060 |
- 0.0086 |
- 0.0118 |
- 0.0596 |
- 0.0564 |
-
-
- | avg |
- 0.0331 |
- 0.0358 |
- 0.0237 |
- 0.0336 |
- 0.1461 |
- 0.1514 |
-
-
-
-
-
-
-### avg on test
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- bin_cc |
- mul_cc |
-
-
-
-
- | 0.1 |
- 0.0625 |
- 0.0654 |
- 0.0250 |
- 0.0691 |
- 0.1603 |
- 0.0898 |
-
-
- | 0.2 |
- 0.0224 |
- 0.0331 |
- 0.0202 |
- 0.0340 |
- 0.1060 |
- 0.1207 |
-
-
- | 0.3 |
- 0.0215 |
- 0.0281 |
- 0.0203 |
- 0.0279 |
- 0.1167 |
- 0.1528 |
-
-
- | 0.4 |
- 0.0203 |
- 0.0288 |
- 0.0214 |
- 0.0311 |
- 0.1264 |
- 0.1428 |
-
-
- | 0.5 |
- 0.0211 |
- 0.0212 |
- 0.0202 |
- 0.0264 |
- 0.1558 |
- 0.1550 |
-
-
- | 0.6 |
- 0.0256 |
- 0.0190 |
- 0.0262 |
- 0.0340 |
- 0.1559 |
- 0.1633 |
-
-
- | 0.7 |
- 0.0310 |
- 0.0301 |
- 0.0351 |
- 0.0418 |
- 0.1460 |
- 0.1841 |
-
-
- | 0.8 |
- 0.0291 |
- 0.0347 |
- 0.0315 |
- 0.0188 |
- 0.1491 |
- 0.1664 |
-
-
- | 0.9 |
- 0.0640 |
- 0.0616 |
- 0.0134 |
- 0.0191 |
- 0.1988 |
- 0.1879 |
-
-
- | avg |
- 0.0331 |
- 0.0358 |
- 0.0237 |
- 0.0336 |
- 0.1461 |
- 0.1514 |
-
-
-
-
-
-
-### avg dataset shift
-
diff --git a/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_gs_vs_all_acc.md b/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_gs_vs_all_acc.md
deleted file mode 100644
index 23fd84c..0000000
--- a/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_gs_vs_all_acc.md
+++ /dev/null
@@ -1,2776 +0,0 @@
-# rcv1_CCAT_9prevs
-
-## 10% positives
-> train: [0.90003338 0.09996662]
-> validation: [0.90003338 0.09996662]
-> bin_sld: 426.003s
-> mul_sld: 199.118s
-> bin_sld_gs: 1070.285s
-> mul_sld_gs: 686.591s
-> bin_pacc: 409.897s
-> mul_pacc: 169.591s
-> binmc_pacc: 412.906s
-> mulmc_pacc: 173.043s
-> binne_pacc: 411.128s
-> mulne_pacc: 146.658s
-> bin_pacc_gs: 710.525s
-> mul_pacc_gs: 245.764s
-> bin_cc: 389.472s
-> mul_cc: 148.220s
-> kfcv: 130.095s
-> ref: 120.267s
-> atc_mc: 125.236s
-> atc_ne: 121.957s
-> doc_feat: 83.796s
-> tot: 1073.769s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- kfcv |
- atc_mc |
- doc_feat |
-
-
-
-
- | 0.0 |
- 0.0016 |
- 0.0039 |
- 0.0064 |
- 0.0211 |
- 0.0789 |
- 0.0088 |
- 0.0735 |
-
-
- | 0.05 |
- 0.0064 |
- 0.0056 |
- 0.0063 |
- 0.0185 |
- 0.0426 |
- 0.0046 |
- 0.0373 |
-
-
- | 0.1 |
- 0.0082 |
- 0.0088 |
- 0.0061 |
- 0.0165 |
- 0.0069 |
- 0.0080 |
- 0.0037 |
-
-
- | 0.15 |
- 0.0096 |
- 0.0108 |
- 0.0058 |
- 0.0136 |
- 0.0298 |
- 0.0128 |
- 0.0348 |
-
-
- | 0.2 |
- 0.0113 |
- 0.0134 |
- 0.0081 |
- 0.0129 |
- 0.0651 |
- 0.0194 |
- 0.0701 |
-
-
- | 0.25 |
- 0.0128 |
- 0.0153 |
- 0.0084 |
- 0.0104 |
- 0.1009 |
- 0.0256 |
- 0.1057 |
-
-
- | 0.3 |
- 0.0142 |
- 0.0165 |
- 0.0089 |
- 0.0097 |
- 0.1387 |
- 0.0348 |
- 0.1434 |
-
-
- | 0.35 |
- 0.0158 |
- 0.0182 |
- 0.0117 |
- 0.0080 |
- 0.1741 |
- 0.0438 |
- 0.1788 |
-
-
- | 0.4 |
- 0.0150 |
- 0.0182 |
- 0.0137 |
- 0.0092 |
- 0.2117 |
- 0.0509 |
- 0.2162 |
-
-
- | 0.45 |
- 0.0153 |
- 0.0185 |
- 0.0149 |
- 0.0103 |
- 0.2465 |
- 0.0568 |
- 0.2509 |
-
-
- | 0.5 |
- 0.0156 |
- 0.0170 |
- 0.0165 |
- 0.0098 |
- 0.2829 |
- 0.0633 |
- 0.2873 |
-
-
- | 0.55 |
- 0.0158 |
- 0.0181 |
- 0.0196 |
- 0.0130 |
- 0.3210 |
- 0.0728 |
- 0.3253 |
-
-
- | 0.6 |
- 0.0134 |
- 0.0145 |
- 0.0187 |
- 0.0119 |
- 0.3543 |
- 0.0748 |
- 0.3584 |
-
-
- | 0.65 |
- 0.0163 |
- 0.0153 |
- 0.0233 |
- 0.0145 |
- 0.3914 |
- 0.0843 |
- 0.3954 |
-
-
- | 0.7 |
- 0.0152 |
- 0.0134 |
- 0.0257 |
- 0.0159 |
- 0.4274 |
- 0.0916 |
- 0.4313 |
-
-
- | 0.75 |
- 0.0152 |
- 0.0123 |
- 0.0279 |
- 0.0200 |
- 0.4632 |
- 0.1005 |
- 0.4671 |
-
-
- | 0.8 |
- 0.0126 |
- 0.0104 |
- 0.0278 |
- 0.0203 |
- 0.5007 |
- 0.1064 |
- 0.5045 |
-
-
- | 0.85 |
- 0.0113 |
- 0.0083 |
- 0.0309 |
- 0.0227 |
- 0.5354 |
- 0.1147 |
- 0.5390 |
-
-
- | 0.9 |
- 0.0107 |
- 0.0091 |
- 0.0341 |
- 0.0260 |
- 0.5703 |
- 0.1204 |
- 0.5739 |
-
-
- | 0.95 |
- 0.0093 |
- 0.0114 |
- 0.0346 |
- 0.0260 |
- 0.6056 |
- 0.1244 |
- 0.6090 |
-
-
- | 1.0 |
- 0.0083 |
- 0.0038 |
- 0.0389 |
- 0.0302 |
- 0.6421 |
- 0.1336 |
- 0.6454 |
-
-
- | avg |
- 0.0121 |
- 0.0125 |
- 0.0185 |
- 0.0162 |
- 0.2947 |
- 0.0644 |
- 0.2977 |
-
-
-
-
-
-
-
-
-
-
-## 20% positives
-> train: [0.79989987 0.20010013]
-> validation: [0.80006676 0.19993324]
-> bin_sld: 422.895s
-> mul_sld: 162.786s
-> bin_sld_gs: 1128.064s
-> mul_sld_gs: 683.619s
-> bin_sld_gsq: 524.432s
-> bin_pacc: 410.462s
-> mul_pacc: 155.872s
-> binmc_pacc: 407.039s
-> mulmc_pacc: 173.902s
-> binne_pacc: 410.358s
-> mulne_pacc: 167.292s
-> bin_pacc_gs: 732.626s
-> mul_pacc_gs: 261.935s
-> bin_cc: 396.948s
-> mul_cc: 147.743s
-> kfcv: 132.118s
-> ref: 106.145s
-> atc_mc: 127.911s
-> atc_ne: 121.613s
-> doc_feat: 80.220s
-> tot: 1132.799s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- kfcv |
- atc_mc |
- doc_feat |
-
-
-
-
- | 0.0 |
- 0.0080 |
- 0.0124 |
- 0.0226 |
- 0.0146 |
- 0.0887 |
- 0.0097 |
- 0.0803 |
-
-
- | 0.05 |
- 0.0096 |
- 0.0108 |
- 0.0206 |
- 0.0126 |
- 0.0684 |
- 0.0071 |
- 0.0601 |
-
-
- | 0.1 |
- 0.0114 |
- 0.0101 |
- 0.0196 |
- 0.0120 |
- 0.0480 |
- 0.0062 |
- 0.0398 |
-
-
- | 0.15 |
- 0.0114 |
- 0.0085 |
- 0.0169 |
- 0.0106 |
- 0.0285 |
- 0.0064 |
- 0.0204 |
-
-
- | 0.2 |
- 0.0124 |
- 0.0084 |
- 0.0154 |
- 0.0106 |
- 0.0098 |
- 0.0088 |
- 0.0063 |
-
-
- | 0.25 |
- 0.0124 |
- 0.0086 |
- 0.0128 |
- 0.0095 |
- 0.0114 |
- 0.0093 |
- 0.0187 |
-
-
- | 0.3 |
- 0.0139 |
- 0.0080 |
- 0.0135 |
- 0.0097 |
- 0.0323 |
- 0.0124 |
- 0.0401 |
-
-
- | 0.35 |
- 0.0130 |
- 0.0082 |
- 0.0126 |
- 0.0085 |
- 0.0544 |
- 0.0161 |
- 0.0621 |
-
-
- | 0.4 |
- 0.0127 |
- 0.0095 |
- 0.0098 |
- 0.0096 |
- 0.0742 |
- 0.0190 |
- 0.0819 |
-
-
- | 0.45 |
- 0.0149 |
- 0.0102 |
- 0.0104 |
- 0.0099 |
- 0.0919 |
- 0.0207 |
- 0.0995 |
-
-
- | 0.5 |
- 0.0156 |
- 0.0103 |
- 0.0091 |
- 0.0102 |
- 0.1131 |
- 0.0222 |
- 0.1206 |
-
-
- | 0.55 |
- 0.0147 |
- 0.0120 |
- 0.0082 |
- 0.0104 |
- 0.1328 |
- 0.0247 |
- 0.1402 |
-
-
- | 0.6 |
- 0.0152 |
- 0.0117 |
- 0.0085 |
- 0.0118 |
- 0.1510 |
- 0.0272 |
- 0.1583 |
-
-
- | 0.65 |
- 0.0163 |
- 0.0140 |
- 0.0087 |
- 0.0127 |
- 0.1734 |
- 0.0331 |
- 0.1806 |
-
-
- | 0.7 |
- 0.0158 |
- 0.0151 |
- 0.0073 |
- 0.0122 |
- 0.1941 |
- 0.0384 |
- 0.2012 |
-
-
- | 0.75 |
- 0.0172 |
- 0.0151 |
- 0.0072 |
- 0.0133 |
- 0.2136 |
- 0.0425 |
- 0.2205 |
-
-
- | 0.8 |
- 0.0173 |
- 0.0133 |
- 0.0066 |
- 0.0128 |
- 0.2328 |
- 0.0407 |
- 0.2397 |
-
-
- | 0.85 |
- 0.0185 |
- 0.0134 |
- 0.0072 |
- 0.0133 |
- 0.2528 |
- 0.0447 |
- 0.2596 |
-
-
- | 0.9 |
- 0.0199 |
- 0.0131 |
- 0.0077 |
- 0.0148 |
- 0.2733 |
- 0.0493 |
- 0.2800 |
-
-
- | 0.95 |
- 0.0205 |
- 0.0113 |
- 0.0083 |
- 0.0142 |
- 0.2925 |
- 0.0492 |
- 0.2991 |
-
-
- | 1.0 |
- 0.0223 |
- 0.0077 |
- 0.0091 |
- 0.0168 |
- 0.3148 |
- 0.0571 |
- 0.3213 |
-
-
- | avg |
- 0.0149 |
- 0.0110 |
- 0.0115 |
- 0.0119 |
- 0.1358 |
- 0.0259 |
- 0.1395 |
-
-
-
-
-
-
-
-
-
-
-## 30% positives
-> train: [0.69993324 0.30006676]
-> validation: [0.70010013 0.29989987]
-> bin_sld: 421.459s
-> mul_sld: 146.321s
-> bin_sld_gs: 1159.421s
-> mul_sld_gs: 690.743s
-> bin_sld_gsq: 531.736s
-> bin_pacc: 423.881s
-> mul_pacc: 166.104s
-> binmc_pacc: 422.818s
-> mulmc_pacc: 164.572s
-> binne_pacc: 409.704s
-> mulne_pacc: 155.476s
-> bin_pacc_gs: 737.229s
-> mul_pacc_gs: 269.465s
-> bin_cc: 400.220s
-> mul_cc: 118.299s
-> kfcv: 131.612s
-> ref: 122.392s
-> atc_mc: 119.095s
-> atc_ne: 108.266s
-> doc_feat: 96.341s
-> tot: 1163.937s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- kfcv |
- atc_mc |
- doc_feat |
-
-
-
-
- | 0.0 |
- 0.0059 |
- 0.0081 |
- 0.0076 |
- 0.0067 |
- 0.0724 |
- 0.0103 |
- 0.0606 |
-
-
- | 0.05 |
- 0.0083 |
- 0.0082 |
- 0.0094 |
- 0.0105 |
- 0.0607 |
- 0.0072 |
- 0.0489 |
-
-
- | 0.1 |
- 0.0087 |
- 0.0080 |
- 0.0095 |
- 0.0113 |
- 0.0499 |
- 0.0049 |
- 0.0382 |
-
-
- | 0.15 |
- 0.0097 |
- 0.0091 |
- 0.0095 |
- 0.0131 |
- 0.0381 |
- 0.0060 |
- 0.0265 |
-
-
- | 0.2 |
- 0.0089 |
- 0.0087 |
- 0.0102 |
- 0.0140 |
- 0.0259 |
- 0.0082 |
- 0.0143 |
-
-
- | 0.25 |
- 0.0094 |
- 0.0111 |
- 0.0106 |
- 0.0153 |
- 0.0161 |
- 0.0101 |
- 0.0067 |
-
-
- | 0.3 |
- 0.0091 |
- 0.0115 |
- 0.0101 |
- 0.0128 |
- 0.0067 |
- 0.0119 |
- 0.0096 |
-
-
- | 0.35 |
- 0.0104 |
- 0.0117 |
- 0.0116 |
- 0.0135 |
- 0.0104 |
- 0.0160 |
- 0.0208 |
-
-
- | 0.4 |
- 0.0108 |
- 0.0133 |
- 0.0118 |
- 0.0139 |
- 0.0201 |
- 0.0190 |
- 0.0314 |
-
-
- | 0.45 |
- 0.0097 |
- 0.0138 |
- 0.0109 |
- 0.0117 |
- 0.0313 |
- 0.0222 |
- 0.0426 |
-
-
- | 0.5 |
- 0.0095 |
- 0.0131 |
- 0.0115 |
- 0.0126 |
- 0.0418 |
- 0.0259 |
- 0.0531 |
-
-
- | 0.55 |
- 0.0089 |
- 0.0146 |
- 0.0111 |
- 0.0145 |
- 0.0528 |
- 0.0297 |
- 0.0640 |
-
-
- | 0.6 |
- 0.0086 |
- 0.0147 |
- 0.0119 |
- 0.0128 |
- 0.0626 |
- 0.0307 |
- 0.0737 |
-
-
- | 0.65 |
- 0.0090 |
- 0.0154 |
- 0.0121 |
- 0.0140 |
- 0.0774 |
- 0.0368 |
- 0.0885 |
-
-
- | 0.7 |
- 0.0077 |
- 0.0141 |
- 0.0123 |
- 0.0132 |
- 0.0885 |
- 0.0400 |
- 0.0995 |
-
-
- | 0.75 |
- 0.0085 |
- 0.0132 |
- 0.0105 |
- 0.0136 |
- 0.1001 |
- 0.0427 |
- 0.1111 |
-
-
- | 0.8 |
- 0.0078 |
- 0.0116 |
- 0.0106 |
- 0.0122 |
- 0.1094 |
- 0.0464 |
- 0.1203 |
-
-
- | 0.85 |
- 0.0071 |
- 0.0129 |
- 0.0115 |
- 0.0152 |
- 0.1227 |
- 0.0517 |
- 0.1336 |
-
-
- | 0.9 |
- 0.0074 |
- 0.0101 |
- 0.0111 |
- 0.0146 |
- 0.1327 |
- 0.0521 |
- 0.1435 |
-
-
- | 0.95 |
- 0.0072 |
- 0.0099 |
- 0.0136 |
- 0.0180 |
- 0.1428 |
- 0.0548 |
- 0.1536 |
-
-
- | 1.0 |
- 0.0017 |
- 0.0067 |
- 0.0108 |
- 0.0181 |
- 0.1570 |
- 0.0625 |
- 0.1677 |
-
-
- | avg |
- 0.0083 |
- 0.0114 |
- 0.0109 |
- 0.0134 |
- 0.0676 |
- 0.0280 |
- 0.0718 |
-
-
-
-
-
-
-
-
-
-
-## 40% positives
-> train: [0.59996662 0.40003338]
-> validation: [0.59996662 0.40003338]
-> bin_sld: 434.111s
-> mul_sld: 159.616s
-> bin_sld_gs: 1179.818s
-> mul_sld_gs: 695.793s
-> bin_sld_gsq: 546.801s
-> bin_pacc: 431.189s
-> mul_pacc: 143.236s
-> binmc_pacc: 422.668s
-> mulmc_pacc: 167.615s
-> binne_pacc: 427.798s
-> mulne_pacc: 166.144s
-> bin_pacc_gs: 739.438s
-> mul_pacc_gs: 261.609s
-> bin_cc: 402.646s
-> mul_cc: 152.045s
-> kfcv: 121.176s
-> ref: 127.991s
-> atc_mc: 129.960s
-> atc_ne: 115.970s
-> doc_feat: 79.386s
-> tot: 1183.412s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- kfcv |
- atc_mc |
- doc_feat |
-
-
-
-
- | 0.0 |
- 0.0050 |
- 0.0220 |
- 0.0063 |
- 0.0097 |
- 0.0490 |
- 0.0190 |
- 0.0474 |
-
-
- | 0.05 |
- 0.0102 |
- 0.0153 |
- 0.0095 |
- 0.0105 |
- 0.0427 |
- 0.0166 |
- 0.0412 |
-
-
- | 0.1 |
- 0.0100 |
- 0.0108 |
- 0.0101 |
- 0.0094 |
- 0.0358 |
- 0.0147 |
- 0.0343 |
-
-
- | 0.15 |
- 0.0112 |
- 0.0097 |
- 0.0108 |
- 0.0108 |
- 0.0291 |
- 0.0117 |
- 0.0276 |
-
-
- | 0.2 |
- 0.0124 |
- 0.0083 |
- 0.0120 |
- 0.0125 |
- 0.0218 |
- 0.0105 |
- 0.0204 |
-
-
- | 0.25 |
- 0.0139 |
- 0.0082 |
- 0.0149 |
- 0.0147 |
- 0.0171 |
- 0.0089 |
- 0.0157 |
-
-
- | 0.3 |
- 0.0123 |
- 0.0091 |
- 0.0130 |
- 0.0156 |
- 0.0100 |
- 0.0085 |
- 0.0090 |
-
-
- | 0.35 |
- 0.0140 |
- 0.0104 |
- 0.0145 |
- 0.0151 |
- 0.0064 |
- 0.0076 |
- 0.0064 |
-
-
- | 0.4 |
- 0.0143 |
- 0.0128 |
- 0.0164 |
- 0.0178 |
- 0.0069 |
- 0.0079 |
- 0.0075 |
-
-
- | 0.45 |
- 0.0121 |
- 0.0144 |
- 0.0167 |
- 0.0187 |
- 0.0111 |
- 0.0073 |
- 0.0121 |
-
-
- | 0.5 |
- 0.0121 |
- 0.0164 |
- 0.0179 |
- 0.0198 |
- 0.0159 |
- 0.0081 |
- 0.0170 |
-
-
- | 0.55 |
- 0.0103 |
- 0.0205 |
- 0.0188 |
- 0.0224 |
- 0.0224 |
- 0.0099 |
- 0.0237 |
-
-
- | 0.6 |
- 0.0105 |
- 0.0219 |
- 0.0196 |
- 0.0246 |
- 0.0277 |
- 0.0112 |
- 0.0290 |
-
-
- | 0.65 |
- 0.0107 |
- 0.0251 |
- 0.0217 |
- 0.0266 |
- 0.0374 |
- 0.0156 |
- 0.0386 |
-
-
- | 0.7 |
- 0.0120 |
- 0.0260 |
- 0.0224 |
- 0.0261 |
- 0.0438 |
- 0.0168 |
- 0.0450 |
-
-
- | 0.75 |
- 0.0107 |
- 0.0278 |
- 0.0237 |
- 0.0276 |
- 0.0491 |
- 0.0160 |
- 0.0503 |
-
-
- | 0.8 |
- 0.0103 |
- 0.0303 |
- 0.0253 |
- 0.0300 |
- 0.0548 |
- 0.0180 |
- 0.0560 |
-
-
- | 0.85 |
- 0.0121 |
- 0.0322 |
- 0.0263 |
- 0.0322 |
- 0.0627 |
- 0.0218 |
- 0.0638 |
-
-
- | 0.9 |
- 0.0132 |
- 0.0308 |
- 0.0275 |
- 0.0325 |
- 0.0677 |
- 0.0224 |
- 0.0688 |
-
-
- | 0.95 |
- 0.0139 |
- 0.0317 |
- 0.0306 |
- 0.0353 |
- 0.0747 |
- 0.0278 |
- 0.0758 |
-
-
- | 1.0 |
- 0.0013 |
- 0.0263 |
- 0.0319 |
- 0.0367 |
- 0.0815 |
- 0.0285 |
- 0.0825 |
-
-
- | avg |
- 0.0111 |
- 0.0195 |
- 0.0186 |
- 0.0214 |
- 0.0366 |
- 0.0147 |
- 0.0368 |
-
-
-
-
-
-
-
-
-
-
-## 50% positives
-> train: [0.5 0.5]
-> validation: [0.5 0.5]
-> bin_sld: 441.783s
-> mul_sld: 169.393s
-> bin_sld_gs: 1166.420s
-> mul_sld_gs: 689.481s
-> bin_sld_gsq: 549.038s
-> bin_pacc: 427.369s
-> mul_pacc: 166.563s
-> binmc_pacc: 426.636s
-> mulmc_pacc: 176.801s
-> binne_pacc: 435.657s
-> mulne_pacc: 161.090s
-> bin_pacc_gs: 730.060s
-> mul_pacc_gs: 266.437s
-> bin_cc: 412.726s
-> mul_cc: 152.522s
-> kfcv: 134.253s
-> ref: 128.737s
-> atc_mc: 129.517s
-> atc_ne: 122.889s
-> doc_feat: 88.896s
-> tot: 1170.874s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- kfcv |
- atc_mc |
- doc_feat |
-
-
-
-
- | 0.0 |
- 0.0129 |
- 0.0158 |
- 0.0179 |
- 0.0238 |
- 0.0145 |
- 0.0088 |
- 0.0082 |
-
-
- | 0.05 |
- 0.0156 |
- 0.0159 |
- 0.0182 |
- 0.0241 |
- 0.0131 |
- 0.0080 |
- 0.0066 |
-
-
- | 0.1 |
- 0.0149 |
- 0.0133 |
- 0.0173 |
- 0.0219 |
- 0.0108 |
- 0.0082 |
- 0.0069 |
-
-
- | 0.15 |
- 0.0145 |
- 0.0140 |
- 0.0159 |
- 0.0205 |
- 0.0097 |
- 0.0077 |
- 0.0066 |
-
-
- | 0.2 |
- 0.0137 |
- 0.0116 |
- 0.0143 |
- 0.0174 |
- 0.0073 |
- 0.0083 |
- 0.0069 |
-
-
- | 0.25 |
- 0.0130 |
- 0.0110 |
- 0.0131 |
- 0.0171 |
- 0.0079 |
- 0.0066 |
- 0.0070 |
-
-
- | 0.3 |
- 0.0150 |
- 0.0127 |
- 0.0133 |
- 0.0172 |
- 0.0067 |
- 0.0082 |
- 0.0086 |
-
-
- | 0.35 |
- 0.0161 |
- 0.0132 |
- 0.0139 |
- 0.0193 |
- 0.0074 |
- 0.0103 |
- 0.0105 |
-
-
- | 0.4 |
- 0.0151 |
- 0.0125 |
- 0.0139 |
- 0.0164 |
- 0.0064 |
- 0.0085 |
- 0.0103 |
-
-
- | 0.45 |
- 0.0144 |
- 0.0121 |
- 0.0129 |
- 0.0151 |
- 0.0071 |
- 0.0110 |
- 0.0128 |
-
-
- | 0.5 |
- 0.0137 |
- 0.0116 |
- 0.0119 |
- 0.0142 |
- 0.0073 |
- 0.0122 |
- 0.0138 |
-
-
- | 0.55 |
- 0.0117 |
- 0.0096 |
- 0.0101 |
- 0.0121 |
- 0.0086 |
- 0.0125 |
- 0.0150 |
-
-
- | 0.6 |
- 0.0126 |
- 0.0097 |
- 0.0103 |
- 0.0116 |
- 0.0097 |
- 0.0144 |
- 0.0164 |
-
-
- | 0.65 |
- 0.0132 |
- 0.0117 |
- 0.0127 |
- 0.0124 |
- 0.0132 |
- 0.0168 |
- 0.0210 |
-
-
- | 0.7 |
- 0.0145 |
- 0.0120 |
- 0.0139 |
- 0.0140 |
- 0.0137 |
- 0.0164 |
- 0.0222 |
-
-
- | 0.75 |
- 0.0137 |
- 0.0113 |
- 0.0128 |
- 0.0136 |
- 0.0141 |
- 0.0170 |
- 0.0224 |
-
-
- | 0.8 |
- 0.0130 |
- 0.0105 |
- 0.0132 |
- 0.0128 |
- 0.0165 |
- 0.0211 |
- 0.0248 |
-
-
- | 0.85 |
- 0.0115 |
- 0.0090 |
- 0.0117 |
- 0.0121 |
- 0.0180 |
- 0.0205 |
- 0.0267 |
-
-
- | 0.9 |
- 0.0121 |
- 0.0107 |
- 0.0150 |
- 0.0132 |
- 0.0205 |
- 0.0239 |
- 0.0292 |
-
-
- | 0.95 |
- 0.0104 |
- 0.0092 |
- 0.0150 |
- 0.0141 |
- 0.0224 |
- 0.0253 |
- 0.0310 |
-
-
- | 1.0 |
- 0.0096 |
- 0.0085 |
- 0.0150 |
- 0.0119 |
- 0.0257 |
- 0.0289 |
- 0.0344 |
-
-
- | avg |
- 0.0134 |
- 0.0117 |
- 0.0139 |
- 0.0159 |
- 0.0124 |
- 0.0140 |
- 0.0163 |
-
-
-
-
-
-
-
-
-
-
-## 60% positives
-> train: [0.40003338 0.59996662]
-> validation: [0.40003338 0.59996662]
-> bin_sld: 426.378s
-> mul_sld: 153.126s
-> bin_sld_gs: 1140.607s
-> mul_sld_gs: 673.397s
-> bin_sld_gsq: 528.696s
-> bin_pacc: 420.283s
-> mul_pacc: 148.016s
-> binmc_pacc: 405.920s
-> mulmc_pacc: 167.711s
-> binne_pacc: 417.205s
-> mulne_pacc: 145.013s
-> bin_pacc_gs: 730.537s
-> mul_pacc_gs: 261.004s
-> bin_cc: 394.352s
-> mul_cc: 143.652s
-> kfcv: 122.227s
-> ref: 122.352s
-> atc_mc: 120.259s
-> atc_ne: 113.567s
-> doc_feat: 80.306s
-> tot: 1146.639s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- kfcv |
- atc_mc |
- doc_feat |
-
-
-
-
- | 0.0 |
- 0.0049 |
- 0.0058 |
- 0.0259 |
- 0.0496 |
- 0.0379 |
- 0.0106 |
- 0.0447 |
-
-
- | 0.05 |
- 0.0087 |
- 0.0094 |
- 0.0272 |
- 0.0513 |
- 0.0339 |
- 0.0101 |
- 0.0406 |
-
-
- | 0.1 |
- 0.0102 |
- 0.0084 |
- 0.0255 |
- 0.0483 |
- 0.0322 |
- 0.0092 |
- 0.0390 |
-
-
- | 0.15 |
- 0.0101 |
- 0.0083 |
- 0.0255 |
- 0.0483 |
- 0.0284 |
- 0.0083 |
- 0.0352 |
-
-
- | 0.2 |
- 0.0136 |
- 0.0108 |
- 0.0212 |
- 0.0432 |
- 0.0269 |
- 0.0089 |
- 0.0338 |
-
-
- | 0.25 |
- 0.0123 |
- 0.0110 |
- 0.0218 |
- 0.0426 |
- 0.0219 |
- 0.0090 |
- 0.0288 |
-
-
- | 0.3 |
- 0.0116 |
- 0.0113 |
- 0.0217 |
- 0.0407 |
- 0.0213 |
- 0.0084 |
- 0.0281 |
-
-
- | 0.35 |
- 0.0120 |
- 0.0113 |
- 0.0220 |
- 0.0412 |
- 0.0171 |
- 0.0084 |
- 0.0241 |
-
-
- | 0.4 |
- 0.0112 |
- 0.0107 |
- 0.0192 |
- 0.0384 |
- 0.0136 |
- 0.0082 |
- 0.0202 |
-
-
- | 0.45 |
- 0.0115 |
- 0.0116 |
- 0.0185 |
- 0.0353 |
- 0.0131 |
- 0.0086 |
- 0.0196 |
-
-
- | 0.5 |
- 0.0100 |
- 0.0118 |
- 0.0184 |
- 0.0324 |
- 0.0087 |
- 0.0085 |
- 0.0147 |
-
-
- | 0.55 |
- 0.0097 |
- 0.0103 |
- 0.0150 |
- 0.0300 |
- 0.0080 |
- 0.0085 |
- 0.0116 |
-
-
- | 0.6 |
- 0.0093 |
- 0.0101 |
- 0.0144 |
- 0.0256 |
- 0.0074 |
- 0.0072 |
- 0.0099 |
-
-
- | 0.65 |
- 0.0093 |
- 0.0100 |
- 0.0138 |
- 0.0244 |
- 0.0065 |
- 0.0079 |
- 0.0095 |
-
-
- | 0.7 |
- 0.0095 |
- 0.0118 |
- 0.0151 |
- 0.0250 |
- 0.0080 |
- 0.0076 |
- 0.0073 |
-
-
- | 0.75 |
- 0.0090 |
- 0.0109 |
- 0.0126 |
- 0.0234 |
- 0.0090 |
- 0.0075 |
- 0.0069 |
-
-
- | 0.8 |
- 0.0099 |
- 0.0116 |
- 0.0120 |
- 0.0200 |
- 0.0110 |
- 0.0066 |
- 0.0075 |
-
-
- | 0.85 |
- 0.0097 |
- 0.0118 |
- 0.0115 |
- 0.0194 |
- 0.0134 |
- 0.0070 |
- 0.0077 |
-
-
- | 0.9 |
- 0.0118 |
- 0.0130 |
- 0.0119 |
- 0.0175 |
- 0.0161 |
- 0.0078 |
- 0.0093 |
-
-
- | 0.95 |
- 0.0129 |
- 0.0119 |
- 0.0107 |
- 0.0147 |
- 0.0184 |
- 0.0071 |
- 0.0111 |
-
-
- | 1.0 |
- 0.0205 |
- 0.0140 |
- 0.0093 |
- 0.0133 |
- 0.0194 |
- 0.0071 |
- 0.0126 |
-
-
- | avg |
- 0.0108 |
- 0.0108 |
- 0.0178 |
- 0.0326 |
- 0.0177 |
- 0.0082 |
- 0.0201 |
-
-
-
-
-
-
-
-
-
-
-## 70% positives
-> train: [0.29989987 0.70010013]
-> validation: [0.30006676 0.69993324]
-> bin_sld: 417.731s
-> mul_sld: 155.451s
-> bin_sld_gs: 1141.720s
-> mul_sld_gs: 680.203s
-> bin_sld_gsq: 527.251s
-> bin_pacc: 413.591s
-> mul_pacc: 130.941s
-> binmc_pacc: 410.011s
-> mulmc_pacc: 160.422s
-> binne_pacc: 411.824s
-> mulne_pacc: 150.120s
-> bin_pacc_gs: 731.866s
-> mul_pacc_gs: 262.250s
-> bin_cc: 396.501s
-> mul_cc: 145.444s
-> kfcv: 127.528s
-> ref: 121.369s
-> atc_mc: 106.641s
-> atc_ne: 101.076s
-> doc_feat: 86.241s
-> tot: 1146.268s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- kfcv |
- atc_mc |
- doc_feat |
-
-
-
-
- | 0.0 |
- 0.0654 |
- 0.0381 |
- 0.0869 |
- 0.0476 |
- 0.1371 |
- 0.0238 |
- 0.1462 |
-
-
- | 0.05 |
- 0.0719 |
- 0.0364 |
- 0.1059 |
- 0.0537 |
- 0.1275 |
- 0.0222 |
- 0.1367 |
-
-
- | 0.1 |
- 0.0657 |
- 0.0332 |
- 0.0961 |
- 0.0493 |
- 0.1178 |
- 0.0216 |
- 0.1271 |
-
-
- | 0.15 |
- 0.0639 |
- 0.0332 |
- 0.0916 |
- 0.0484 |
- 0.1094 |
- 0.0197 |
- 0.1187 |
-
-
- | 0.2 |
- 0.0589 |
- 0.0295 |
- 0.0835 |
- 0.0433 |
- 0.0996 |
- 0.0206 |
- 0.1091 |
-
-
- | 0.25 |
- 0.0564 |
- 0.0315 |
- 0.0814 |
- 0.0445 |
- 0.0880 |
- 0.0160 |
- 0.0975 |
-
-
- | 0.3 |
- 0.0528 |
- 0.0306 |
- 0.0760 |
- 0.0422 |
- 0.0797 |
- 0.0160 |
- 0.0894 |
-
-
- | 0.35 |
- 0.0503 |
- 0.0293 |
- 0.0707 |
- 0.0407 |
- 0.0717 |
- 0.0149 |
- 0.0814 |
-
-
- | 0.4 |
- 0.0496 |
- 0.0316 |
- 0.0677 |
- 0.0400 |
- 0.0596 |
- 0.0122 |
- 0.0693 |
-
-
- | 0.45 |
- 0.0453 |
- 0.0306 |
- 0.0592 |
- 0.0369 |
- 0.0516 |
- 0.0123 |
- 0.0615 |
-
-
- | 0.5 |
- 0.0394 |
- 0.0289 |
- 0.0507 |
- 0.0325 |
- 0.0405 |
- 0.0111 |
- 0.0504 |
-
-
- | 0.55 |
- 0.0388 |
- 0.0294 |
- 0.0491 |
- 0.0320 |
- 0.0297 |
- 0.0102 |
- 0.0397 |
-
-
- | 0.6 |
- 0.0329 |
- 0.0259 |
- 0.0379 |
- 0.0263 |
- 0.0204 |
- 0.0096 |
- 0.0306 |
-
-
- | 0.65 |
- 0.0313 |
- 0.0273 |
- 0.0362 |
- 0.0273 |
- 0.0132 |
- 0.0100 |
- 0.0230 |
-
-
- | 0.7 |
- 0.0289 |
- 0.0271 |
- 0.0302 |
- 0.0250 |
- 0.0073 |
- 0.0080 |
- 0.0127 |
-
-
- | 0.75 |
- 0.0266 |
- 0.0263 |
- 0.0252 |
- 0.0228 |
- 0.0091 |
- 0.0070 |
- 0.0075 |
-
-
- | 0.8 |
- 0.0239 |
- 0.0258 |
- 0.0208 |
- 0.0211 |
- 0.0173 |
- 0.0071 |
- 0.0086 |
-
-
- | 0.85 |
- 0.0224 |
- 0.0250 |
- 0.0180 |
- 0.0198 |
- 0.0265 |
- 0.0076 |
- 0.0160 |
-
-
- | 0.9 |
- 0.0176 |
- 0.0236 |
- 0.0135 |
- 0.0171 |
- 0.0356 |
- 0.0062 |
- 0.0250 |
-
-
- | 0.95 |
- 0.0148 |
- 0.0220 |
- 0.0097 |
- 0.0134 |
- 0.0455 |
- 0.0063 |
- 0.0347 |
-
-
- | 1.0 |
- 0.0118 |
- 0.0214 |
- 0.0037 |
- 0.0140 |
- 0.0530 |
- 0.0059 |
- 0.0422 |
-
-
- | avg |
- 0.0414 |
- 0.0289 |
- 0.0531 |
- 0.0332 |
- 0.0590 |
- 0.0128 |
- 0.0632 |
-
-
-
-
-
-
-
-
-
-
-## 80% positives
-> train: [0.19993324 0.80006676]
-> validation: [0.20010013 0.79989987]
-> bin_sld: 437.768s
-> mul_sld: 162.581s
-> bin_sld_gs: 1142.333s
-> mul_sld_gs: 680.247s
-> bin_sld_gsq: 532.404s
-> bin_pacc: 414.897s
-> mul_pacc: 158.907s
-> binmc_pacc: 406.361s
-> mulmc_pacc: 141.227s
-> binne_pacc: 414.412s
-> mulne_pacc: 158.498s
-> bin_pacc_gs: 720.921s
-> mul_pacc_gs: 272.540s
-> bin_cc: 395.525s
-> mul_cc: 139.596s
-> kfcv: 123.479s
-> ref: 124.418s
-> atc_mc: 126.354s
-> atc_ne: 101.451s
-> doc_feat: 111.799s
-> tot: 1146.771s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- kfcv |
- atc_mc |
- doc_feat |
-
-
-
-
- | 0.0 |
- 0.0053 |
- 0.0103 |
- 0.0740 |
- 0.0837 |
- 0.3217 |
- 0.0311 |
- 0.3333 |
-
-
- | 0.05 |
- 0.0241 |
- 0.0129 |
- 0.0857 |
- 0.0931 |
- 0.3034 |
- 0.0274 |
- 0.3151 |
-
-
- | 0.1 |
- 0.0227 |
- 0.0127 |
- 0.0787 |
- 0.0848 |
- 0.2841 |
- 0.0267 |
- 0.2960 |
-
-
- | 0.15 |
- 0.0232 |
- 0.0114 |
- 0.0749 |
- 0.0816 |
- 0.2620 |
- 0.0227 |
- 0.2740 |
-
-
- | 0.2 |
- 0.0186 |
- 0.0096 |
- 0.0675 |
- 0.0747 |
- 0.2425 |
- 0.0214 |
- 0.2546 |
-
-
- | 0.25 |
- 0.0203 |
- 0.0110 |
- 0.0682 |
- 0.0748 |
- 0.2196 |
- 0.0201 |
- 0.2318 |
-
-
- | 0.3 |
- 0.0240 |
- 0.0116 |
- 0.0650 |
- 0.0716 |
- 0.2005 |
- 0.0178 |
- 0.2128 |
-
-
- | 0.35 |
- 0.0202 |
- 0.0117 |
- 0.0580 |
- 0.0648 |
- 0.1806 |
- 0.0196 |
- 0.1930 |
-
-
- | 0.4 |
- 0.0210 |
- 0.0106 |
- 0.0562 |
- 0.0631 |
- 0.1567 |
- 0.0168 |
- 0.1692 |
-
-
- | 0.45 |
- 0.0203 |
- 0.0094 |
- 0.0504 |
- 0.0572 |
- 0.1384 |
- 0.0147 |
- 0.1511 |
-
-
- | 0.5 |
- 0.0165 |
- 0.0093 |
- 0.0457 |
- 0.0517 |
- 0.1152 |
- 0.0136 |
- 0.1280 |
-
-
- | 0.55 |
- 0.0195 |
- 0.0104 |
- 0.0468 |
- 0.0518 |
- 0.0933 |
- 0.0111 |
- 0.1062 |
-
-
- | 0.6 |
- 0.0125 |
- 0.0094 |
- 0.0350 |
- 0.0414 |
- 0.0729 |
- 0.0110 |
- 0.0859 |
-
-
- | 0.65 |
- 0.0171 |
- 0.0094 |
- 0.0361 |
- 0.0415 |
- 0.0529 |
- 0.0097 |
- 0.0660 |
-
-
- | 0.7 |
- 0.0144 |
- 0.0104 |
- 0.0307 |
- 0.0363 |
- 0.0312 |
- 0.0106 |
- 0.0445 |
-
-
- | 0.75 |
- 0.0152 |
- 0.0100 |
- 0.0239 |
- 0.0294 |
- 0.0115 |
- 0.0091 |
- 0.0243 |
-
-
- | 0.8 |
- 0.0201 |
- 0.0102 |
- 0.0234 |
- 0.0284 |
- 0.0103 |
- 0.0100 |
- 0.0068 |
-
-
- | 0.85 |
- 0.0198 |
- 0.0105 |
- 0.0194 |
- 0.0234 |
- 0.0292 |
- 0.0104 |
- 0.0158 |
-
-
- | 0.9 |
- 0.0202 |
- 0.0106 |
- 0.0149 |
- 0.0192 |
- 0.0503 |
- 0.0108 |
- 0.0365 |
-
-
- | 0.95 |
- 0.0150 |
- 0.0109 |
- 0.0111 |
- 0.0137 |
- 0.0719 |
- 0.0130 |
- 0.0581 |
-
-
- | 1.0 |
- 0.0042 |
- 0.0152 |
- 0.0076 |
- 0.0131 |
- 0.0915 |
- 0.0147 |
- 0.0775 |
-
-
- | avg |
- 0.0178 |
- 0.0108 |
- 0.0463 |
- 0.0524 |
- 0.1400 |
- 0.0163 |
- 0.1467 |
-
-
-
-
-
-
-
-
-
-
-## 90% positives
-> train: [0.09996662 0.90003338]
-> validation: [0.09996662 0.90003338]
-> bin_sld: 423.737s
-> mul_sld: 177.588s
-> bin_sld_gs: 1108.736s
-> mul_sld_gs: 666.006s
-> bin_sld_gsq: 518.900s
-> bin_pacc: 406.760s
-> mul_pacc: 133.174s
-> binmc_pacc: 401.789s
-> mulmc_pacc: 147.520s
-> binne_pacc: 400.414s
-> mulne_pacc: 148.167s
-> bin_pacc_gs: 722.523s
-> mul_pacc_gs: 252.340s
-> bin_cc: 378.760s
-> mul_cc: 126.045s
-> kfcv: 109.535s
-> ref: 87.159s
-> atc_mc: 99.104s
-> atc_ne: 101.467s
-> doc_feat: 83.819s
-> tot: 1113.236s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- kfcv |
- atc_mc |
- doc_feat |
-
-
-
-
- | 0.0 |
- 0.0004 |
- 0.0093 |
- 0.0010 |
- 0.0507 |
- 0.7631 |
- 0.1704 |
- 0.7643 |
-
-
- | 0.05 |
- 0.0054 |
- 0.0169 |
- 0.0137 |
- 0.0418 |
- 0.7227 |
- 0.1614 |
- 0.7241 |
-
-
- | 0.1 |
- 0.0061 |
- 0.0189 |
- 0.0122 |
- 0.0401 |
- 0.6791 |
- 0.1528 |
- 0.6806 |
-
-
- | 0.15 |
- 0.0061 |
- 0.0211 |
- 0.0107 |
- 0.0325 |
- 0.6368 |
- 0.1426 |
- 0.6384 |
-
-
- | 0.2 |
- 0.0079 |
- 0.0226 |
- 0.0107 |
- 0.0338 |
- 0.5945 |
- 0.1334 |
- 0.5963 |
-
-
- | 0.25 |
- 0.0074 |
- 0.0178 |
- 0.0111 |
- 0.0273 |
- 0.5519 |
- 0.1217 |
- 0.5537 |
-
-
- | 0.3 |
- 0.0077 |
- 0.0186 |
- 0.0101 |
- 0.0218 |
- 0.5099 |
- 0.1131 |
- 0.5119 |
-
-
- | 0.35 |
- 0.0081 |
- 0.0152 |
- 0.0104 |
- 0.0215 |
- 0.4662 |
- 0.1040 |
- 0.4683 |
-
-
- | 0.4 |
- 0.0080 |
- 0.0135 |
- 0.0108 |
- 0.0168 |
- 0.4250 |
- 0.0943 |
- 0.4272 |
-
-
- | 0.45 |
- 0.0095 |
- 0.0136 |
- 0.0094 |
- 0.0167 |
- 0.3817 |
- 0.0847 |
- 0.3840 |
-
-
- | 0.5 |
- 0.0087 |
- 0.0110 |
- 0.0100 |
- 0.0136 |
- 0.3383 |
- 0.0749 |
- 0.3407 |
-
-
- | 0.55 |
- 0.0068 |
- 0.0081 |
- 0.0083 |
- 0.0138 |
- 0.2966 |
- 0.0622 |
- 0.2991 |
-
-
- | 0.6 |
- 0.0086 |
- 0.0086 |
- 0.0088 |
- 0.0141 |
- 0.2528 |
- 0.0541 |
- 0.2555 |
-
-
- | 0.65 |
- 0.0082 |
- 0.0088 |
- 0.0094 |
- 0.0152 |
- 0.2110 |
- 0.0422 |
- 0.2137 |
-
-
- | 0.7 |
- 0.0068 |
- 0.0081 |
- 0.0090 |
- 0.0138 |
- 0.1678 |
- 0.0334 |
- 0.1706 |
-
-
- | 0.75 |
- 0.0070 |
- 0.0095 |
- 0.0090 |
- 0.0151 |
- 0.1246 |
- 0.0239 |
- 0.1276 |
-
-
- | 0.8 |
- 0.0062 |
- 0.0119 |
- 0.0081 |
- 0.0184 |
- 0.0841 |
- 0.0168 |
- 0.0872 |
-
-
- | 0.85 |
- 0.0067 |
- 0.0147 |
- 0.0093 |
- 0.0208 |
- 0.0418 |
- 0.0090 |
- 0.0450 |
-
-
- | 0.9 |
- 0.0059 |
- 0.0175 |
- 0.0097 |
- 0.0207 |
- 0.0032 |
- 0.0070 |
- 0.0036 |
-
-
- | 0.95 |
- 0.0067 |
- 0.0216 |
- 0.0104 |
- 0.0237 |
- 0.0441 |
- 0.0134 |
- 0.0407 |
-
-
- | 1.0 |
- 0.0091 |
- 0.0247 |
- 0.0027 |
- 0.0356 |
- 0.0866 |
- 0.0243 |
- 0.0830 |
-
-
- | avg |
- 0.0070 |
- 0.0149 |
- 0.0093 |
- 0.0242 |
- 0.3515 |
- 0.0781 |
- 0.3531 |
-
-
-
-
-
-
-
-
-
-
-## avg
-### avg on train
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- kfcv |
- atc_mc |
- doc_feat |
-
-
-
-
- | 0.0 |
- 0.0122 |
- 0.0140 |
- 0.0276 |
- 0.0342 |
- 0.1737 |
- 0.0325 |
- 0.1732 |
-
-
- | 0.05 |
- 0.0178 |
- 0.0146 |
- 0.0329 |
- 0.0351 |
- 0.1572 |
- 0.0294 |
- 0.1568 |
-
-
- | 0.1 |
- 0.0176 |
- 0.0138 |
- 0.0306 |
- 0.0326 |
- 0.1405 |
- 0.0280 |
- 0.1406 |
-
-
- | 0.15 |
- 0.0177 |
- 0.0140 |
- 0.0291 |
- 0.0311 |
- 0.1302 |
- 0.0264 |
- 0.1314 |
-
-
- | 0.2 |
- 0.0175 |
- 0.0136 |
- 0.0270 |
- 0.0292 |
- 0.1215 |
- 0.0266 |
- 0.1235 |
-
-
- | 0.25 |
- 0.0176 |
- 0.0139 |
- 0.0269 |
- 0.0285 |
- 0.1150 |
- 0.0252 |
- 0.1184 |
-
-
- | 0.3 |
- 0.0178 |
- 0.0144 |
- 0.0257 |
- 0.0268 |
- 0.1118 |
- 0.0257 |
- 0.1170 |
-
-
- | 0.35 |
- 0.0178 |
- 0.0144 |
- 0.0250 |
- 0.0258 |
- 0.1098 |
- 0.0267 |
- 0.1162 |
-
-
- | 0.4 |
- 0.0175 |
- 0.0147 |
- 0.0244 |
- 0.0250 |
- 0.1082 |
- 0.0263 |
- 0.1148 |
-
-
- | 0.45 |
- 0.0170 |
- 0.0149 |
- 0.0226 |
- 0.0236 |
- 0.1081 |
- 0.0265 |
- 0.1149 |
-
-
- | 0.5 |
- 0.0157 |
- 0.0144 |
- 0.0213 |
- 0.0219 |
- 0.1071 |
- 0.0266 |
- 0.1140 |
-
-
- | 0.55 |
- 0.0151 |
- 0.0148 |
- 0.0208 |
- 0.0222 |
- 0.1073 |
- 0.0268 |
- 0.1139 |
-
-
- | 0.6 |
- 0.0137 |
- 0.0141 |
- 0.0183 |
- 0.0200 |
- 0.1065 |
- 0.0267 |
- 0.1131 |
-
-
- | 0.65 |
- 0.0146 |
- 0.0152 |
- 0.0193 |
- 0.0209 |
- 0.1085 |
- 0.0285 |
- 0.1152 |
-
-
- | 0.7 |
- 0.0139 |
- 0.0153 |
- 0.0185 |
- 0.0202 |
- 0.1091 |
- 0.0292 |
- 0.1149 |
-
-
- | 0.75 |
- 0.0137 |
- 0.0151 |
- 0.0170 |
- 0.0199 |
- 0.1105 |
- 0.0296 |
- 0.1153 |
-
-
- | 0.8 |
- 0.0134 |
- 0.0151 |
- 0.0164 |
- 0.0195 |
- 0.1152 |
- 0.0303 |
- 0.1173 |
-
-
- | 0.85 |
- 0.0132 |
- 0.0153 |
- 0.0162 |
- 0.0199 |
- 0.1225 |
- 0.0319 |
- 0.1230 |
-
-
- | 0.9 |
- 0.0132 |
- 0.0154 |
- 0.0161 |
- 0.0195 |
- 0.1300 |
- 0.0333 |
- 0.1300 |
-
-
- | 0.95 |
- 0.0123 |
- 0.0155 |
- 0.0160 |
- 0.0192 |
- 0.1464 |
- 0.0357 |
- 0.1459 |
-
-
- | 1.0 |
- 0.0099 |
- 0.0143 |
- 0.0143 |
- 0.0211 |
- 0.1635 |
- 0.0403 |
- 0.1630 |
-
-
- | avg |
- 0.0152 |
- 0.0146 |
- 0.0222 |
- 0.0246 |
- 0.1239 |
- 0.0292 |
- 0.1272 |
-
-
-
-
-
-
-### avg on test
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- kfcv |
- atc_mc |
- doc_feat |
-
-
-
-
- | 0.1 |
- 0.0121 |
- 0.0125 |
- 0.0185 |
- 0.0162 |
- 0.2947 |
- 0.0644 |
- 0.2977 |
-
-
- | 0.2 |
- 0.0149 |
- 0.0110 |
- 0.0115 |
- 0.0119 |
- 0.1358 |
- 0.0259 |
- 0.1395 |
-
-
- | 0.3 |
- 0.0083 |
- 0.0114 |
- 0.0109 |
- 0.0134 |
- 0.0676 |
- 0.0280 |
- 0.0718 |
-
-
- | 0.4 |
- 0.0111 |
- 0.0195 |
- 0.0186 |
- 0.0214 |
- 0.0366 |
- 0.0147 |
- 0.0368 |
-
-
- | 0.5 |
- 0.0134 |
- 0.0117 |
- 0.0139 |
- 0.0159 |
- 0.0124 |
- 0.0140 |
- 0.0163 |
-
-
- | 0.6 |
- 0.0108 |
- 0.0108 |
- 0.0178 |
- 0.0326 |
- 0.0177 |
- 0.0082 |
- 0.0201 |
-
-
- | 0.7 |
- 0.0414 |
- 0.0289 |
- 0.0531 |
- 0.0332 |
- 0.0590 |
- 0.0128 |
- 0.0632 |
-
-
- | 0.8 |
- 0.0178 |
- 0.0108 |
- 0.0463 |
- 0.0524 |
- 0.1400 |
- 0.0163 |
- 0.1467 |
-
-
- | 0.9 |
- 0.0070 |
- 0.0149 |
- 0.0093 |
- 0.0242 |
- 0.3515 |
- 0.0781 |
- 0.3531 |
-
-
- | avg |
- 0.0152 |
- 0.0146 |
- 0.0222 |
- 0.0246 |
- 0.1239 |
- 0.0292 |
- 0.1272 |
-
-
-
-
-
-
-### avg dataset shift
-
diff --git a/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_gs_vs_all_f1.md b/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_gs_vs_all_f1.md
deleted file mode 100644
index 709c41c..0000000
--- a/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_gs_vs_all_f1.md
+++ /dev/null
@@ -1,2535 +0,0 @@
-# rcv1_CCAT_9prevs
-
-## 10% positives
-> train: [0.90003338 0.09996662]
-> validation: [0.90003338 0.09996662]
-> bin_sld: 426.003s
-> mul_sld: 199.118s
-> bin_sld_gs: 1070.285s
-> mul_sld_gs: 686.591s
-> bin_pacc: 409.897s
-> mul_pacc: 169.591s
-> binmc_pacc: 412.906s
-> mulmc_pacc: 173.043s
-> binne_pacc: 411.128s
-> mulne_pacc: 146.658s
-> bin_pacc_gs: 710.525s
-> mul_pacc_gs: 245.764s
-> bin_cc: 389.472s
-> mul_cc: 148.220s
-> kfcv: 130.095s
-> ref: 120.267s
-> atc_mc: 125.236s
-> atc_ne: 121.957s
-> doc_feat: 83.796s
-> tot: 1073.769s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- kfcv |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0512 |
- 0.0064 |
- 0.0122 |
- 0.0115 |
- 0.6519 |
- 0.0022 |
-
-
- | 0.05 |
- 0.0481 |
- 0.0503 |
- 0.0472 |
- 0.1149 |
- 0.2258 |
- 0.2253 |
-
-
- | 0.1 |
- 0.0309 |
- 0.0406 |
- 0.0246 |
- 0.0560 |
- 0.2195 |
- 0.1997 |
-
-
- | 0.15 |
- 0.0231 |
- 0.0331 |
- 0.0189 |
- 0.0335 |
- 0.2215 |
- 0.2018 |
-
-
- | 0.2 |
- 0.0200 |
- 0.0308 |
- 0.0160 |
- 0.0259 |
- 0.2156 |
- 0.1936 |
-
-
- | 0.25 |
- 0.0178 |
- 0.0277 |
- 0.0123 |
- 0.0187 |
- 0.2145 |
- 0.1943 |
-
-
- | 0.3 |
- 0.0162 |
- 0.0251 |
- 0.0112 |
- 0.0154 |
- 0.2218 |
- 0.1865 |
-
-
- | 0.35 |
- 0.0152 |
- 0.0220 |
- 0.0090 |
- 0.0126 |
- 0.2188 |
- 0.1849 |
-
-
- | 0.4 |
- 0.0124 |
- 0.0194 |
- 0.0104 |
- 0.0147 |
- 0.2231 |
- 0.1852 |
-
-
- | 0.45 |
- 0.0113 |
- 0.0190 |
- 0.0103 |
- 0.0147 |
- 0.2188 |
- 0.1824 |
-
-
- | 0.5 |
- 0.0103 |
- 0.0150 |
- 0.0085 |
- 0.0130 |
- 0.2196 |
- 0.1836 |
-
-
- | 0.55 |
- 0.0095 |
- 0.0151 |
- 0.0098 |
- 0.0155 |
- 0.2237 |
- 0.1801 |
-
-
- | 0.6 |
- 0.0073 |
- 0.0116 |
- 0.0070 |
- 0.0135 |
- 0.2174 |
- 0.1872 |
-
-
- | 0.65 |
- 0.0081 |
- 0.0107 |
- 0.0092 |
- 0.0136 |
- 0.2193 |
- 0.1871 |
-
-
- | 0.7 |
- 0.0069 |
- 0.0091 |
- 0.0073 |
- 0.0137 |
- 0.2189 |
- 0.1884 |
-
-
- | 0.75 |
- 0.0063 |
- 0.0082 |
- 0.0079 |
- 0.0162 |
- 0.2184 |
- 0.1829 |
-
-
- | 0.8 |
- 0.0048 |
- 0.0078 |
- 0.0073 |
- 0.0164 |
- 0.2204 |
- 0.1840 |
-
-
- | 0.85 |
- 0.0040 |
- 0.0069 |
- 0.0081 |
- 0.0170 |
- 0.2182 |
- 0.1816 |
-
-
- | 0.9 |
- 0.0036 |
- 0.0062 |
- 0.0083 |
- 0.0177 |
- 0.2166 |
- 0.1818 |
-
-
- | 0.95 |
- 0.0029 |
- 0.0065 |
- 0.0083 |
- 0.0160 |
- 0.2154 |
- 0.1848 |
-
-
- | 1.0 |
- 0.0027 |
- 0.0046 |
- 0.0077 |
- 0.0167 |
- 0.2160 |
- 0.1850 |
-
-
- | avg |
- 0.0149 |
- 0.0179 |
- 0.0125 |
- 0.0232 |
- 0.2398 |
- 0.1801 |
-
-
-
-
-
-
-
-
-
-
-## 20% positives
-> train: [0.79989987 0.20010013]
-> validation: [0.80006676 0.19993324]
-> bin_sld: 422.895s
-> mul_sld: 162.786s
-> bin_sld_gs: 1128.064s
-> mul_sld_gs: 683.619s
-> bin_sld_gsq: 524.432s
-> bin_pacc: 410.462s
-> mul_pacc: 155.872s
-> binmc_pacc: 407.039s
-> mulmc_pacc: 173.902s
-> binne_pacc: 410.358s
-> mulne_pacc: 167.292s
-> bin_pacc_gs: 732.626s
-> mul_pacc_gs: 261.935s
-> bin_cc: 396.948s
-> mul_cc: 147.743s
-> kfcv: 132.118s
-> ref: 106.145s
-> atc_mc: 127.911s
-> atc_ne: 121.613s
-> doc_feat: 80.220s
-> tot: 1132.799s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- kfcv |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0655 |
- 0.0354 |
- 0.0536 |
- 0.3273 |
- 0.8243 |
- 0.1159 |
-
-
- | 0.05 |
- 0.0845 |
- 0.0846 |
- 0.1246 |
- 0.0783 |
- 0.1171 |
- 0.1303 |
-
-
- | 0.1 |
- 0.0604 |
- 0.0475 |
- 0.0704 |
- 0.0496 |
- 0.0999 |
- 0.0916 |
-
-
- | 0.15 |
- 0.0462 |
- 0.0286 |
- 0.0431 |
- 0.0359 |
- 0.0888 |
- 0.0794 |
-
-
- | 0.2 |
- 0.0382 |
- 0.0215 |
- 0.0295 |
- 0.0278 |
- 0.0833 |
- 0.0673 |
-
-
- | 0.25 |
- 0.0334 |
- 0.0185 |
- 0.0209 |
- 0.0227 |
- 0.0811 |
- 0.0623 |
-
-
- | 0.3 |
- 0.0325 |
- 0.0143 |
- 0.0189 |
- 0.0219 |
- 0.0842 |
- 0.0592 |
-
-
- | 0.35 |
- 0.0276 |
- 0.0118 |
- 0.0149 |
- 0.0174 |
- 0.0878 |
- 0.0518 |
-
-
- | 0.4 |
- 0.0260 |
- 0.0120 |
- 0.0105 |
- 0.0178 |
- 0.0859 |
- 0.0536 |
-
-
- | 0.45 |
- 0.0252 |
- 0.0112 |
- 0.0100 |
- 0.0160 |
- 0.0806 |
- 0.0510 |
-
-
- | 0.5 |
- 0.0252 |
- 0.0098 |
- 0.0081 |
- 0.0159 |
- 0.0819 |
- 0.0518 |
-
-
- | 0.55 |
- 0.0237 |
- 0.0098 |
- 0.0068 |
- 0.0146 |
- 0.0811 |
- 0.0533 |
-
-
- | 0.6 |
- 0.0213 |
- 0.0088 |
- 0.0065 |
- 0.0150 |
- 0.0783 |
- 0.0506 |
-
-
- | 0.65 |
- 0.0223 |
- 0.0095 |
- 0.0064 |
- 0.0144 |
- 0.0809 |
- 0.0480 |
-
-
- | 0.7 |
- 0.0195 |
- 0.0097 |
- 0.0050 |
- 0.0126 |
- 0.0814 |
- 0.0453 |
-
-
- | 0.75 |
- 0.0203 |
- 0.0091 |
- 0.0045 |
- 0.0128 |
- 0.0804 |
- 0.0428 |
-
-
- | 0.8 |
- 0.0200 |
- 0.0073 |
- 0.0039 |
- 0.0122 |
- 0.0793 |
- 0.0472 |
-
-
- | 0.85 |
- 0.0202 |
- 0.0066 |
- 0.0041 |
- 0.0116 |
- 0.0790 |
- 0.0461 |
-
-
- | 0.9 |
- 0.0202 |
- 0.0065 |
- 0.0041 |
- 0.0118 |
- 0.0793 |
- 0.0439 |
-
-
- | 0.95 |
- 0.0202 |
- 0.0055 |
- 0.0041 |
- 0.0114 |
- 0.0785 |
- 0.0468 |
-
-
- | 1.0 |
- 0.0202 |
- 0.0048 |
- 0.0043 |
- 0.0101 |
- 0.0801 |
- 0.0425 |
-
-
- | avg |
- 0.0320 |
- 0.0178 |
- 0.0216 |
- 0.0361 |
- 0.1197 |
- 0.0610 |
-
-
-
-
-
-
-
-
-
-
-## 30% positives
-> train: [0.69993324 0.30006676]
-> validation: [0.70010013 0.29989987]
-> bin_sld: 421.459s
-> mul_sld: 146.321s
-> bin_sld_gs: 1159.421s
-> mul_sld_gs: 690.743s
-> bin_sld_gsq: 531.736s
-> bin_pacc: 423.881s
-> mul_pacc: 166.104s
-> binmc_pacc: 422.818s
-> mulmc_pacc: 164.572s
-> binne_pacc: 409.704s
-> mulne_pacc: 155.476s
-> bin_pacc_gs: 737.229s
-> mul_pacc_gs: 269.465s
-> bin_cc: 400.220s
-> mul_cc: 118.299s
-> kfcv: 131.612s
-> ref: 122.392s
-> atc_mc: 119.095s
-> atc_ne: 108.266s
-> doc_feat: 96.341s
-> tot: 1163.937s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- kfcv |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0020 |
- 0.0138 |
- 0.5250 |
- 0.2058 |
- 0.8900 |
- 0.3301 |
-
-
- | 0.05 |
- 0.0673 |
- 0.0644 |
- 0.0866 |
- 0.1000 |
- 0.1418 |
- 0.0519 |
-
-
- | 0.1 |
- 0.0411 |
- 0.0381 |
- 0.0453 |
- 0.0608 |
- 0.0829 |
- 0.0306 |
-
-
- | 0.15 |
- 0.0324 |
- 0.0313 |
- 0.0326 |
- 0.0503 |
- 0.0641 |
- 0.0252 |
-
-
- | 0.2 |
- 0.0230 |
- 0.0228 |
- 0.0276 |
- 0.0430 |
- 0.0561 |
- 0.0190 |
-
-
- | 0.25 |
- 0.0199 |
- 0.0229 |
- 0.0224 |
- 0.0376 |
- 0.0457 |
- 0.0167 |
-
-
- | 0.3 |
- 0.0159 |
- 0.0200 |
- 0.0178 |
- 0.0278 |
- 0.0447 |
- 0.0132 |
-
-
- | 0.35 |
- 0.0158 |
- 0.0177 |
- 0.0174 |
- 0.0254 |
- 0.0432 |
- 0.0170 |
-
-
- | 0.4 |
- 0.0144 |
- 0.0175 |
- 0.0160 |
- 0.0232 |
- 0.0394 |
- 0.0141 |
-
-
- | 0.45 |
- 0.0114 |
- 0.0161 |
- 0.0134 |
- 0.0188 |
- 0.0370 |
- 0.0135 |
-
-
- | 0.5 |
- 0.0100 |
- 0.0136 |
- 0.0122 |
- 0.0182 |
- 0.0344 |
- 0.0153 |
-
-
- | 0.55 |
- 0.0086 |
- 0.0136 |
- 0.0108 |
- 0.0178 |
- 0.0327 |
- 0.0146 |
-
-
- | 0.6 |
- 0.0075 |
- 0.0127 |
- 0.0104 |
- 0.0152 |
- 0.0299 |
- 0.0142 |
-
-
- | 0.65 |
- 0.0071 |
- 0.0122 |
- 0.0095 |
- 0.0147 |
- 0.0327 |
- 0.0159 |
-
-
- | 0.7 |
- 0.0056 |
- 0.0103 |
- 0.0090 |
- 0.0129 |
- 0.0315 |
- 0.0145 |
-
-
- | 0.75 |
- 0.0055 |
- 0.0090 |
- 0.0071 |
- 0.0121 |
- 0.0310 |
- 0.0144 |
-
-
- | 0.8 |
- 0.0047 |
- 0.0075 |
- 0.0068 |
- 0.0106 |
- 0.0285 |
- 0.0157 |
-
-
- | 0.85 |
- 0.0041 |
- 0.0078 |
- 0.0067 |
- 0.0112 |
- 0.0295 |
- 0.0168 |
-
-
- | 0.9 |
- 0.0041 |
- 0.0059 |
- 0.0061 |
- 0.0103 |
- 0.0281 |
- 0.0155 |
-
-
- | 0.95 |
- 0.0039 |
- 0.0054 |
- 0.0071 |
- 0.0110 |
- 0.0268 |
- 0.0152 |
-
-
- | 1.0 |
- 0.0010 |
- 0.0038 |
- 0.0053 |
- 0.0105 |
- 0.0283 |
- 0.0177 |
-
-
- | avg |
- 0.0145 |
- 0.0174 |
- 0.0426 |
- 0.0351 |
- 0.0847 |
- 0.0334 |
-
-
-
-
-
-
-
-
-
-
-## 40% positives
-> train: [0.59996662 0.40003338]
-> validation: [0.59996662 0.40003338]
-> bin_sld: 434.111s
-> mul_sld: 159.616s
-> bin_sld_gs: 1179.818s
-> mul_sld_gs: 695.793s
-> bin_sld_gsq: 546.801s
-> bin_pacc: 431.189s
-> mul_pacc: 143.236s
-> binmc_pacc: 422.668s
-> mulmc_pacc: 167.615s
-> binne_pacc: 427.798s
-> mulne_pacc: 166.144s
-> bin_pacc_gs: 739.438s
-> mul_pacc_gs: 261.609s
-> bin_cc: 402.646s
-> mul_cc: 152.045s
-> kfcv: 121.176s
-> ref: 127.991s
-> atc_mc: 129.960s
-> atc_ne: 115.970s
-> doc_feat: 79.386s
-> tot: 1183.412s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- kfcv |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0002 |
- 0.1691 |
- 0.2448 |
- 0.5172 |
- 0.9171 |
- 0.3564 |
-
-
- | 0.05 |
- 0.0794 |
- 0.0520 |
- 0.0774 |
- 0.0811 |
- 0.2146 |
- 0.0506 |
-
-
- | 0.1 |
- 0.0457 |
- 0.0281 |
- 0.0469 |
- 0.0483 |
- 0.1184 |
- 0.0460 |
-
-
- | 0.15 |
- 0.0349 |
- 0.0247 |
- 0.0349 |
- 0.0389 |
- 0.0799 |
- 0.0318 |
-
-
- | 0.2 |
- 0.0295 |
- 0.0184 |
- 0.0290 |
- 0.0333 |
- 0.0608 |
- 0.0254 |
-
-
- | 0.25 |
- 0.0277 |
- 0.0177 |
- 0.0291 |
- 0.0321 |
- 0.0441 |
- 0.0197 |
-
-
- | 0.3 |
- 0.0204 |
- 0.0162 |
- 0.0217 |
- 0.0288 |
- 0.0378 |
- 0.0174 |
-
-
- | 0.35 |
- 0.0203 |
- 0.0160 |
- 0.0202 |
- 0.0235 |
- 0.0332 |
- 0.0129 |
-
-
- | 0.4 |
- 0.0187 |
- 0.0171 |
- 0.0202 |
- 0.0243 |
- 0.0255 |
- 0.0118 |
-
-
- | 0.45 |
- 0.0138 |
- 0.0170 |
- 0.0184 |
- 0.0226 |
- 0.0218 |
- 0.0095 |
-
-
- | 0.5 |
- 0.0125 |
- 0.0172 |
- 0.0175 |
- 0.0214 |
- 0.0178 |
- 0.0088 |
-
-
- | 0.55 |
- 0.0099 |
- 0.0192 |
- 0.0167 |
- 0.0217 |
- 0.0156 |
- 0.0085 |
-
-
- | 0.6 |
- 0.0092 |
- 0.0188 |
- 0.0155 |
- 0.0218 |
- 0.0129 |
- 0.0078 |
-
-
- | 0.65 |
- 0.0081 |
- 0.0198 |
- 0.0160 |
- 0.0216 |
- 0.0137 |
- 0.0093 |
-
-
- | 0.7 |
- 0.0084 |
- 0.0189 |
- 0.0154 |
- 0.0197 |
- 0.0120 |
- 0.0090 |
-
-
- | 0.75 |
- 0.0068 |
- 0.0187 |
- 0.0151 |
- 0.0192 |
- 0.0097 |
- 0.0075 |
-
-
- | 0.8 |
- 0.0061 |
- 0.0192 |
- 0.0151 |
- 0.0195 |
- 0.0092 |
- 0.0066 |
-
-
- | 0.85 |
- 0.0068 |
- 0.0192 |
- 0.0148 |
- 0.0197 |
- 0.0082 |
- 0.0084 |
-
-
- | 0.9 |
- 0.0071 |
- 0.0171 |
- 0.0148 |
- 0.0186 |
- 0.0075 |
- 0.0078 |
-
-
- | 0.95 |
- 0.0072 |
- 0.0167 |
- 0.0156 |
- 0.0191 |
- 0.0064 |
- 0.0097 |
-
-
- | 1.0 |
- 0.0008 |
- 0.0128 |
- 0.0153 |
- 0.0186 |
- 0.0061 |
- 0.0090 |
-
-
- | avg |
- 0.0178 |
- 0.0273 |
- 0.0340 |
- 0.0510 |
- 0.0796 |
- 0.0321 |
-
-
-
-
-
-
-
-
-
-
-## 50% positives
-> train: [0.5 0.5]
-> validation: [0.5 0.5]
-> bin_sld: 441.783s
-> mul_sld: 169.393s
-> bin_sld_gs: 1166.420s
-> mul_sld_gs: 689.481s
-> bin_sld_gsq: 549.038s
-> bin_pacc: 427.369s
-> mul_pacc: 166.563s
-> binmc_pacc: 426.636s
-> mulmc_pacc: 176.801s
-> binne_pacc: 435.657s
-> mulne_pacc: 161.090s
-> bin_pacc_gs: 730.060s
-> mul_pacc_gs: 266.437s
-> bin_cc: 412.726s
-> mul_cc: 152.522s
-> kfcv: 134.253s
-> ref: 128.737s
-> atc_mc: 129.517s
-> atc_ne: 122.889s
-> doc_feat: 88.896s
-> tot: 1170.874s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- kfcv |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0069 |
- 0.0262 |
- 0.1306 |
- 0.1022 |
- 0.9237 |
- 0.5135 |
-
-
- | 0.05 |
- 0.0691 |
- 0.0584 |
- 0.0648 |
- 0.0731 |
- 0.3360 |
- 0.1066 |
-
-
- | 0.1 |
- 0.0500 |
- 0.0402 |
- 0.0473 |
- 0.0586 |
- 0.1936 |
- 0.0476 |
-
-
- | 0.15 |
- 0.0381 |
- 0.0335 |
- 0.0382 |
- 0.0451 |
- 0.1243 |
- 0.0306 |
-
-
- | 0.2 |
- 0.0294 |
- 0.0231 |
- 0.0275 |
- 0.0327 |
- 0.0890 |
- 0.0235 |
-
-
- | 0.25 |
- 0.0237 |
- 0.0193 |
- 0.0225 |
- 0.0277 |
- 0.0600 |
- 0.0158 |
-
-
- | 0.3 |
- 0.0236 |
- 0.0194 |
- 0.0202 |
- 0.0250 |
- 0.0451 |
- 0.0147 |
-
-
- | 0.35 |
- 0.0221 |
- 0.0181 |
- 0.0186 |
- 0.0251 |
- 0.0328 |
- 0.0151 |
-
-
- | 0.4 |
- 0.0188 |
- 0.0153 |
- 0.0169 |
- 0.0195 |
- 0.0207 |
- 0.0105 |
-
-
- | 0.45 |
- 0.0161 |
- 0.0133 |
- 0.0143 |
- 0.0164 |
- 0.0143 |
- 0.0119 |
-
-
- | 0.5 |
- 0.0140 |
- 0.0117 |
- 0.0122 |
- 0.0142 |
- 0.0085 |
- 0.0115 |
-
-
- | 0.55 |
- 0.0113 |
- 0.0092 |
- 0.0097 |
- 0.0114 |
- 0.0068 |
- 0.0105 |
-
-
- | 0.6 |
- 0.0109 |
- 0.0084 |
- 0.0091 |
- 0.0101 |
- 0.0074 |
- 0.0107 |
-
-
- | 0.65 |
- 0.0106 |
- 0.0093 |
- 0.0100 |
- 0.0099 |
- 0.0079 |
- 0.0114 |
-
-
- | 0.7 |
- 0.0109 |
- 0.0090 |
- 0.0104 |
- 0.0106 |
- 0.0106 |
- 0.0103 |
-
-
- | 0.75 |
- 0.0098 |
- 0.0082 |
- 0.0089 |
- 0.0097 |
- 0.0140 |
- 0.0097 |
-
-
- | 0.8 |
- 0.0087 |
- 0.0070 |
- 0.0086 |
- 0.0086 |
- 0.0160 |
- 0.0117 |
-
-
- | 0.85 |
- 0.0073 |
- 0.0056 |
- 0.0071 |
- 0.0076 |
- 0.0182 |
- 0.0104 |
-
-
- | 0.9 |
- 0.0072 |
- 0.0063 |
- 0.0087 |
- 0.0077 |
- 0.0199 |
- 0.0117 |
-
-
- | 0.95 |
- 0.0060 |
- 0.0053 |
- 0.0081 |
- 0.0078 |
- 0.0218 |
- 0.0117 |
-
-
- | 1.0 |
- 0.0054 |
- 0.0049 |
- 0.0076 |
- 0.0063 |
- 0.0225 |
- 0.0128 |
-
-
- | avg |
- 0.0190 |
- 0.0168 |
- 0.0239 |
- 0.0252 |
- 0.0949 |
- 0.0434 |
-
-
-
-
-
-
-
-
-
-
-## 60% positives
-> train: [0.40003338 0.59996662]
-> validation: [0.40003338 0.59996662]
-> bin_sld: 426.378s
-> mul_sld: 153.126s
-> bin_sld_gs: 1140.607s
-> mul_sld_gs: 673.397s
-> bin_sld_gsq: 528.696s
-> bin_pacc: 420.283s
-> mul_pacc: 148.016s
-> binmc_pacc: 405.920s
-> mulmc_pacc: 167.711s
-> binne_pacc: 417.205s
-> mulne_pacc: 145.013s
-> bin_pacc_gs: 730.537s
-> mul_pacc_gs: 261.004s
-> bin_cc: 394.352s
-> mul_cc: 143.652s
-> kfcv: 122.227s
-> ref: 122.352s
-> atc_mc: 120.259s
-> atc_ne: 113.567s
-> doc_feat: 80.306s
-> tot: 1146.639s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- kfcv |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0862 |
- 0.0098 |
- 0.1131 |
- 0.0220 |
- 0.9151 |
- 0.5310 |
-
-
- | 0.05 |
- 0.0666 |
- 0.0357 |
- 0.0384 |
- 0.0933 |
- 0.4639 |
- 0.2044 |
-
-
- | 0.1 |
- 0.0447 |
- 0.0258 |
- 0.0398 |
- 0.0906 |
- 0.2902 |
- 0.1045 |
-
-
- | 0.15 |
- 0.0304 |
- 0.0202 |
- 0.0379 |
- 0.0832 |
- 0.1934 |
- 0.0571 |
-
-
- | 0.2 |
- 0.0300 |
- 0.0209 |
- 0.0288 |
- 0.0651 |
- 0.1375 |
- 0.0407 |
-
-
- | 0.25 |
- 0.0217 |
- 0.0187 |
- 0.0290 |
- 0.0594 |
- 0.0942 |
- 0.0228 |
-
-
- | 0.3 |
- 0.0173 |
- 0.0165 |
- 0.0267 |
- 0.0515 |
- 0.0682 |
- 0.0196 |
-
-
- | 0.35 |
- 0.0152 |
- 0.0148 |
- 0.0251 |
- 0.0480 |
- 0.0446 |
- 0.0125 |
-
-
- | 0.4 |
- 0.0123 |
- 0.0124 |
- 0.0205 |
- 0.0412 |
- 0.0261 |
- 0.0100 |
-
-
- | 0.45 |
- 0.0117 |
- 0.0126 |
- 0.0183 |
- 0.0346 |
- 0.0148 |
- 0.0101 |
-
-
- | 0.5 |
- 0.0093 |
- 0.0113 |
- 0.0170 |
- 0.0296 |
- 0.0068 |
- 0.0081 |
-
-
- | 0.55 |
- 0.0085 |
- 0.0095 |
- 0.0132 |
- 0.0258 |
- 0.0106 |
- 0.0076 |
-
-
- | 0.6 |
- 0.0075 |
- 0.0086 |
- 0.0118 |
- 0.0205 |
- 0.0175 |
- 0.0060 |
-
-
- | 0.65 |
- 0.0070 |
- 0.0078 |
- 0.0108 |
- 0.0185 |
- 0.0227 |
- 0.0060 |
-
-
- | 0.7 |
- 0.0070 |
- 0.0089 |
- 0.0112 |
- 0.0181 |
- 0.0302 |
- 0.0055 |
-
-
- | 0.75 |
- 0.0061 |
- 0.0076 |
- 0.0088 |
- 0.0160 |
- 0.0355 |
- 0.0051 |
-
-
- | 0.8 |
- 0.0066 |
- 0.0076 |
- 0.0079 |
- 0.0129 |
- 0.0399 |
- 0.0042 |
-
-
- | 0.85 |
- 0.0065 |
- 0.0075 |
- 0.0073 |
- 0.0120 |
- 0.0442 |
- 0.0042 |
-
-
- | 0.9 |
- 0.0076 |
- 0.0079 |
- 0.0072 |
- 0.0104 |
- 0.0480 |
- 0.0045 |
-
-
- | 0.95 |
- 0.0079 |
- 0.0068 |
- 0.0060 |
- 0.0082 |
- 0.0512 |
- 0.0037 |
-
-
- | 1.0 |
- 0.0116 |
- 0.0076 |
- 0.0050 |
- 0.0072 |
- 0.0532 |
- 0.0034 |
-
-
- | avg |
- 0.0201 |
- 0.0133 |
- 0.0230 |
- 0.0366 |
- 0.1242 |
- 0.0510 |
-
-
-
-
-
-
-
-
-
-
-## 70% positives
-> train: [0.29989987 0.70010013]
-> validation: [0.30006676 0.69993324]
-> bin_sld: 417.731s
-> mul_sld: 155.451s
-> bin_sld_gs: 1141.720s
-> mul_sld_gs: 680.203s
-> bin_sld_gsq: 527.251s
-> bin_pacc: 413.591s
-> mul_pacc: 130.941s
-> binmc_pacc: 410.011s
-> mulmc_pacc: 160.422s
-> binne_pacc: 411.824s
-> mulne_pacc: 150.120s
-> bin_pacc_gs: 731.866s
-> mul_pacc_gs: 262.250s
-> bin_cc: 396.501s
-> mul_cc: 145.444s
-> kfcv: 127.528s
-> ref: 121.369s
-> atc_mc: 106.641s
-> atc_ne: 101.076s
-> doc_feat: 86.241s
-> tot: 1146.268s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- kfcv |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0003 |
- 0.0592 |
- 0.0000 |
- 0.0018 |
- 0.8931 |
- 0.5749 |
-
-
- | 0.05 |
- 0.0772 |
- 0.0263 |
- 0.1431 |
- 0.0847 |
- 0.5801 |
- 0.3336 |
-
-
- | 0.1 |
- 0.0774 |
- 0.0234 |
- 0.1306 |
- 0.0780 |
- 0.4044 |
- 0.2163 |
-
-
- | 0.15 |
- 0.0745 |
- 0.0271 |
- 0.1193 |
- 0.0710 |
- 0.2935 |
- 0.1450 |
-
-
- | 0.2 |
- 0.0640 |
- 0.0252 |
- 0.0990 |
- 0.0582 |
- 0.2157 |
- 0.1055 |
-
-
- | 0.25 |
- 0.0604 |
- 0.0294 |
- 0.0915 |
- 0.0558 |
- 0.1560 |
- 0.0703 |
-
-
- | 0.3 |
- 0.0526 |
- 0.0281 |
- 0.0785 |
- 0.0481 |
- 0.1139 |
- 0.0549 |
-
-
- | 0.35 |
- 0.0482 |
- 0.0270 |
- 0.0693 |
- 0.0441 |
- 0.0808 |
- 0.0403 |
-
-
- | 0.4 |
- 0.0448 |
- 0.0281 |
- 0.0621 |
- 0.0399 |
- 0.0502 |
- 0.0279 |
-
-
- | 0.45 |
- 0.0380 |
- 0.0257 |
- 0.0501 |
- 0.0339 |
- 0.0286 |
- 0.0225 |
-
-
- | 0.5 |
- 0.0317 |
- 0.0238 |
- 0.0407 |
- 0.0283 |
- 0.0094 |
- 0.0165 |
-
-
- | 0.55 |
- 0.0296 |
- 0.0232 |
- 0.0372 |
- 0.0261 |
- 0.0102 |
- 0.0120 |
-
-
- | 0.6 |
- 0.0235 |
- 0.0193 |
- 0.0268 |
- 0.0201 |
- 0.0238 |
- 0.0095 |
-
-
- | 0.65 |
- 0.0217 |
- 0.0196 |
- 0.0247 |
- 0.0198 |
- 0.0348 |
- 0.0089 |
-
-
- | 0.7 |
- 0.0192 |
- 0.0187 |
- 0.0197 |
- 0.0173 |
- 0.0467 |
- 0.0060 |
-
-
- | 0.75 |
- 0.0167 |
- 0.0172 |
- 0.0156 |
- 0.0150 |
- 0.0563 |
- 0.0047 |
-
-
- | 0.8 |
- 0.0144 |
- 0.0161 |
- 0.0124 |
- 0.0131 |
- 0.0649 |
- 0.0044 |
-
-
- | 0.85 |
- 0.0130 |
- 0.0149 |
- 0.0103 |
- 0.0117 |
- 0.0726 |
- 0.0045 |
-
-
- | 0.9 |
- 0.0098 |
- 0.0135 |
- 0.0075 |
- 0.0097 |
- 0.0793 |
- 0.0036 |
-
-
- | 0.95 |
- 0.0079 |
- 0.0120 |
- 0.0052 |
- 0.0073 |
- 0.0858 |
- 0.0035 |
-
-
- | 1.0 |
- 0.0062 |
- 0.0112 |
- 0.0019 |
- 0.0073 |
- 0.0906 |
- 0.0032 |
-
-
- | avg |
- 0.0348 |
- 0.0233 |
- 0.0498 |
- 0.0329 |
- 0.1615 |
- 0.0794 |
-
-
-
-
-
-
-
-
-
-
-## 80% positives
-> train: [0.19993324 0.80006676]
-> validation: [0.20010013 0.79989987]
-> bin_sld: 437.768s
-> mul_sld: 162.581s
-> bin_sld_gs: 1142.333s
-> mul_sld_gs: 680.247s
-> bin_sld_gsq: 532.404s
-> bin_pacc: 414.897s
-> mul_pacc: 158.907s
-> binmc_pacc: 406.361s
-> mulmc_pacc: 141.227s
-> binne_pacc: 414.412s
-> mulne_pacc: 158.498s
-> bin_pacc_gs: 720.921s
-> mul_pacc_gs: 272.540s
-> bin_cc: 395.525s
-> mul_cc: 139.596s
-> kfcv: 123.479s
-> ref: 124.418s
-> atc_mc: 126.354s
-> atc_ne: 101.451s
-> doc_feat: 111.799s
-> tot: 1146.771s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- kfcv |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0001 |
- 0.0049 |
- 0.0033 |
- 0.0002 |
- 0.8002 |
- 0.5459 |
-
-
- | 0.05 |
- 0.0634 |
- 0.0179 |
- 0.0648 |
- 0.0852 |
- 0.6047 |
- 0.3941 |
-
-
- | 0.1 |
- 0.0539 |
- 0.0202 |
- 0.0646 |
- 0.0807 |
- 0.4628 |
- 0.2954 |
-
-
- | 0.15 |
- 0.0455 |
- 0.0151 |
- 0.0630 |
- 0.0789 |
- 0.3520 |
- 0.2206 |
-
-
- | 0.2 |
- 0.0332 |
- 0.0141 |
- 0.0560 |
- 0.0694 |
- 0.2670 |
- 0.1701 |
-
-
- | 0.25 |
- 0.0322 |
- 0.0147 |
- 0.0583 |
- 0.0698 |
- 0.1952 |
- 0.1277 |
-
-
- | 0.3 |
- 0.0294 |
- 0.0133 |
- 0.0523 |
- 0.0628 |
- 0.1390 |
- 0.0994 |
-
-
- | 0.35 |
- 0.0248 |
- 0.0130 |
- 0.0465 |
- 0.0561 |
- 0.0911 |
- 0.0774 |
-
-
- | 0.4 |
- 0.0224 |
- 0.0107 |
- 0.0439 |
- 0.0520 |
- 0.0476 |
- 0.0563 |
-
-
- | 0.45 |
- 0.0189 |
- 0.0093 |
- 0.0373 |
- 0.0450 |
- 0.0145 |
- 0.0440 |
-
-
- | 0.5 |
- 0.0148 |
- 0.0084 |
- 0.0324 |
- 0.0392 |
- 0.0189 |
- 0.0323 |
-
-
- | 0.55 |
- 0.0158 |
- 0.0088 |
- 0.0326 |
- 0.0381 |
- 0.0467 |
- 0.0206 |
-
-
- | 0.6 |
- 0.0096 |
- 0.0073 |
- 0.0232 |
- 0.0289 |
- 0.0706 |
- 0.0152 |
-
-
- | 0.65 |
- 0.0119 |
- 0.0071 |
- 0.0235 |
- 0.0280 |
- 0.0913 |
- 0.0098 |
-
-
- | 0.7 |
- 0.0095 |
- 0.0073 |
- 0.0193 |
- 0.0237 |
- 0.1112 |
- 0.0072 |
-
-
- | 0.75 |
- 0.0093 |
- 0.0066 |
- 0.0145 |
- 0.0185 |
- 0.1282 |
- 0.0056 |
-
-
- | 0.8 |
- 0.0115 |
- 0.0065 |
- 0.0136 |
- 0.0170 |
- 0.1437 |
- 0.0049 |
-
-
- | 0.85 |
- 0.0108 |
- 0.0063 |
- 0.0109 |
- 0.0136 |
- 0.1575 |
- 0.0053 |
-
-
- | 0.9 |
- 0.0106 |
- 0.0061 |
- 0.0081 |
- 0.0107 |
- 0.1708 |
- 0.0055 |
-
-
- | 0.95 |
- 0.0077 |
- 0.0059 |
- 0.0058 |
- 0.0074 |
- 0.1833 |
- 0.0068 |
-
-
- | 1.0 |
- 0.0021 |
- 0.0078 |
- 0.0039 |
- 0.0067 |
- 0.1938 |
- 0.0076 |
-
-
- | avg |
- 0.0208 |
- 0.0101 |
- 0.0323 |
- 0.0396 |
- 0.2043 |
- 0.1025 |
-
-
-
-
-
-
-
-
-
-
-## 90% positives
-> train: [0.09996662 0.90003338]
-> validation: [0.09996662 0.90003338]
-> bin_sld: 423.737s
-> mul_sld: 177.588s
-> bin_sld_gs: 1108.736s
-> mul_sld_gs: 666.006s
-> bin_sld_gsq: 518.900s
-> bin_pacc: 406.760s
-> mul_pacc: 133.174s
-> binmc_pacc: 401.789s
-> mulmc_pacc: 147.520s
-> binne_pacc: 400.414s
-> mulne_pacc: 148.167s
-> bin_pacc_gs: 722.523s
-> mul_pacc_gs: 252.340s
-> bin_cc: 378.760s
-> mul_cc: 126.045s
-> kfcv: 109.535s
-> ref: 87.159s
-> atc_mc: 99.104s
-> atc_ne: 101.467s
-> doc_feat: 83.819s
-> tot: 1113.236s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- kfcv |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0010 |
- 0.0384 |
- 0.0024 |
- 0.0108 |
- 0.5911 |
- 0.4745 |
-
-
- | 0.05 |
- 0.0113 |
- 0.0484 |
- 0.0292 |
- 0.0166 |
- 0.4813 |
- 0.4016 |
-
-
- | 0.1 |
- 0.0113 |
- 0.0466 |
- 0.0231 |
- 0.0133 |
- 0.3843 |
- 0.3432 |
-
-
- | 0.15 |
- 0.0100 |
- 0.0430 |
- 0.0182 |
- 0.0123 |
- 0.2983 |
- 0.2909 |
-
-
- | 0.2 |
- 0.0118 |
- 0.0396 |
- 0.0164 |
- 0.0157 |
- 0.2217 |
- 0.2470 |
-
-
- | 0.25 |
- 0.0100 |
- 0.0298 |
- 0.0153 |
- 0.0122 |
- 0.1524 |
- 0.2076 |
-
-
- | 0.3 |
- 0.0094 |
- 0.0272 |
- 0.0129 |
- 0.0098 |
- 0.0903 |
- 0.1759 |
-
-
- | 0.35 |
- 0.0092 |
- 0.0202 |
- 0.0122 |
- 0.0112 |
- 0.0329 |
- 0.1487 |
-
-
- | 0.4 |
- 0.0083 |
- 0.0164 |
- 0.0117 |
- 0.0104 |
- 0.0182 |
- 0.1239 |
-
-
- | 0.45 |
- 0.0092 |
- 0.0144 |
- 0.0092 |
- 0.0108 |
- 0.0661 |
- 0.1027 |
-
-
- | 0.5 |
- 0.0078 |
- 0.0106 |
- 0.0091 |
- 0.0090 |
- 0.1102 |
- 0.0842 |
-
-
- | 0.55 |
- 0.0057 |
- 0.0070 |
- 0.0071 |
- 0.0090 |
- 0.1500 |
- 0.0659 |
-
-
- | 0.6 |
- 0.0067 |
- 0.0069 |
- 0.0069 |
- 0.0091 |
- 0.1879 |
- 0.0530 |
-
-
- | 0.65 |
- 0.0061 |
- 0.0063 |
- 0.0070 |
- 0.0099 |
- 0.2221 |
- 0.0392 |
-
-
- | 0.7 |
- 0.0047 |
- 0.0054 |
- 0.0063 |
- 0.0087 |
- 0.2546 |
- 0.0290 |
-
-
- | 0.75 |
- 0.0046 |
- 0.0061 |
- 0.0059 |
- 0.0090 |
- 0.2849 |
- 0.0196 |
-
-
- | 0.8 |
- 0.0038 |
- 0.0073 |
- 0.0050 |
- 0.0103 |
- 0.3120 |
- 0.0125 |
-
-
- | 0.85 |
- 0.0039 |
- 0.0086 |
- 0.0054 |
- 0.0113 |
- 0.3382 |
- 0.0061 |
-
-
- | 0.9 |
- 0.0033 |
- 0.0098 |
- 0.0053 |
- 0.0110 |
- 0.3632 |
- 0.0036 |
-
-
- | 0.95 |
- 0.0036 |
- 0.0115 |
- 0.0054 |
- 0.0125 |
- 0.3866 |
- 0.0069 |
-
-
- | 1.0 |
- 0.0046 |
- 0.0126 |
- 0.0014 |
- 0.0182 |
- 0.4085 |
- 0.0123 |
-
-
- | avg |
- 0.0070 |
- 0.0198 |
- 0.0103 |
- 0.0115 |
- 0.2550 |
- 0.1356 |
-
-
-
-
-
-
-
-
-
-
-## avg
-### avg on train
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- kfcv |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0237 |
- 0.0404 |
- 0.1206 |
- 0.1332 |
- 0.8229 |
- 0.3827 |
-
-
- | 0.05 |
- 0.0630 |
- 0.0487 |
- 0.0751 |
- 0.0808 |
- 0.3517 |
- 0.2109 |
-
-
- | 0.1 |
- 0.0462 |
- 0.0345 |
- 0.0547 |
- 0.0595 |
- 0.2507 |
- 0.1528 |
-
-
- | 0.15 |
- 0.0372 |
- 0.0285 |
- 0.0451 |
- 0.0499 |
- 0.1907 |
- 0.1203 |
-
-
- | 0.2 |
- 0.0310 |
- 0.0240 |
- 0.0366 |
- 0.0412 |
- 0.1496 |
- 0.0991 |
-
-
- | 0.25 |
- 0.0274 |
- 0.0221 |
- 0.0335 |
- 0.0373 |
- 0.1159 |
- 0.0819 |
-
-
- | 0.3 |
- 0.0242 |
- 0.0200 |
- 0.0289 |
- 0.0323 |
- 0.0939 |
- 0.0712 |
-
-
- | 0.35 |
- 0.0220 |
- 0.0178 |
- 0.0259 |
- 0.0293 |
- 0.0739 |
- 0.0623 |
-
-
- | 0.4 |
- 0.0198 |
- 0.0166 |
- 0.0236 |
- 0.0270 |
- 0.0596 |
- 0.0548 |
-
-
- | 0.45 |
- 0.0173 |
- 0.0154 |
- 0.0201 |
- 0.0236 |
- 0.0552 |
- 0.0497 |
-
-
- | 0.5 |
- 0.0151 |
- 0.0135 |
- 0.0175 |
- 0.0210 |
- 0.0564 |
- 0.0458 |
-
-
- | 0.55 |
- 0.0136 |
- 0.0128 |
- 0.0160 |
- 0.0200 |
- 0.0642 |
- 0.0415 |
-
-
- | 0.6 |
- 0.0115 |
- 0.0114 |
- 0.0130 |
- 0.0171 |
- 0.0717 |
- 0.0394 |
-
-
- | 0.65 |
- 0.0114 |
- 0.0114 |
- 0.0130 |
- 0.0167 |
- 0.0806 |
- 0.0373 |
-
-
- | 0.7 |
- 0.0102 |
- 0.0108 |
- 0.0115 |
- 0.0152 |
- 0.0886 |
- 0.0350 |
-
-
- | 0.75 |
- 0.0095 |
- 0.0101 |
- 0.0098 |
- 0.0143 |
- 0.0954 |
- 0.0325 |
-
-
- | 0.8 |
- 0.0090 |
- 0.0096 |
- 0.0089 |
- 0.0134 |
- 0.1015 |
- 0.0323 |
-
-
- | 0.85 |
- 0.0085 |
- 0.0093 |
- 0.0083 |
- 0.0128 |
- 0.1073 |
- 0.0315 |
-
-
- | 0.9 |
- 0.0082 |
- 0.0088 |
- 0.0078 |
- 0.0120 |
- 0.1125 |
- 0.0309 |
-
-
- | 0.95 |
- 0.0075 |
- 0.0084 |
- 0.0073 |
- 0.0112 |
- 0.1173 |
- 0.0321 |
-
-
- | 1.0 |
- 0.0061 |
- 0.0078 |
- 0.0058 |
- 0.0113 |
- 0.1221 |
- 0.0326 |
-
-
- | avg |
- 0.0201 |
- 0.0182 |
- 0.0278 |
- 0.0324 |
- 0.1515 |
- 0.0798 |
-
-
-
-
-
-
-### avg on test
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- kfcv |
- atc_mc |
-
-
-
-
- | 0.1 |
- 0.0149 |
- 0.0179 |
- 0.0125 |
- 0.0232 |
- 0.2398 |
- 0.1801 |
-
-
- | 0.2 |
- 0.0320 |
- 0.0178 |
- 0.0216 |
- 0.0361 |
- 0.1197 |
- 0.0610 |
-
-
- | 0.3 |
- 0.0145 |
- 0.0174 |
- 0.0426 |
- 0.0351 |
- 0.0847 |
- 0.0334 |
-
-
- | 0.4 |
- 0.0178 |
- 0.0273 |
- 0.0340 |
- 0.0510 |
- 0.0796 |
- 0.0321 |
-
-
- | 0.5 |
- 0.0190 |
- 0.0168 |
- 0.0239 |
- 0.0252 |
- 0.0949 |
- 0.0434 |
-
-
- | 0.6 |
- 0.0201 |
- 0.0133 |
- 0.0230 |
- 0.0366 |
- 0.1242 |
- 0.0510 |
-
-
- | 0.7 |
- 0.0348 |
- 0.0233 |
- 0.0498 |
- 0.0329 |
- 0.1615 |
- 0.0794 |
-
-
- | 0.8 |
- 0.0208 |
- 0.0101 |
- 0.0323 |
- 0.0396 |
- 0.2043 |
- 0.1025 |
-
-
- | 0.9 |
- 0.0070 |
- 0.0198 |
- 0.0103 |
- 0.0115 |
- 0.2550 |
- 0.1356 |
-
-
- | avg |
- 0.0201 |
- 0.0182 |
- 0.0278 |
- 0.0324 |
- 0.1515 |
- 0.0798 |
-
-
-
-
-
-
-### avg dataset shift
-
diff --git a/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_gs_vs_atc_acc.md b/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_gs_vs_atc_acc.md
deleted file mode 100644
index e499ead..0000000
--- a/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_gs_vs_atc_acc.md
+++ /dev/null
@@ -1,2535 +0,0 @@
-# rcv1_CCAT_9prevs
-
-## 10% positives
-> train: [0.90003338 0.09996662]
-> validation: [0.90003338 0.09996662]
-> bin_sld: 426.003s
-> mul_sld: 199.118s
-> bin_sld_gs: 1070.285s
-> mul_sld_gs: 686.591s
-> bin_pacc: 409.897s
-> mul_pacc: 169.591s
-> binmc_pacc: 412.906s
-> mulmc_pacc: 173.043s
-> binne_pacc: 411.128s
-> mulne_pacc: 146.658s
-> bin_pacc_gs: 710.525s
-> mul_pacc_gs: 245.764s
-> bin_cc: 389.472s
-> mul_cc: 148.220s
-> kfcv: 130.095s
-> ref: 120.267s
-> atc_mc: 125.236s
-> atc_ne: 121.957s
-> doc_feat: 83.796s
-> tot: 1073.769s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0016 |
- 0.0039 |
- 0.0064 |
- 0.0211 |
- 0.0088 |
- 0.0088 |
-
-
- | 0.05 |
- 0.0064 |
- 0.0056 |
- 0.0063 |
- 0.0185 |
- 0.0046 |
- 0.0046 |
-
-
- | 0.1 |
- 0.0082 |
- 0.0088 |
- 0.0061 |
- 0.0165 |
- 0.0080 |
- 0.0080 |
-
-
- | 0.15 |
- 0.0096 |
- 0.0108 |
- 0.0058 |
- 0.0136 |
- 0.0128 |
- 0.0128 |
-
-
- | 0.2 |
- 0.0113 |
- 0.0134 |
- 0.0081 |
- 0.0129 |
- 0.0194 |
- 0.0194 |
-
-
- | 0.25 |
- 0.0128 |
- 0.0153 |
- 0.0084 |
- 0.0104 |
- 0.0256 |
- 0.0256 |
-
-
- | 0.3 |
- 0.0142 |
- 0.0165 |
- 0.0089 |
- 0.0097 |
- 0.0348 |
- 0.0348 |
-
-
- | 0.35 |
- 0.0158 |
- 0.0182 |
- 0.0117 |
- 0.0080 |
- 0.0438 |
- 0.0438 |
-
-
- | 0.4 |
- 0.0150 |
- 0.0182 |
- 0.0137 |
- 0.0092 |
- 0.0509 |
- 0.0509 |
-
-
- | 0.45 |
- 0.0153 |
- 0.0185 |
- 0.0149 |
- 0.0103 |
- 0.0568 |
- 0.0568 |
-
-
- | 0.5 |
- 0.0156 |
- 0.0170 |
- 0.0165 |
- 0.0098 |
- 0.0633 |
- 0.0633 |
-
-
- | 0.55 |
- 0.0158 |
- 0.0181 |
- 0.0196 |
- 0.0130 |
- 0.0728 |
- 0.0728 |
-
-
- | 0.6 |
- 0.0134 |
- 0.0145 |
- 0.0187 |
- 0.0119 |
- 0.0748 |
- 0.0748 |
-
-
- | 0.65 |
- 0.0163 |
- 0.0153 |
- 0.0233 |
- 0.0145 |
- 0.0843 |
- 0.0843 |
-
-
- | 0.7 |
- 0.0152 |
- 0.0134 |
- 0.0257 |
- 0.0159 |
- 0.0916 |
- 0.0916 |
-
-
- | 0.75 |
- 0.0152 |
- 0.0123 |
- 0.0279 |
- 0.0200 |
- 0.1005 |
- 0.1005 |
-
-
- | 0.8 |
- 0.0126 |
- 0.0104 |
- 0.0278 |
- 0.0203 |
- 0.1064 |
- 0.1064 |
-
-
- | 0.85 |
- 0.0113 |
- 0.0083 |
- 0.0309 |
- 0.0227 |
- 0.1147 |
- 0.1147 |
-
-
- | 0.9 |
- 0.0107 |
- 0.0091 |
- 0.0341 |
- 0.0260 |
- 0.1204 |
- 0.1204 |
-
-
- | 0.95 |
- 0.0093 |
- 0.0114 |
- 0.0346 |
- 0.0260 |
- 0.1244 |
- 0.1244 |
-
-
- | 1.0 |
- 0.0083 |
- 0.0038 |
- 0.0389 |
- 0.0302 |
- 0.1336 |
- 0.1336 |
-
-
- | avg |
- 0.0121 |
- 0.0125 |
- 0.0185 |
- 0.0162 |
- 0.0644 |
- 0.0644 |
-
-
-
-
-
-
-
-
-
-
-## 20% positives
-> train: [0.79989987 0.20010013]
-> validation: [0.80006676 0.19993324]
-> bin_sld: 422.895s
-> mul_sld: 162.786s
-> bin_sld_gs: 1128.064s
-> mul_sld_gs: 683.619s
-> bin_sld_gsq: 524.432s
-> bin_pacc: 410.462s
-> mul_pacc: 155.872s
-> binmc_pacc: 407.039s
-> mulmc_pacc: 173.902s
-> binne_pacc: 410.358s
-> mulne_pacc: 167.292s
-> bin_pacc_gs: 732.626s
-> mul_pacc_gs: 261.935s
-> bin_cc: 396.948s
-> mul_cc: 147.743s
-> kfcv: 132.118s
-> ref: 106.145s
-> atc_mc: 127.911s
-> atc_ne: 121.613s
-> doc_feat: 80.220s
-> tot: 1132.799s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0080 |
- 0.0124 |
- 0.0226 |
- 0.0146 |
- 0.0097 |
- 0.0097 |
-
-
- | 0.05 |
- 0.0096 |
- 0.0108 |
- 0.0206 |
- 0.0126 |
- 0.0071 |
- 0.0071 |
-
-
- | 0.1 |
- 0.0114 |
- 0.0101 |
- 0.0196 |
- 0.0120 |
- 0.0062 |
- 0.0062 |
-
-
- | 0.15 |
- 0.0114 |
- 0.0085 |
- 0.0169 |
- 0.0106 |
- 0.0064 |
- 0.0064 |
-
-
- | 0.2 |
- 0.0124 |
- 0.0084 |
- 0.0154 |
- 0.0106 |
- 0.0088 |
- 0.0088 |
-
-
- | 0.25 |
- 0.0124 |
- 0.0086 |
- 0.0128 |
- 0.0095 |
- 0.0093 |
- 0.0093 |
-
-
- | 0.3 |
- 0.0139 |
- 0.0080 |
- 0.0135 |
- 0.0097 |
- 0.0124 |
- 0.0124 |
-
-
- | 0.35 |
- 0.0130 |
- 0.0082 |
- 0.0126 |
- 0.0085 |
- 0.0161 |
- 0.0161 |
-
-
- | 0.4 |
- 0.0127 |
- 0.0095 |
- 0.0098 |
- 0.0096 |
- 0.0190 |
- 0.0190 |
-
-
- | 0.45 |
- 0.0149 |
- 0.0102 |
- 0.0104 |
- 0.0099 |
- 0.0207 |
- 0.0207 |
-
-
- | 0.5 |
- 0.0156 |
- 0.0103 |
- 0.0091 |
- 0.0102 |
- 0.0222 |
- 0.0222 |
-
-
- | 0.55 |
- 0.0147 |
- 0.0120 |
- 0.0082 |
- 0.0104 |
- 0.0247 |
- 0.0247 |
-
-
- | 0.6 |
- 0.0152 |
- 0.0117 |
- 0.0085 |
- 0.0118 |
- 0.0272 |
- 0.0272 |
-
-
- | 0.65 |
- 0.0163 |
- 0.0140 |
- 0.0087 |
- 0.0127 |
- 0.0331 |
- 0.0331 |
-
-
- | 0.7 |
- 0.0158 |
- 0.0151 |
- 0.0073 |
- 0.0122 |
- 0.0384 |
- 0.0384 |
-
-
- | 0.75 |
- 0.0172 |
- 0.0151 |
- 0.0072 |
- 0.0133 |
- 0.0425 |
- 0.0425 |
-
-
- | 0.8 |
- 0.0173 |
- 0.0133 |
- 0.0066 |
- 0.0128 |
- 0.0407 |
- 0.0407 |
-
-
- | 0.85 |
- 0.0185 |
- 0.0134 |
- 0.0072 |
- 0.0133 |
- 0.0447 |
- 0.0447 |
-
-
- | 0.9 |
- 0.0199 |
- 0.0131 |
- 0.0077 |
- 0.0148 |
- 0.0493 |
- 0.0493 |
-
-
- | 0.95 |
- 0.0205 |
- 0.0113 |
- 0.0083 |
- 0.0142 |
- 0.0492 |
- 0.0492 |
-
-
- | 1.0 |
- 0.0223 |
- 0.0077 |
- 0.0091 |
- 0.0168 |
- 0.0571 |
- 0.0571 |
-
-
- | avg |
- 0.0149 |
- 0.0110 |
- 0.0115 |
- 0.0119 |
- 0.0259 |
- 0.0259 |
-
-
-
-
-
-
-
-
-
-
-## 30% positives
-> train: [0.69993324 0.30006676]
-> validation: [0.70010013 0.29989987]
-> bin_sld: 421.459s
-> mul_sld: 146.321s
-> bin_sld_gs: 1159.421s
-> mul_sld_gs: 690.743s
-> bin_sld_gsq: 531.736s
-> bin_pacc: 423.881s
-> mul_pacc: 166.104s
-> binmc_pacc: 422.818s
-> mulmc_pacc: 164.572s
-> binne_pacc: 409.704s
-> mulne_pacc: 155.476s
-> bin_pacc_gs: 737.229s
-> mul_pacc_gs: 269.465s
-> bin_cc: 400.220s
-> mul_cc: 118.299s
-> kfcv: 131.612s
-> ref: 122.392s
-> atc_mc: 119.095s
-> atc_ne: 108.266s
-> doc_feat: 96.341s
-> tot: 1163.937s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0059 |
- 0.0081 |
- 0.0076 |
- 0.0067 |
- 0.0103 |
- 0.0103 |
-
-
- | 0.05 |
- 0.0083 |
- 0.0082 |
- 0.0094 |
- 0.0105 |
- 0.0072 |
- 0.0072 |
-
-
- | 0.1 |
- 0.0087 |
- 0.0080 |
- 0.0095 |
- 0.0113 |
- 0.0049 |
- 0.0049 |
-
-
- | 0.15 |
- 0.0097 |
- 0.0091 |
- 0.0095 |
- 0.0131 |
- 0.0060 |
- 0.0060 |
-
-
- | 0.2 |
- 0.0089 |
- 0.0087 |
- 0.0102 |
- 0.0140 |
- 0.0082 |
- 0.0082 |
-
-
- | 0.25 |
- 0.0094 |
- 0.0111 |
- 0.0106 |
- 0.0153 |
- 0.0101 |
- 0.0101 |
-
-
- | 0.3 |
- 0.0091 |
- 0.0115 |
- 0.0101 |
- 0.0128 |
- 0.0119 |
- 0.0119 |
-
-
- | 0.35 |
- 0.0104 |
- 0.0117 |
- 0.0116 |
- 0.0135 |
- 0.0160 |
- 0.0160 |
-
-
- | 0.4 |
- 0.0108 |
- 0.0133 |
- 0.0118 |
- 0.0139 |
- 0.0190 |
- 0.0190 |
-
-
- | 0.45 |
- 0.0097 |
- 0.0138 |
- 0.0109 |
- 0.0117 |
- 0.0222 |
- 0.0222 |
-
-
- | 0.5 |
- 0.0095 |
- 0.0131 |
- 0.0115 |
- 0.0126 |
- 0.0259 |
- 0.0259 |
-
-
- | 0.55 |
- 0.0089 |
- 0.0146 |
- 0.0111 |
- 0.0145 |
- 0.0297 |
- 0.0297 |
-
-
- | 0.6 |
- 0.0086 |
- 0.0147 |
- 0.0119 |
- 0.0128 |
- 0.0307 |
- 0.0307 |
-
-
- | 0.65 |
- 0.0090 |
- 0.0154 |
- 0.0121 |
- 0.0140 |
- 0.0368 |
- 0.0368 |
-
-
- | 0.7 |
- 0.0077 |
- 0.0141 |
- 0.0123 |
- 0.0132 |
- 0.0400 |
- 0.0400 |
-
-
- | 0.75 |
- 0.0085 |
- 0.0132 |
- 0.0105 |
- 0.0136 |
- 0.0427 |
- 0.0427 |
-
-
- | 0.8 |
- 0.0078 |
- 0.0116 |
- 0.0106 |
- 0.0122 |
- 0.0464 |
- 0.0464 |
-
-
- | 0.85 |
- 0.0071 |
- 0.0129 |
- 0.0115 |
- 0.0152 |
- 0.0517 |
- 0.0517 |
-
-
- | 0.9 |
- 0.0074 |
- 0.0101 |
- 0.0111 |
- 0.0146 |
- 0.0521 |
- 0.0521 |
-
-
- | 0.95 |
- 0.0072 |
- 0.0099 |
- 0.0136 |
- 0.0180 |
- 0.0548 |
- 0.0548 |
-
-
- | 1.0 |
- 0.0017 |
- 0.0067 |
- 0.0108 |
- 0.0181 |
- 0.0625 |
- 0.0625 |
-
-
- | avg |
- 0.0083 |
- 0.0114 |
- 0.0109 |
- 0.0134 |
- 0.0280 |
- 0.0280 |
-
-
-
-
-
-
-
-
-
-
-## 40% positives
-> train: [0.59996662 0.40003338]
-> validation: [0.59996662 0.40003338]
-> bin_sld: 434.111s
-> mul_sld: 159.616s
-> bin_sld_gs: 1179.818s
-> mul_sld_gs: 695.793s
-> bin_sld_gsq: 546.801s
-> bin_pacc: 431.189s
-> mul_pacc: 143.236s
-> binmc_pacc: 422.668s
-> mulmc_pacc: 167.615s
-> binne_pacc: 427.798s
-> mulne_pacc: 166.144s
-> bin_pacc_gs: 739.438s
-> mul_pacc_gs: 261.609s
-> bin_cc: 402.646s
-> mul_cc: 152.045s
-> kfcv: 121.176s
-> ref: 127.991s
-> atc_mc: 129.960s
-> atc_ne: 115.970s
-> doc_feat: 79.386s
-> tot: 1183.412s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0050 |
- 0.0220 |
- 0.0063 |
- 0.0097 |
- 0.0190 |
- 0.0190 |
-
-
- | 0.05 |
- 0.0102 |
- 0.0153 |
- 0.0095 |
- 0.0105 |
- 0.0166 |
- 0.0166 |
-
-
- | 0.1 |
- 0.0100 |
- 0.0108 |
- 0.0101 |
- 0.0094 |
- 0.0147 |
- 0.0147 |
-
-
- | 0.15 |
- 0.0112 |
- 0.0097 |
- 0.0108 |
- 0.0108 |
- 0.0117 |
- 0.0117 |
-
-
- | 0.2 |
- 0.0124 |
- 0.0083 |
- 0.0120 |
- 0.0125 |
- 0.0105 |
- 0.0105 |
-
-
- | 0.25 |
- 0.0139 |
- 0.0082 |
- 0.0149 |
- 0.0147 |
- 0.0089 |
- 0.0089 |
-
-
- | 0.3 |
- 0.0123 |
- 0.0091 |
- 0.0130 |
- 0.0156 |
- 0.0085 |
- 0.0085 |
-
-
- | 0.35 |
- 0.0140 |
- 0.0104 |
- 0.0145 |
- 0.0151 |
- 0.0076 |
- 0.0076 |
-
-
- | 0.4 |
- 0.0143 |
- 0.0128 |
- 0.0164 |
- 0.0178 |
- 0.0079 |
- 0.0079 |
-
-
- | 0.45 |
- 0.0121 |
- 0.0144 |
- 0.0167 |
- 0.0187 |
- 0.0073 |
- 0.0073 |
-
-
- | 0.5 |
- 0.0121 |
- 0.0164 |
- 0.0179 |
- 0.0198 |
- 0.0081 |
- 0.0081 |
-
-
- | 0.55 |
- 0.0103 |
- 0.0205 |
- 0.0188 |
- 0.0224 |
- 0.0099 |
- 0.0099 |
-
-
- | 0.6 |
- 0.0105 |
- 0.0219 |
- 0.0196 |
- 0.0246 |
- 0.0112 |
- 0.0112 |
-
-
- | 0.65 |
- 0.0107 |
- 0.0251 |
- 0.0217 |
- 0.0266 |
- 0.0156 |
- 0.0156 |
-
-
- | 0.7 |
- 0.0120 |
- 0.0260 |
- 0.0224 |
- 0.0261 |
- 0.0168 |
- 0.0168 |
-
-
- | 0.75 |
- 0.0107 |
- 0.0278 |
- 0.0237 |
- 0.0276 |
- 0.0160 |
- 0.0160 |
-
-
- | 0.8 |
- 0.0103 |
- 0.0303 |
- 0.0253 |
- 0.0300 |
- 0.0180 |
- 0.0180 |
-
-
- | 0.85 |
- 0.0121 |
- 0.0322 |
- 0.0263 |
- 0.0322 |
- 0.0218 |
- 0.0218 |
-
-
- | 0.9 |
- 0.0132 |
- 0.0308 |
- 0.0275 |
- 0.0325 |
- 0.0224 |
- 0.0224 |
-
-
- | 0.95 |
- 0.0139 |
- 0.0317 |
- 0.0306 |
- 0.0353 |
- 0.0278 |
- 0.0278 |
-
-
- | 1.0 |
- 0.0013 |
- 0.0263 |
- 0.0319 |
- 0.0367 |
- 0.0285 |
- 0.0285 |
-
-
- | avg |
- 0.0111 |
- 0.0195 |
- 0.0186 |
- 0.0214 |
- 0.0147 |
- 0.0147 |
-
-
-
-
-
-
-
-
-
-
-## 50% positives
-> train: [0.5 0.5]
-> validation: [0.5 0.5]
-> bin_sld: 441.783s
-> mul_sld: 169.393s
-> bin_sld_gs: 1166.420s
-> mul_sld_gs: 689.481s
-> bin_sld_gsq: 549.038s
-> bin_pacc: 427.369s
-> mul_pacc: 166.563s
-> binmc_pacc: 426.636s
-> mulmc_pacc: 176.801s
-> binne_pacc: 435.657s
-> mulne_pacc: 161.090s
-> bin_pacc_gs: 730.060s
-> mul_pacc_gs: 266.437s
-> bin_cc: 412.726s
-> mul_cc: 152.522s
-> kfcv: 134.253s
-> ref: 128.737s
-> atc_mc: 129.517s
-> atc_ne: 122.889s
-> doc_feat: 88.896s
-> tot: 1170.874s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0129 |
- 0.0158 |
- 0.0179 |
- 0.0238 |
- 0.0088 |
- 0.0088 |
-
-
- | 0.05 |
- 0.0156 |
- 0.0159 |
- 0.0182 |
- 0.0241 |
- 0.0080 |
- 0.0080 |
-
-
- | 0.1 |
- 0.0149 |
- 0.0133 |
- 0.0173 |
- 0.0219 |
- 0.0082 |
- 0.0082 |
-
-
- | 0.15 |
- 0.0145 |
- 0.0140 |
- 0.0159 |
- 0.0205 |
- 0.0077 |
- 0.0077 |
-
-
- | 0.2 |
- 0.0137 |
- 0.0116 |
- 0.0143 |
- 0.0174 |
- 0.0083 |
- 0.0083 |
-
-
- | 0.25 |
- 0.0130 |
- 0.0110 |
- 0.0131 |
- 0.0171 |
- 0.0066 |
- 0.0066 |
-
-
- | 0.3 |
- 0.0150 |
- 0.0127 |
- 0.0133 |
- 0.0172 |
- 0.0082 |
- 0.0082 |
-
-
- | 0.35 |
- 0.0161 |
- 0.0132 |
- 0.0139 |
- 0.0193 |
- 0.0103 |
- 0.0103 |
-
-
- | 0.4 |
- 0.0151 |
- 0.0125 |
- 0.0139 |
- 0.0164 |
- 0.0085 |
- 0.0085 |
-
-
- | 0.45 |
- 0.0144 |
- 0.0121 |
- 0.0129 |
- 0.0151 |
- 0.0110 |
- 0.0110 |
-
-
- | 0.5 |
- 0.0137 |
- 0.0116 |
- 0.0119 |
- 0.0142 |
- 0.0122 |
- 0.0122 |
-
-
- | 0.55 |
- 0.0117 |
- 0.0096 |
- 0.0101 |
- 0.0121 |
- 0.0125 |
- 0.0125 |
-
-
- | 0.6 |
- 0.0126 |
- 0.0097 |
- 0.0103 |
- 0.0116 |
- 0.0144 |
- 0.0144 |
-
-
- | 0.65 |
- 0.0132 |
- 0.0117 |
- 0.0127 |
- 0.0124 |
- 0.0168 |
- 0.0168 |
-
-
- | 0.7 |
- 0.0145 |
- 0.0120 |
- 0.0139 |
- 0.0140 |
- 0.0164 |
- 0.0164 |
-
-
- | 0.75 |
- 0.0137 |
- 0.0113 |
- 0.0128 |
- 0.0136 |
- 0.0170 |
- 0.0170 |
-
-
- | 0.8 |
- 0.0130 |
- 0.0105 |
- 0.0132 |
- 0.0128 |
- 0.0211 |
- 0.0211 |
-
-
- | 0.85 |
- 0.0115 |
- 0.0090 |
- 0.0117 |
- 0.0121 |
- 0.0205 |
- 0.0205 |
-
-
- | 0.9 |
- 0.0121 |
- 0.0107 |
- 0.0150 |
- 0.0132 |
- 0.0239 |
- 0.0239 |
-
-
- | 0.95 |
- 0.0104 |
- 0.0092 |
- 0.0150 |
- 0.0141 |
- 0.0253 |
- 0.0253 |
-
-
- | 1.0 |
- 0.0096 |
- 0.0085 |
- 0.0150 |
- 0.0119 |
- 0.0289 |
- 0.0289 |
-
-
- | avg |
- 0.0134 |
- 0.0117 |
- 0.0139 |
- 0.0159 |
- 0.0140 |
- 0.0140 |
-
-
-
-
-
-
-
-
-
-
-## 60% positives
-> train: [0.40003338 0.59996662]
-> validation: [0.40003338 0.59996662]
-> bin_sld: 426.378s
-> mul_sld: 153.126s
-> bin_sld_gs: 1140.607s
-> mul_sld_gs: 673.397s
-> bin_sld_gsq: 528.696s
-> bin_pacc: 420.283s
-> mul_pacc: 148.016s
-> binmc_pacc: 405.920s
-> mulmc_pacc: 167.711s
-> binne_pacc: 417.205s
-> mulne_pacc: 145.013s
-> bin_pacc_gs: 730.537s
-> mul_pacc_gs: 261.004s
-> bin_cc: 394.352s
-> mul_cc: 143.652s
-> kfcv: 122.227s
-> ref: 122.352s
-> atc_mc: 120.259s
-> atc_ne: 113.567s
-> doc_feat: 80.306s
-> tot: 1146.639s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0049 |
- 0.0058 |
- 0.0259 |
- 0.0496 |
- 0.0106 |
- 0.0106 |
-
-
- | 0.05 |
- 0.0087 |
- 0.0094 |
- 0.0272 |
- 0.0513 |
- 0.0101 |
- 0.0101 |
-
-
- | 0.1 |
- 0.0102 |
- 0.0084 |
- 0.0255 |
- 0.0483 |
- 0.0092 |
- 0.0092 |
-
-
- | 0.15 |
- 0.0101 |
- 0.0083 |
- 0.0255 |
- 0.0483 |
- 0.0083 |
- 0.0083 |
-
-
- | 0.2 |
- 0.0136 |
- 0.0108 |
- 0.0212 |
- 0.0432 |
- 0.0089 |
- 0.0089 |
-
-
- | 0.25 |
- 0.0123 |
- 0.0110 |
- 0.0218 |
- 0.0426 |
- 0.0090 |
- 0.0090 |
-
-
- | 0.3 |
- 0.0116 |
- 0.0113 |
- 0.0217 |
- 0.0407 |
- 0.0084 |
- 0.0084 |
-
-
- | 0.35 |
- 0.0120 |
- 0.0113 |
- 0.0220 |
- 0.0412 |
- 0.0084 |
- 0.0084 |
-
-
- | 0.4 |
- 0.0112 |
- 0.0107 |
- 0.0192 |
- 0.0384 |
- 0.0082 |
- 0.0082 |
-
-
- | 0.45 |
- 0.0115 |
- 0.0116 |
- 0.0185 |
- 0.0353 |
- 0.0086 |
- 0.0086 |
-
-
- | 0.5 |
- 0.0100 |
- 0.0118 |
- 0.0184 |
- 0.0324 |
- 0.0085 |
- 0.0085 |
-
-
- | 0.55 |
- 0.0097 |
- 0.0103 |
- 0.0150 |
- 0.0300 |
- 0.0085 |
- 0.0085 |
-
-
- | 0.6 |
- 0.0093 |
- 0.0101 |
- 0.0144 |
- 0.0256 |
- 0.0072 |
- 0.0072 |
-
-
- | 0.65 |
- 0.0093 |
- 0.0100 |
- 0.0138 |
- 0.0244 |
- 0.0079 |
- 0.0079 |
-
-
- | 0.7 |
- 0.0095 |
- 0.0118 |
- 0.0151 |
- 0.0250 |
- 0.0076 |
- 0.0076 |
-
-
- | 0.75 |
- 0.0090 |
- 0.0109 |
- 0.0126 |
- 0.0234 |
- 0.0075 |
- 0.0075 |
-
-
- | 0.8 |
- 0.0099 |
- 0.0116 |
- 0.0120 |
- 0.0200 |
- 0.0066 |
- 0.0066 |
-
-
- | 0.85 |
- 0.0097 |
- 0.0118 |
- 0.0115 |
- 0.0194 |
- 0.0070 |
- 0.0070 |
-
-
- | 0.9 |
- 0.0118 |
- 0.0130 |
- 0.0119 |
- 0.0175 |
- 0.0078 |
- 0.0078 |
-
-
- | 0.95 |
- 0.0129 |
- 0.0119 |
- 0.0107 |
- 0.0147 |
- 0.0071 |
- 0.0071 |
-
-
- | 1.0 |
- 0.0205 |
- 0.0140 |
- 0.0093 |
- 0.0133 |
- 0.0071 |
- 0.0071 |
-
-
- | avg |
- 0.0108 |
- 0.0108 |
- 0.0178 |
- 0.0326 |
- 0.0082 |
- 0.0082 |
-
-
-
-
-
-
-
-
-
-
-## 70% positives
-> train: [0.29989987 0.70010013]
-> validation: [0.30006676 0.69993324]
-> bin_sld: 417.731s
-> mul_sld: 155.451s
-> bin_sld_gs: 1141.720s
-> mul_sld_gs: 680.203s
-> bin_sld_gsq: 527.251s
-> bin_pacc: 413.591s
-> mul_pacc: 130.941s
-> binmc_pacc: 410.011s
-> mulmc_pacc: 160.422s
-> binne_pacc: 411.824s
-> mulne_pacc: 150.120s
-> bin_pacc_gs: 731.866s
-> mul_pacc_gs: 262.250s
-> bin_cc: 396.501s
-> mul_cc: 145.444s
-> kfcv: 127.528s
-> ref: 121.369s
-> atc_mc: 106.641s
-> atc_ne: 101.076s
-> doc_feat: 86.241s
-> tot: 1146.268s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0654 |
- 0.0381 |
- 0.0869 |
- 0.0476 |
- 0.0238 |
- 0.0238 |
-
-
- | 0.05 |
- 0.0719 |
- 0.0364 |
- 0.1059 |
- 0.0537 |
- 0.0222 |
- 0.0222 |
-
-
- | 0.1 |
- 0.0657 |
- 0.0332 |
- 0.0961 |
- 0.0493 |
- 0.0216 |
- 0.0216 |
-
-
- | 0.15 |
- 0.0639 |
- 0.0332 |
- 0.0916 |
- 0.0484 |
- 0.0197 |
- 0.0197 |
-
-
- | 0.2 |
- 0.0589 |
- 0.0295 |
- 0.0835 |
- 0.0433 |
- 0.0206 |
- 0.0206 |
-
-
- | 0.25 |
- 0.0564 |
- 0.0315 |
- 0.0814 |
- 0.0445 |
- 0.0160 |
- 0.0160 |
-
-
- | 0.3 |
- 0.0528 |
- 0.0306 |
- 0.0760 |
- 0.0422 |
- 0.0160 |
- 0.0160 |
-
-
- | 0.35 |
- 0.0503 |
- 0.0293 |
- 0.0707 |
- 0.0407 |
- 0.0149 |
- 0.0149 |
-
-
- | 0.4 |
- 0.0496 |
- 0.0316 |
- 0.0677 |
- 0.0400 |
- 0.0122 |
- 0.0122 |
-
-
- | 0.45 |
- 0.0453 |
- 0.0306 |
- 0.0592 |
- 0.0369 |
- 0.0123 |
- 0.0123 |
-
-
- | 0.5 |
- 0.0394 |
- 0.0289 |
- 0.0507 |
- 0.0325 |
- 0.0111 |
- 0.0111 |
-
-
- | 0.55 |
- 0.0388 |
- 0.0294 |
- 0.0491 |
- 0.0320 |
- 0.0102 |
- 0.0102 |
-
-
- | 0.6 |
- 0.0329 |
- 0.0259 |
- 0.0379 |
- 0.0263 |
- 0.0096 |
- 0.0096 |
-
-
- | 0.65 |
- 0.0313 |
- 0.0273 |
- 0.0362 |
- 0.0273 |
- 0.0100 |
- 0.0100 |
-
-
- | 0.7 |
- 0.0289 |
- 0.0271 |
- 0.0302 |
- 0.0250 |
- 0.0080 |
- 0.0080 |
-
-
- | 0.75 |
- 0.0266 |
- 0.0263 |
- 0.0252 |
- 0.0228 |
- 0.0070 |
- 0.0070 |
-
-
- | 0.8 |
- 0.0239 |
- 0.0258 |
- 0.0208 |
- 0.0211 |
- 0.0071 |
- 0.0071 |
-
-
- | 0.85 |
- 0.0224 |
- 0.0250 |
- 0.0180 |
- 0.0198 |
- 0.0076 |
- 0.0076 |
-
-
- | 0.9 |
- 0.0176 |
- 0.0236 |
- 0.0135 |
- 0.0171 |
- 0.0062 |
- 0.0062 |
-
-
- | 0.95 |
- 0.0148 |
- 0.0220 |
- 0.0097 |
- 0.0134 |
- 0.0063 |
- 0.0063 |
-
-
- | 1.0 |
- 0.0118 |
- 0.0214 |
- 0.0037 |
- 0.0140 |
- 0.0059 |
- 0.0059 |
-
-
- | avg |
- 0.0414 |
- 0.0289 |
- 0.0531 |
- 0.0332 |
- 0.0128 |
- 0.0128 |
-
-
-
-
-
-
-
-
-
-
-## 80% positives
-> train: [0.19993324 0.80006676]
-> validation: [0.20010013 0.79989987]
-> bin_sld: 437.768s
-> mul_sld: 162.581s
-> bin_sld_gs: 1142.333s
-> mul_sld_gs: 680.247s
-> bin_sld_gsq: 532.404s
-> bin_pacc: 414.897s
-> mul_pacc: 158.907s
-> binmc_pacc: 406.361s
-> mulmc_pacc: 141.227s
-> binne_pacc: 414.412s
-> mulne_pacc: 158.498s
-> bin_pacc_gs: 720.921s
-> mul_pacc_gs: 272.540s
-> bin_cc: 395.525s
-> mul_cc: 139.596s
-> kfcv: 123.479s
-> ref: 124.418s
-> atc_mc: 126.354s
-> atc_ne: 101.451s
-> doc_feat: 111.799s
-> tot: 1146.771s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0053 |
- 0.0103 |
- 0.0740 |
- 0.0837 |
- 0.0311 |
- 0.0311 |
-
-
- | 0.05 |
- 0.0241 |
- 0.0129 |
- 0.0857 |
- 0.0931 |
- 0.0274 |
- 0.0274 |
-
-
- | 0.1 |
- 0.0227 |
- 0.0127 |
- 0.0787 |
- 0.0848 |
- 0.0267 |
- 0.0267 |
-
-
- | 0.15 |
- 0.0232 |
- 0.0114 |
- 0.0749 |
- 0.0816 |
- 0.0227 |
- 0.0227 |
-
-
- | 0.2 |
- 0.0186 |
- 0.0096 |
- 0.0675 |
- 0.0747 |
- 0.0214 |
- 0.0214 |
-
-
- | 0.25 |
- 0.0203 |
- 0.0110 |
- 0.0682 |
- 0.0748 |
- 0.0201 |
- 0.0201 |
-
-
- | 0.3 |
- 0.0240 |
- 0.0116 |
- 0.0650 |
- 0.0716 |
- 0.0178 |
- 0.0178 |
-
-
- | 0.35 |
- 0.0202 |
- 0.0117 |
- 0.0580 |
- 0.0648 |
- 0.0196 |
- 0.0196 |
-
-
- | 0.4 |
- 0.0210 |
- 0.0106 |
- 0.0562 |
- 0.0631 |
- 0.0168 |
- 0.0168 |
-
-
- | 0.45 |
- 0.0203 |
- 0.0094 |
- 0.0504 |
- 0.0572 |
- 0.0147 |
- 0.0147 |
-
-
- | 0.5 |
- 0.0165 |
- 0.0093 |
- 0.0457 |
- 0.0517 |
- 0.0136 |
- 0.0136 |
-
-
- | 0.55 |
- 0.0195 |
- 0.0104 |
- 0.0468 |
- 0.0518 |
- 0.0111 |
- 0.0111 |
-
-
- | 0.6 |
- 0.0125 |
- 0.0094 |
- 0.0350 |
- 0.0414 |
- 0.0110 |
- 0.0110 |
-
-
- | 0.65 |
- 0.0171 |
- 0.0094 |
- 0.0361 |
- 0.0415 |
- 0.0097 |
- 0.0097 |
-
-
- | 0.7 |
- 0.0144 |
- 0.0104 |
- 0.0307 |
- 0.0363 |
- 0.0106 |
- 0.0106 |
-
-
- | 0.75 |
- 0.0152 |
- 0.0100 |
- 0.0239 |
- 0.0294 |
- 0.0091 |
- 0.0091 |
-
-
- | 0.8 |
- 0.0201 |
- 0.0102 |
- 0.0234 |
- 0.0284 |
- 0.0100 |
- 0.0100 |
-
-
- | 0.85 |
- 0.0198 |
- 0.0105 |
- 0.0194 |
- 0.0234 |
- 0.0104 |
- 0.0104 |
-
-
- | 0.9 |
- 0.0202 |
- 0.0106 |
- 0.0149 |
- 0.0192 |
- 0.0108 |
- 0.0108 |
-
-
- | 0.95 |
- 0.0150 |
- 0.0109 |
- 0.0111 |
- 0.0137 |
- 0.0130 |
- 0.0130 |
-
-
- | 1.0 |
- 0.0042 |
- 0.0152 |
- 0.0076 |
- 0.0131 |
- 0.0147 |
- 0.0147 |
-
-
- | avg |
- 0.0178 |
- 0.0108 |
- 0.0463 |
- 0.0524 |
- 0.0163 |
- 0.0163 |
-
-
-
-
-
-
-
-
-
-
-## 90% positives
-> train: [0.09996662 0.90003338]
-> validation: [0.09996662 0.90003338]
-> bin_sld: 423.737s
-> mul_sld: 177.588s
-> bin_sld_gs: 1108.736s
-> mul_sld_gs: 666.006s
-> bin_sld_gsq: 518.900s
-> bin_pacc: 406.760s
-> mul_pacc: 133.174s
-> binmc_pacc: 401.789s
-> mulmc_pacc: 147.520s
-> binne_pacc: 400.414s
-> mulne_pacc: 148.167s
-> bin_pacc_gs: 722.523s
-> mul_pacc_gs: 252.340s
-> bin_cc: 378.760s
-> mul_cc: 126.045s
-> kfcv: 109.535s
-> ref: 87.159s
-> atc_mc: 99.104s
-> atc_ne: 101.467s
-> doc_feat: 83.819s
-> tot: 1113.236s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0004 |
- 0.0093 |
- 0.0010 |
- 0.0507 |
- 0.1704 |
- 0.1704 |
-
-
- | 0.05 |
- 0.0054 |
- 0.0169 |
- 0.0137 |
- 0.0418 |
- 0.1614 |
- 0.1614 |
-
-
- | 0.1 |
- 0.0061 |
- 0.0189 |
- 0.0122 |
- 0.0401 |
- 0.1528 |
- 0.1528 |
-
-
- | 0.15 |
- 0.0061 |
- 0.0211 |
- 0.0107 |
- 0.0325 |
- 0.1426 |
- 0.1426 |
-
-
- | 0.2 |
- 0.0079 |
- 0.0226 |
- 0.0107 |
- 0.0338 |
- 0.1334 |
- 0.1334 |
-
-
- | 0.25 |
- 0.0074 |
- 0.0178 |
- 0.0111 |
- 0.0273 |
- 0.1217 |
- 0.1217 |
-
-
- | 0.3 |
- 0.0077 |
- 0.0186 |
- 0.0101 |
- 0.0218 |
- 0.1131 |
- 0.1131 |
-
-
- | 0.35 |
- 0.0081 |
- 0.0152 |
- 0.0104 |
- 0.0215 |
- 0.1040 |
- 0.1040 |
-
-
- | 0.4 |
- 0.0080 |
- 0.0135 |
- 0.0108 |
- 0.0168 |
- 0.0943 |
- 0.0943 |
-
-
- | 0.45 |
- 0.0095 |
- 0.0136 |
- 0.0094 |
- 0.0167 |
- 0.0847 |
- 0.0847 |
-
-
- | 0.5 |
- 0.0087 |
- 0.0110 |
- 0.0100 |
- 0.0136 |
- 0.0749 |
- 0.0749 |
-
-
- | 0.55 |
- 0.0068 |
- 0.0081 |
- 0.0083 |
- 0.0138 |
- 0.0622 |
- 0.0622 |
-
-
- | 0.6 |
- 0.0086 |
- 0.0086 |
- 0.0088 |
- 0.0141 |
- 0.0541 |
- 0.0541 |
-
-
- | 0.65 |
- 0.0082 |
- 0.0088 |
- 0.0094 |
- 0.0152 |
- 0.0422 |
- 0.0422 |
-
-
- | 0.7 |
- 0.0068 |
- 0.0081 |
- 0.0090 |
- 0.0138 |
- 0.0334 |
- 0.0334 |
-
-
- | 0.75 |
- 0.0070 |
- 0.0095 |
- 0.0090 |
- 0.0151 |
- 0.0239 |
- 0.0239 |
-
-
- | 0.8 |
- 0.0062 |
- 0.0119 |
- 0.0081 |
- 0.0184 |
- 0.0168 |
- 0.0168 |
-
-
- | 0.85 |
- 0.0067 |
- 0.0147 |
- 0.0093 |
- 0.0208 |
- 0.0090 |
- 0.0090 |
-
-
- | 0.9 |
- 0.0059 |
- 0.0175 |
- 0.0097 |
- 0.0207 |
- 0.0070 |
- 0.0070 |
-
-
- | 0.95 |
- 0.0067 |
- 0.0216 |
- 0.0104 |
- 0.0237 |
- 0.0134 |
- 0.0134 |
-
-
- | 1.0 |
- 0.0091 |
- 0.0247 |
- 0.0027 |
- 0.0356 |
- 0.0243 |
- 0.0243 |
-
-
- | avg |
- 0.0070 |
- 0.0149 |
- 0.0093 |
- 0.0242 |
- 0.0781 |
- 0.0781 |
-
-
-
-
-
-
-
-
-
-
-## avg
-### avg on train
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0122 |
- 0.0140 |
- 0.0276 |
- 0.0342 |
- 0.0325 |
- 0.0325 |
-
-
- | 0.05 |
- 0.0178 |
- 0.0146 |
- 0.0329 |
- 0.0351 |
- 0.0294 |
- 0.0294 |
-
-
- | 0.1 |
- 0.0176 |
- 0.0138 |
- 0.0306 |
- 0.0326 |
- 0.0280 |
- 0.0280 |
-
-
- | 0.15 |
- 0.0177 |
- 0.0140 |
- 0.0291 |
- 0.0311 |
- 0.0264 |
- 0.0264 |
-
-
- | 0.2 |
- 0.0175 |
- 0.0136 |
- 0.0270 |
- 0.0292 |
- 0.0266 |
- 0.0266 |
-
-
- | 0.25 |
- 0.0176 |
- 0.0139 |
- 0.0269 |
- 0.0285 |
- 0.0252 |
- 0.0252 |
-
-
- | 0.3 |
- 0.0178 |
- 0.0144 |
- 0.0257 |
- 0.0268 |
- 0.0257 |
- 0.0257 |
-
-
- | 0.35 |
- 0.0178 |
- 0.0144 |
- 0.0250 |
- 0.0258 |
- 0.0267 |
- 0.0267 |
-
-
- | 0.4 |
- 0.0175 |
- 0.0147 |
- 0.0244 |
- 0.0250 |
- 0.0263 |
- 0.0263 |
-
-
- | 0.45 |
- 0.0170 |
- 0.0149 |
- 0.0226 |
- 0.0236 |
- 0.0265 |
- 0.0265 |
-
-
- | 0.5 |
- 0.0157 |
- 0.0144 |
- 0.0213 |
- 0.0219 |
- 0.0266 |
- 0.0266 |
-
-
- | 0.55 |
- 0.0151 |
- 0.0148 |
- 0.0208 |
- 0.0222 |
- 0.0268 |
- 0.0268 |
-
-
- | 0.6 |
- 0.0137 |
- 0.0141 |
- 0.0183 |
- 0.0200 |
- 0.0267 |
- 0.0267 |
-
-
- | 0.65 |
- 0.0146 |
- 0.0152 |
- 0.0193 |
- 0.0209 |
- 0.0285 |
- 0.0285 |
-
-
- | 0.7 |
- 0.0139 |
- 0.0153 |
- 0.0185 |
- 0.0202 |
- 0.0292 |
- 0.0292 |
-
-
- | 0.75 |
- 0.0137 |
- 0.0151 |
- 0.0170 |
- 0.0199 |
- 0.0296 |
- 0.0296 |
-
-
- | 0.8 |
- 0.0134 |
- 0.0151 |
- 0.0164 |
- 0.0195 |
- 0.0303 |
- 0.0303 |
-
-
- | 0.85 |
- 0.0132 |
- 0.0153 |
- 0.0162 |
- 0.0199 |
- 0.0319 |
- 0.0319 |
-
-
- | 0.9 |
- 0.0132 |
- 0.0154 |
- 0.0161 |
- 0.0195 |
- 0.0333 |
- 0.0333 |
-
-
- | 0.95 |
- 0.0123 |
- 0.0155 |
- 0.0160 |
- 0.0192 |
- 0.0357 |
- 0.0357 |
-
-
- | 1.0 |
- 0.0099 |
- 0.0143 |
- 0.0143 |
- 0.0211 |
- 0.0403 |
- 0.0403 |
-
-
- | avg |
- 0.0152 |
- 0.0146 |
- 0.0222 |
- 0.0246 |
- 0.0292 |
- 0.0292 |
-
-
-
-
-
-
-### avg on test
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.1 |
- 0.0121 |
- 0.0125 |
- 0.0185 |
- 0.0162 |
- 0.0644 |
- 0.0644 |
-
-
- | 0.2 |
- 0.0149 |
- 0.0110 |
- 0.0115 |
- 0.0119 |
- 0.0259 |
- 0.0259 |
-
-
- | 0.3 |
- 0.0083 |
- 0.0114 |
- 0.0109 |
- 0.0134 |
- 0.0280 |
- 0.0280 |
-
-
- | 0.4 |
- 0.0111 |
- 0.0195 |
- 0.0186 |
- 0.0214 |
- 0.0147 |
- 0.0147 |
-
-
- | 0.5 |
- 0.0134 |
- 0.0117 |
- 0.0139 |
- 0.0159 |
- 0.0140 |
- 0.0140 |
-
-
- | 0.6 |
- 0.0108 |
- 0.0108 |
- 0.0178 |
- 0.0326 |
- 0.0082 |
- 0.0082 |
-
-
- | 0.7 |
- 0.0414 |
- 0.0289 |
- 0.0531 |
- 0.0332 |
- 0.0128 |
- 0.0128 |
-
-
- | 0.8 |
- 0.0178 |
- 0.0108 |
- 0.0463 |
- 0.0524 |
- 0.0163 |
- 0.0163 |
-
-
- | 0.9 |
- 0.0070 |
- 0.0149 |
- 0.0093 |
- 0.0242 |
- 0.0781 |
- 0.0781 |
-
-
- | avg |
- 0.0152 |
- 0.0146 |
- 0.0222 |
- 0.0246 |
- 0.0292 |
- 0.0292 |
-
-
-
-
-
-
-### avg dataset shift
-
diff --git a/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_gs_vs_atc_f1.md b/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_gs_vs_atc_f1.md
deleted file mode 100644
index 600b8c0..0000000
--- a/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_gs_vs_atc_f1.md
+++ /dev/null
@@ -1,2535 +0,0 @@
-# rcv1_CCAT_9prevs
-
-## 10% positives
-> train: [0.90003338 0.09996662]
-> validation: [0.90003338 0.09996662]
-> bin_sld: 426.003s
-> mul_sld: 199.118s
-> bin_sld_gs: 1070.285s
-> mul_sld_gs: 686.591s
-> bin_pacc: 409.897s
-> mul_pacc: 169.591s
-> binmc_pacc: 412.906s
-> mulmc_pacc: 173.043s
-> binne_pacc: 411.128s
-> mulne_pacc: 146.658s
-> bin_pacc_gs: 710.525s
-> mul_pacc_gs: 245.764s
-> bin_cc: 389.472s
-> mul_cc: 148.220s
-> kfcv: 130.095s
-> ref: 120.267s
-> atc_mc: 125.236s
-> atc_ne: 121.957s
-> doc_feat: 83.796s
-> tot: 1073.769s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0512 |
- 0.0064 |
- 0.0122 |
- 0.0115 |
- 0.0022 |
- 0.0022 |
-
-
- | 0.05 |
- 0.0481 |
- 0.0503 |
- 0.0472 |
- 0.1149 |
- 0.2253 |
- 0.2253 |
-
-
- | 0.1 |
- 0.0309 |
- 0.0406 |
- 0.0246 |
- 0.0560 |
- 0.1997 |
- 0.1997 |
-
-
- | 0.15 |
- 0.0231 |
- 0.0331 |
- 0.0189 |
- 0.0335 |
- 0.2018 |
- 0.2018 |
-
-
- | 0.2 |
- 0.0200 |
- 0.0308 |
- 0.0160 |
- 0.0259 |
- 0.1936 |
- 0.1936 |
-
-
- | 0.25 |
- 0.0178 |
- 0.0277 |
- 0.0123 |
- 0.0187 |
- 0.1943 |
- 0.1943 |
-
-
- | 0.3 |
- 0.0162 |
- 0.0251 |
- 0.0112 |
- 0.0154 |
- 0.1865 |
- 0.1865 |
-
-
- | 0.35 |
- 0.0152 |
- 0.0220 |
- 0.0090 |
- 0.0126 |
- 0.1849 |
- 0.1849 |
-
-
- | 0.4 |
- 0.0124 |
- 0.0194 |
- 0.0104 |
- 0.0147 |
- 0.1852 |
- 0.1852 |
-
-
- | 0.45 |
- 0.0113 |
- 0.0190 |
- 0.0103 |
- 0.0147 |
- 0.1824 |
- 0.1824 |
-
-
- | 0.5 |
- 0.0103 |
- 0.0150 |
- 0.0085 |
- 0.0130 |
- 0.1836 |
- 0.1836 |
-
-
- | 0.55 |
- 0.0095 |
- 0.0151 |
- 0.0098 |
- 0.0155 |
- 0.1801 |
- 0.1801 |
-
-
- | 0.6 |
- 0.0073 |
- 0.0116 |
- 0.0070 |
- 0.0135 |
- 0.1872 |
- 0.1872 |
-
-
- | 0.65 |
- 0.0081 |
- 0.0107 |
- 0.0092 |
- 0.0136 |
- 0.1871 |
- 0.1871 |
-
-
- | 0.7 |
- 0.0069 |
- 0.0091 |
- 0.0073 |
- 0.0137 |
- 0.1884 |
- 0.1884 |
-
-
- | 0.75 |
- 0.0063 |
- 0.0082 |
- 0.0079 |
- 0.0162 |
- 0.1829 |
- 0.1829 |
-
-
- | 0.8 |
- 0.0048 |
- 0.0078 |
- 0.0073 |
- 0.0164 |
- 0.1840 |
- 0.1840 |
-
-
- | 0.85 |
- 0.0040 |
- 0.0069 |
- 0.0081 |
- 0.0170 |
- 0.1816 |
- 0.1816 |
-
-
- | 0.9 |
- 0.0036 |
- 0.0062 |
- 0.0083 |
- 0.0177 |
- 0.1818 |
- 0.1818 |
-
-
- | 0.95 |
- 0.0029 |
- 0.0065 |
- 0.0083 |
- 0.0160 |
- 0.1848 |
- 0.1848 |
-
-
- | 1.0 |
- 0.0027 |
- 0.0046 |
- 0.0077 |
- 0.0167 |
- 0.1850 |
- 0.1850 |
-
-
- | avg |
- 0.0149 |
- 0.0179 |
- 0.0125 |
- 0.0232 |
- 0.1801 |
- 0.1801 |
-
-
-
-
-
-
-
-
-
-
-## 20% positives
-> train: [0.79989987 0.20010013]
-> validation: [0.80006676 0.19993324]
-> bin_sld: 422.895s
-> mul_sld: 162.786s
-> bin_sld_gs: 1128.064s
-> mul_sld_gs: 683.619s
-> bin_sld_gsq: 524.432s
-> bin_pacc: 410.462s
-> mul_pacc: 155.872s
-> binmc_pacc: 407.039s
-> mulmc_pacc: 173.902s
-> binne_pacc: 410.358s
-> mulne_pacc: 167.292s
-> bin_pacc_gs: 732.626s
-> mul_pacc_gs: 261.935s
-> bin_cc: 396.948s
-> mul_cc: 147.743s
-> kfcv: 132.118s
-> ref: 106.145s
-> atc_mc: 127.911s
-> atc_ne: 121.613s
-> doc_feat: 80.220s
-> tot: 1132.799s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0655 |
- 0.0354 |
- 0.0536 |
- 0.3273 |
- 0.1159 |
- 0.1159 |
-
-
- | 0.05 |
- 0.0845 |
- 0.0846 |
- 0.1246 |
- 0.0783 |
- 0.1303 |
- 0.1303 |
-
-
- | 0.1 |
- 0.0604 |
- 0.0475 |
- 0.0704 |
- 0.0496 |
- 0.0916 |
- 0.0916 |
-
-
- | 0.15 |
- 0.0462 |
- 0.0286 |
- 0.0431 |
- 0.0359 |
- 0.0794 |
- 0.0794 |
-
-
- | 0.2 |
- 0.0382 |
- 0.0215 |
- 0.0295 |
- 0.0278 |
- 0.0673 |
- 0.0673 |
-
-
- | 0.25 |
- 0.0334 |
- 0.0185 |
- 0.0209 |
- 0.0227 |
- 0.0623 |
- 0.0623 |
-
-
- | 0.3 |
- 0.0325 |
- 0.0143 |
- 0.0189 |
- 0.0219 |
- 0.0592 |
- 0.0592 |
-
-
- | 0.35 |
- 0.0276 |
- 0.0118 |
- 0.0149 |
- 0.0174 |
- 0.0518 |
- 0.0518 |
-
-
- | 0.4 |
- 0.0260 |
- 0.0120 |
- 0.0105 |
- 0.0178 |
- 0.0536 |
- 0.0536 |
-
-
- | 0.45 |
- 0.0252 |
- 0.0112 |
- 0.0100 |
- 0.0160 |
- 0.0510 |
- 0.0510 |
-
-
- | 0.5 |
- 0.0252 |
- 0.0098 |
- 0.0081 |
- 0.0159 |
- 0.0518 |
- 0.0518 |
-
-
- | 0.55 |
- 0.0237 |
- 0.0098 |
- 0.0068 |
- 0.0146 |
- 0.0533 |
- 0.0533 |
-
-
- | 0.6 |
- 0.0213 |
- 0.0088 |
- 0.0065 |
- 0.0150 |
- 0.0506 |
- 0.0506 |
-
-
- | 0.65 |
- 0.0223 |
- 0.0095 |
- 0.0064 |
- 0.0144 |
- 0.0480 |
- 0.0480 |
-
-
- | 0.7 |
- 0.0195 |
- 0.0097 |
- 0.0050 |
- 0.0126 |
- 0.0453 |
- 0.0453 |
-
-
- | 0.75 |
- 0.0203 |
- 0.0091 |
- 0.0045 |
- 0.0128 |
- 0.0428 |
- 0.0428 |
-
-
- | 0.8 |
- 0.0200 |
- 0.0073 |
- 0.0039 |
- 0.0122 |
- 0.0472 |
- 0.0472 |
-
-
- | 0.85 |
- 0.0202 |
- 0.0066 |
- 0.0041 |
- 0.0116 |
- 0.0461 |
- 0.0461 |
-
-
- | 0.9 |
- 0.0202 |
- 0.0065 |
- 0.0041 |
- 0.0118 |
- 0.0439 |
- 0.0439 |
-
-
- | 0.95 |
- 0.0202 |
- 0.0055 |
- 0.0041 |
- 0.0114 |
- 0.0468 |
- 0.0468 |
-
-
- | 1.0 |
- 0.0202 |
- 0.0048 |
- 0.0043 |
- 0.0101 |
- 0.0425 |
- 0.0425 |
-
-
- | avg |
- 0.0320 |
- 0.0178 |
- 0.0216 |
- 0.0361 |
- 0.0610 |
- 0.0610 |
-
-
-
-
-
-
-
-
-
-
-## 30% positives
-> train: [0.69993324 0.30006676]
-> validation: [0.70010013 0.29989987]
-> bin_sld: 421.459s
-> mul_sld: 146.321s
-> bin_sld_gs: 1159.421s
-> mul_sld_gs: 690.743s
-> bin_sld_gsq: 531.736s
-> bin_pacc: 423.881s
-> mul_pacc: 166.104s
-> binmc_pacc: 422.818s
-> mulmc_pacc: 164.572s
-> binne_pacc: 409.704s
-> mulne_pacc: 155.476s
-> bin_pacc_gs: 737.229s
-> mul_pacc_gs: 269.465s
-> bin_cc: 400.220s
-> mul_cc: 118.299s
-> kfcv: 131.612s
-> ref: 122.392s
-> atc_mc: 119.095s
-> atc_ne: 108.266s
-> doc_feat: 96.341s
-> tot: 1163.937s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0020 |
- 0.0138 |
- 0.5250 |
- 0.2058 |
- 0.3301 |
- 0.3301 |
-
-
- | 0.05 |
- 0.0673 |
- 0.0644 |
- 0.0866 |
- 0.1000 |
- 0.0519 |
- 0.0519 |
-
-
- | 0.1 |
- 0.0411 |
- 0.0381 |
- 0.0453 |
- 0.0608 |
- 0.0306 |
- 0.0306 |
-
-
- | 0.15 |
- 0.0324 |
- 0.0313 |
- 0.0326 |
- 0.0503 |
- 0.0252 |
- 0.0252 |
-
-
- | 0.2 |
- 0.0230 |
- 0.0228 |
- 0.0276 |
- 0.0430 |
- 0.0190 |
- 0.0190 |
-
-
- | 0.25 |
- 0.0199 |
- 0.0229 |
- 0.0224 |
- 0.0376 |
- 0.0167 |
- 0.0167 |
-
-
- | 0.3 |
- 0.0159 |
- 0.0200 |
- 0.0178 |
- 0.0278 |
- 0.0132 |
- 0.0132 |
-
-
- | 0.35 |
- 0.0158 |
- 0.0177 |
- 0.0174 |
- 0.0254 |
- 0.0170 |
- 0.0170 |
-
-
- | 0.4 |
- 0.0144 |
- 0.0175 |
- 0.0160 |
- 0.0232 |
- 0.0141 |
- 0.0141 |
-
-
- | 0.45 |
- 0.0114 |
- 0.0161 |
- 0.0134 |
- 0.0188 |
- 0.0135 |
- 0.0135 |
-
-
- | 0.5 |
- 0.0100 |
- 0.0136 |
- 0.0122 |
- 0.0182 |
- 0.0153 |
- 0.0153 |
-
-
- | 0.55 |
- 0.0086 |
- 0.0136 |
- 0.0108 |
- 0.0178 |
- 0.0146 |
- 0.0146 |
-
-
- | 0.6 |
- 0.0075 |
- 0.0127 |
- 0.0104 |
- 0.0152 |
- 0.0142 |
- 0.0142 |
-
-
- | 0.65 |
- 0.0071 |
- 0.0122 |
- 0.0095 |
- 0.0147 |
- 0.0159 |
- 0.0159 |
-
-
- | 0.7 |
- 0.0056 |
- 0.0103 |
- 0.0090 |
- 0.0129 |
- 0.0145 |
- 0.0145 |
-
-
- | 0.75 |
- 0.0055 |
- 0.0090 |
- 0.0071 |
- 0.0121 |
- 0.0144 |
- 0.0144 |
-
-
- | 0.8 |
- 0.0047 |
- 0.0075 |
- 0.0068 |
- 0.0106 |
- 0.0157 |
- 0.0157 |
-
-
- | 0.85 |
- 0.0041 |
- 0.0078 |
- 0.0067 |
- 0.0112 |
- 0.0168 |
- 0.0168 |
-
-
- | 0.9 |
- 0.0041 |
- 0.0059 |
- 0.0061 |
- 0.0103 |
- 0.0155 |
- 0.0155 |
-
-
- | 0.95 |
- 0.0039 |
- 0.0054 |
- 0.0071 |
- 0.0110 |
- 0.0152 |
- 0.0152 |
-
-
- | 1.0 |
- 0.0010 |
- 0.0038 |
- 0.0053 |
- 0.0105 |
- 0.0177 |
- 0.0177 |
-
-
- | avg |
- 0.0145 |
- 0.0174 |
- 0.0426 |
- 0.0351 |
- 0.0334 |
- 0.0334 |
-
-
-
-
-
-
-
-
-
-
-## 40% positives
-> train: [0.59996662 0.40003338]
-> validation: [0.59996662 0.40003338]
-> bin_sld: 434.111s
-> mul_sld: 159.616s
-> bin_sld_gs: 1179.818s
-> mul_sld_gs: 695.793s
-> bin_sld_gsq: 546.801s
-> bin_pacc: 431.189s
-> mul_pacc: 143.236s
-> binmc_pacc: 422.668s
-> mulmc_pacc: 167.615s
-> binne_pacc: 427.798s
-> mulne_pacc: 166.144s
-> bin_pacc_gs: 739.438s
-> mul_pacc_gs: 261.609s
-> bin_cc: 402.646s
-> mul_cc: 152.045s
-> kfcv: 121.176s
-> ref: 127.991s
-> atc_mc: 129.960s
-> atc_ne: 115.970s
-> doc_feat: 79.386s
-> tot: 1183.412s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0002 |
- 0.1691 |
- 0.2448 |
- 0.5172 |
- 0.3564 |
- 0.3564 |
-
-
- | 0.05 |
- 0.0794 |
- 0.0520 |
- 0.0774 |
- 0.0811 |
- 0.0506 |
- 0.0506 |
-
-
- | 0.1 |
- 0.0457 |
- 0.0281 |
- 0.0469 |
- 0.0483 |
- 0.0460 |
- 0.0460 |
-
-
- | 0.15 |
- 0.0349 |
- 0.0247 |
- 0.0349 |
- 0.0389 |
- 0.0318 |
- 0.0318 |
-
-
- | 0.2 |
- 0.0295 |
- 0.0184 |
- 0.0290 |
- 0.0333 |
- 0.0254 |
- 0.0254 |
-
-
- | 0.25 |
- 0.0277 |
- 0.0177 |
- 0.0291 |
- 0.0321 |
- 0.0197 |
- 0.0197 |
-
-
- | 0.3 |
- 0.0204 |
- 0.0162 |
- 0.0217 |
- 0.0288 |
- 0.0174 |
- 0.0174 |
-
-
- | 0.35 |
- 0.0203 |
- 0.0160 |
- 0.0202 |
- 0.0235 |
- 0.0129 |
- 0.0129 |
-
-
- | 0.4 |
- 0.0187 |
- 0.0171 |
- 0.0202 |
- 0.0243 |
- 0.0118 |
- 0.0118 |
-
-
- | 0.45 |
- 0.0138 |
- 0.0170 |
- 0.0184 |
- 0.0226 |
- 0.0095 |
- 0.0095 |
-
-
- | 0.5 |
- 0.0125 |
- 0.0172 |
- 0.0175 |
- 0.0214 |
- 0.0088 |
- 0.0088 |
-
-
- | 0.55 |
- 0.0099 |
- 0.0192 |
- 0.0167 |
- 0.0217 |
- 0.0085 |
- 0.0085 |
-
-
- | 0.6 |
- 0.0092 |
- 0.0188 |
- 0.0155 |
- 0.0218 |
- 0.0078 |
- 0.0078 |
-
-
- | 0.65 |
- 0.0081 |
- 0.0198 |
- 0.0160 |
- 0.0216 |
- 0.0093 |
- 0.0093 |
-
-
- | 0.7 |
- 0.0084 |
- 0.0189 |
- 0.0154 |
- 0.0197 |
- 0.0090 |
- 0.0090 |
-
-
- | 0.75 |
- 0.0068 |
- 0.0187 |
- 0.0151 |
- 0.0192 |
- 0.0075 |
- 0.0075 |
-
-
- | 0.8 |
- 0.0061 |
- 0.0192 |
- 0.0151 |
- 0.0195 |
- 0.0066 |
- 0.0066 |
-
-
- | 0.85 |
- 0.0068 |
- 0.0192 |
- 0.0148 |
- 0.0197 |
- 0.0084 |
- 0.0084 |
-
-
- | 0.9 |
- 0.0071 |
- 0.0171 |
- 0.0148 |
- 0.0186 |
- 0.0078 |
- 0.0078 |
-
-
- | 0.95 |
- 0.0072 |
- 0.0167 |
- 0.0156 |
- 0.0191 |
- 0.0097 |
- 0.0097 |
-
-
- | 1.0 |
- 0.0008 |
- 0.0128 |
- 0.0153 |
- 0.0186 |
- 0.0090 |
- 0.0090 |
-
-
- | avg |
- 0.0178 |
- 0.0273 |
- 0.0340 |
- 0.0510 |
- 0.0321 |
- 0.0321 |
-
-
-
-
-
-
-
-
-
-
-## 50% positives
-> train: [0.5 0.5]
-> validation: [0.5 0.5]
-> bin_sld: 441.783s
-> mul_sld: 169.393s
-> bin_sld_gs: 1166.420s
-> mul_sld_gs: 689.481s
-> bin_sld_gsq: 549.038s
-> bin_pacc: 427.369s
-> mul_pacc: 166.563s
-> binmc_pacc: 426.636s
-> mulmc_pacc: 176.801s
-> binne_pacc: 435.657s
-> mulne_pacc: 161.090s
-> bin_pacc_gs: 730.060s
-> mul_pacc_gs: 266.437s
-> bin_cc: 412.726s
-> mul_cc: 152.522s
-> kfcv: 134.253s
-> ref: 128.737s
-> atc_mc: 129.517s
-> atc_ne: 122.889s
-> doc_feat: 88.896s
-> tot: 1170.874s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0069 |
- 0.0262 |
- 0.1306 |
- 0.1022 |
- 0.5135 |
- 0.5135 |
-
-
- | 0.05 |
- 0.0691 |
- 0.0584 |
- 0.0648 |
- 0.0731 |
- 0.1066 |
- 0.1066 |
-
-
- | 0.1 |
- 0.0500 |
- 0.0402 |
- 0.0473 |
- 0.0586 |
- 0.0476 |
- 0.0476 |
-
-
- | 0.15 |
- 0.0381 |
- 0.0335 |
- 0.0382 |
- 0.0451 |
- 0.0306 |
- 0.0306 |
-
-
- | 0.2 |
- 0.0294 |
- 0.0231 |
- 0.0275 |
- 0.0327 |
- 0.0235 |
- 0.0235 |
-
-
- | 0.25 |
- 0.0237 |
- 0.0193 |
- 0.0225 |
- 0.0277 |
- 0.0158 |
- 0.0158 |
-
-
- | 0.3 |
- 0.0236 |
- 0.0194 |
- 0.0202 |
- 0.0250 |
- 0.0147 |
- 0.0147 |
-
-
- | 0.35 |
- 0.0221 |
- 0.0181 |
- 0.0186 |
- 0.0251 |
- 0.0151 |
- 0.0151 |
-
-
- | 0.4 |
- 0.0188 |
- 0.0153 |
- 0.0169 |
- 0.0195 |
- 0.0105 |
- 0.0105 |
-
-
- | 0.45 |
- 0.0161 |
- 0.0133 |
- 0.0143 |
- 0.0164 |
- 0.0119 |
- 0.0119 |
-
-
- | 0.5 |
- 0.0140 |
- 0.0117 |
- 0.0122 |
- 0.0142 |
- 0.0115 |
- 0.0115 |
-
-
- | 0.55 |
- 0.0113 |
- 0.0092 |
- 0.0097 |
- 0.0114 |
- 0.0105 |
- 0.0105 |
-
-
- | 0.6 |
- 0.0109 |
- 0.0084 |
- 0.0091 |
- 0.0101 |
- 0.0107 |
- 0.0107 |
-
-
- | 0.65 |
- 0.0106 |
- 0.0093 |
- 0.0100 |
- 0.0099 |
- 0.0114 |
- 0.0114 |
-
-
- | 0.7 |
- 0.0109 |
- 0.0090 |
- 0.0104 |
- 0.0106 |
- 0.0103 |
- 0.0103 |
-
-
- | 0.75 |
- 0.0098 |
- 0.0082 |
- 0.0089 |
- 0.0097 |
- 0.0097 |
- 0.0097 |
-
-
- | 0.8 |
- 0.0087 |
- 0.0070 |
- 0.0086 |
- 0.0086 |
- 0.0117 |
- 0.0117 |
-
-
- | 0.85 |
- 0.0073 |
- 0.0056 |
- 0.0071 |
- 0.0076 |
- 0.0104 |
- 0.0104 |
-
-
- | 0.9 |
- 0.0072 |
- 0.0063 |
- 0.0087 |
- 0.0077 |
- 0.0117 |
- 0.0117 |
-
-
- | 0.95 |
- 0.0060 |
- 0.0053 |
- 0.0081 |
- 0.0078 |
- 0.0117 |
- 0.0117 |
-
-
- | 1.0 |
- 0.0054 |
- 0.0049 |
- 0.0076 |
- 0.0063 |
- 0.0128 |
- 0.0128 |
-
-
- | avg |
- 0.0190 |
- 0.0168 |
- 0.0239 |
- 0.0252 |
- 0.0434 |
- 0.0434 |
-
-
-
-
-
-
-
-
-
-
-## 60% positives
-> train: [0.40003338 0.59996662]
-> validation: [0.40003338 0.59996662]
-> bin_sld: 426.378s
-> mul_sld: 153.126s
-> bin_sld_gs: 1140.607s
-> mul_sld_gs: 673.397s
-> bin_sld_gsq: 528.696s
-> bin_pacc: 420.283s
-> mul_pacc: 148.016s
-> binmc_pacc: 405.920s
-> mulmc_pacc: 167.711s
-> binne_pacc: 417.205s
-> mulne_pacc: 145.013s
-> bin_pacc_gs: 730.537s
-> mul_pacc_gs: 261.004s
-> bin_cc: 394.352s
-> mul_cc: 143.652s
-> kfcv: 122.227s
-> ref: 122.352s
-> atc_mc: 120.259s
-> atc_ne: 113.567s
-> doc_feat: 80.306s
-> tot: 1146.639s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0862 |
- 0.0098 |
- 0.1131 |
- 0.0220 |
- 0.5310 |
- 0.5310 |
-
-
- | 0.05 |
- 0.0666 |
- 0.0357 |
- 0.0384 |
- 0.0933 |
- 0.2044 |
- 0.2044 |
-
-
- | 0.1 |
- 0.0447 |
- 0.0258 |
- 0.0398 |
- 0.0906 |
- 0.1045 |
- 0.1045 |
-
-
- | 0.15 |
- 0.0304 |
- 0.0202 |
- 0.0379 |
- 0.0832 |
- 0.0571 |
- 0.0571 |
-
-
- | 0.2 |
- 0.0300 |
- 0.0209 |
- 0.0288 |
- 0.0651 |
- 0.0407 |
- 0.0407 |
-
-
- | 0.25 |
- 0.0217 |
- 0.0187 |
- 0.0290 |
- 0.0594 |
- 0.0228 |
- 0.0228 |
-
-
- | 0.3 |
- 0.0173 |
- 0.0165 |
- 0.0267 |
- 0.0515 |
- 0.0196 |
- 0.0196 |
-
-
- | 0.35 |
- 0.0152 |
- 0.0148 |
- 0.0251 |
- 0.0480 |
- 0.0125 |
- 0.0125 |
-
-
- | 0.4 |
- 0.0123 |
- 0.0124 |
- 0.0205 |
- 0.0412 |
- 0.0100 |
- 0.0100 |
-
-
- | 0.45 |
- 0.0117 |
- 0.0126 |
- 0.0183 |
- 0.0346 |
- 0.0101 |
- 0.0101 |
-
-
- | 0.5 |
- 0.0093 |
- 0.0113 |
- 0.0170 |
- 0.0296 |
- 0.0081 |
- 0.0081 |
-
-
- | 0.55 |
- 0.0085 |
- 0.0095 |
- 0.0132 |
- 0.0258 |
- 0.0076 |
- 0.0076 |
-
-
- | 0.6 |
- 0.0075 |
- 0.0086 |
- 0.0118 |
- 0.0205 |
- 0.0060 |
- 0.0060 |
-
-
- | 0.65 |
- 0.0070 |
- 0.0078 |
- 0.0108 |
- 0.0185 |
- 0.0060 |
- 0.0060 |
-
-
- | 0.7 |
- 0.0070 |
- 0.0089 |
- 0.0112 |
- 0.0181 |
- 0.0055 |
- 0.0055 |
-
-
- | 0.75 |
- 0.0061 |
- 0.0076 |
- 0.0088 |
- 0.0160 |
- 0.0051 |
- 0.0051 |
-
-
- | 0.8 |
- 0.0066 |
- 0.0076 |
- 0.0079 |
- 0.0129 |
- 0.0042 |
- 0.0042 |
-
-
- | 0.85 |
- 0.0065 |
- 0.0075 |
- 0.0073 |
- 0.0120 |
- 0.0042 |
- 0.0042 |
-
-
- | 0.9 |
- 0.0076 |
- 0.0079 |
- 0.0072 |
- 0.0104 |
- 0.0045 |
- 0.0045 |
-
-
- | 0.95 |
- 0.0079 |
- 0.0068 |
- 0.0060 |
- 0.0082 |
- 0.0037 |
- 0.0037 |
-
-
- | 1.0 |
- 0.0116 |
- 0.0076 |
- 0.0050 |
- 0.0072 |
- 0.0034 |
- 0.0034 |
-
-
- | avg |
- 0.0201 |
- 0.0133 |
- 0.0230 |
- 0.0366 |
- 0.0510 |
- 0.0510 |
-
-
-
-
-
-
-
-
-
-
-## 70% positives
-> train: [0.29989987 0.70010013]
-> validation: [0.30006676 0.69993324]
-> bin_sld: 417.731s
-> mul_sld: 155.451s
-> bin_sld_gs: 1141.720s
-> mul_sld_gs: 680.203s
-> bin_sld_gsq: 527.251s
-> bin_pacc: 413.591s
-> mul_pacc: 130.941s
-> binmc_pacc: 410.011s
-> mulmc_pacc: 160.422s
-> binne_pacc: 411.824s
-> mulne_pacc: 150.120s
-> bin_pacc_gs: 731.866s
-> mul_pacc_gs: 262.250s
-> bin_cc: 396.501s
-> mul_cc: 145.444s
-> kfcv: 127.528s
-> ref: 121.369s
-> atc_mc: 106.641s
-> atc_ne: 101.076s
-> doc_feat: 86.241s
-> tot: 1146.268s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0003 |
- 0.0592 |
- 0.0000 |
- 0.0018 |
- 0.5749 |
- 0.5749 |
-
-
- | 0.05 |
- 0.0772 |
- 0.0263 |
- 0.1431 |
- 0.0847 |
- 0.3336 |
- 0.3336 |
-
-
- | 0.1 |
- 0.0774 |
- 0.0234 |
- 0.1306 |
- 0.0780 |
- 0.2163 |
- 0.2163 |
-
-
- | 0.15 |
- 0.0745 |
- 0.0271 |
- 0.1193 |
- 0.0710 |
- 0.1450 |
- 0.1450 |
-
-
- | 0.2 |
- 0.0640 |
- 0.0252 |
- 0.0990 |
- 0.0582 |
- 0.1055 |
- 0.1055 |
-
-
- | 0.25 |
- 0.0604 |
- 0.0294 |
- 0.0915 |
- 0.0558 |
- 0.0703 |
- 0.0703 |
-
-
- | 0.3 |
- 0.0526 |
- 0.0281 |
- 0.0785 |
- 0.0481 |
- 0.0549 |
- 0.0549 |
-
-
- | 0.35 |
- 0.0482 |
- 0.0270 |
- 0.0693 |
- 0.0441 |
- 0.0403 |
- 0.0403 |
-
-
- | 0.4 |
- 0.0448 |
- 0.0281 |
- 0.0621 |
- 0.0399 |
- 0.0279 |
- 0.0279 |
-
-
- | 0.45 |
- 0.0380 |
- 0.0257 |
- 0.0501 |
- 0.0339 |
- 0.0225 |
- 0.0225 |
-
-
- | 0.5 |
- 0.0317 |
- 0.0238 |
- 0.0407 |
- 0.0283 |
- 0.0165 |
- 0.0165 |
-
-
- | 0.55 |
- 0.0296 |
- 0.0232 |
- 0.0372 |
- 0.0261 |
- 0.0120 |
- 0.0120 |
-
-
- | 0.6 |
- 0.0235 |
- 0.0193 |
- 0.0268 |
- 0.0201 |
- 0.0095 |
- 0.0095 |
-
-
- | 0.65 |
- 0.0217 |
- 0.0196 |
- 0.0247 |
- 0.0198 |
- 0.0089 |
- 0.0089 |
-
-
- | 0.7 |
- 0.0192 |
- 0.0187 |
- 0.0197 |
- 0.0173 |
- 0.0060 |
- 0.0060 |
-
-
- | 0.75 |
- 0.0167 |
- 0.0172 |
- 0.0156 |
- 0.0150 |
- 0.0047 |
- 0.0047 |
-
-
- | 0.8 |
- 0.0144 |
- 0.0161 |
- 0.0124 |
- 0.0131 |
- 0.0044 |
- 0.0044 |
-
-
- | 0.85 |
- 0.0130 |
- 0.0149 |
- 0.0103 |
- 0.0117 |
- 0.0045 |
- 0.0045 |
-
-
- | 0.9 |
- 0.0098 |
- 0.0135 |
- 0.0075 |
- 0.0097 |
- 0.0036 |
- 0.0036 |
-
-
- | 0.95 |
- 0.0079 |
- 0.0120 |
- 0.0052 |
- 0.0073 |
- 0.0035 |
- 0.0035 |
-
-
- | 1.0 |
- 0.0062 |
- 0.0112 |
- 0.0019 |
- 0.0073 |
- 0.0032 |
- 0.0032 |
-
-
- | avg |
- 0.0348 |
- 0.0233 |
- 0.0498 |
- 0.0329 |
- 0.0794 |
- 0.0794 |
-
-
-
-
-
-
-
-
-
-
-## 80% positives
-> train: [0.19993324 0.80006676]
-> validation: [0.20010013 0.79989987]
-> bin_sld: 437.768s
-> mul_sld: 162.581s
-> bin_sld_gs: 1142.333s
-> mul_sld_gs: 680.247s
-> bin_sld_gsq: 532.404s
-> bin_pacc: 414.897s
-> mul_pacc: 158.907s
-> binmc_pacc: 406.361s
-> mulmc_pacc: 141.227s
-> binne_pacc: 414.412s
-> mulne_pacc: 158.498s
-> bin_pacc_gs: 720.921s
-> mul_pacc_gs: 272.540s
-> bin_cc: 395.525s
-> mul_cc: 139.596s
-> kfcv: 123.479s
-> ref: 124.418s
-> atc_mc: 126.354s
-> atc_ne: 101.451s
-> doc_feat: 111.799s
-> tot: 1146.771s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0001 |
- 0.0049 |
- 0.0033 |
- 0.0002 |
- 0.5459 |
- 0.5459 |
-
-
- | 0.05 |
- 0.0634 |
- 0.0179 |
- 0.0648 |
- 0.0852 |
- 0.3941 |
- 0.3941 |
-
-
- | 0.1 |
- 0.0539 |
- 0.0202 |
- 0.0646 |
- 0.0807 |
- 0.2954 |
- 0.2954 |
-
-
- | 0.15 |
- 0.0455 |
- 0.0151 |
- 0.0630 |
- 0.0789 |
- 0.2206 |
- 0.2206 |
-
-
- | 0.2 |
- 0.0332 |
- 0.0141 |
- 0.0560 |
- 0.0694 |
- 0.1701 |
- 0.1701 |
-
-
- | 0.25 |
- 0.0322 |
- 0.0147 |
- 0.0583 |
- 0.0698 |
- 0.1277 |
- 0.1277 |
-
-
- | 0.3 |
- 0.0294 |
- 0.0133 |
- 0.0523 |
- 0.0628 |
- 0.0994 |
- 0.0994 |
-
-
- | 0.35 |
- 0.0248 |
- 0.0130 |
- 0.0465 |
- 0.0561 |
- 0.0774 |
- 0.0774 |
-
-
- | 0.4 |
- 0.0224 |
- 0.0107 |
- 0.0439 |
- 0.0520 |
- 0.0563 |
- 0.0563 |
-
-
- | 0.45 |
- 0.0189 |
- 0.0093 |
- 0.0373 |
- 0.0450 |
- 0.0440 |
- 0.0440 |
-
-
- | 0.5 |
- 0.0148 |
- 0.0084 |
- 0.0324 |
- 0.0392 |
- 0.0323 |
- 0.0323 |
-
-
- | 0.55 |
- 0.0158 |
- 0.0088 |
- 0.0326 |
- 0.0381 |
- 0.0206 |
- 0.0206 |
-
-
- | 0.6 |
- 0.0096 |
- 0.0073 |
- 0.0232 |
- 0.0289 |
- 0.0152 |
- 0.0152 |
-
-
- | 0.65 |
- 0.0119 |
- 0.0071 |
- 0.0235 |
- 0.0280 |
- 0.0098 |
- 0.0098 |
-
-
- | 0.7 |
- 0.0095 |
- 0.0073 |
- 0.0193 |
- 0.0237 |
- 0.0072 |
- 0.0072 |
-
-
- | 0.75 |
- 0.0093 |
- 0.0066 |
- 0.0145 |
- 0.0185 |
- 0.0056 |
- 0.0056 |
-
-
- | 0.8 |
- 0.0115 |
- 0.0065 |
- 0.0136 |
- 0.0170 |
- 0.0049 |
- 0.0049 |
-
-
- | 0.85 |
- 0.0108 |
- 0.0063 |
- 0.0109 |
- 0.0136 |
- 0.0053 |
- 0.0053 |
-
-
- | 0.9 |
- 0.0106 |
- 0.0061 |
- 0.0081 |
- 0.0107 |
- 0.0055 |
- 0.0055 |
-
-
- | 0.95 |
- 0.0077 |
- 0.0059 |
- 0.0058 |
- 0.0074 |
- 0.0068 |
- 0.0068 |
-
-
- | 1.0 |
- 0.0021 |
- 0.0078 |
- 0.0039 |
- 0.0067 |
- 0.0076 |
- 0.0076 |
-
-
- | avg |
- 0.0208 |
- 0.0101 |
- 0.0323 |
- 0.0396 |
- 0.1025 |
- 0.1025 |
-
-
-
-
-
-
-
-
-
-
-## 90% positives
-> train: [0.09996662 0.90003338]
-> validation: [0.09996662 0.90003338]
-> bin_sld: 423.737s
-> mul_sld: 177.588s
-> bin_sld_gs: 1108.736s
-> mul_sld_gs: 666.006s
-> bin_sld_gsq: 518.900s
-> bin_pacc: 406.760s
-> mul_pacc: 133.174s
-> binmc_pacc: 401.789s
-> mulmc_pacc: 147.520s
-> binne_pacc: 400.414s
-> mulne_pacc: 148.167s
-> bin_pacc_gs: 722.523s
-> mul_pacc_gs: 252.340s
-> bin_cc: 378.760s
-> mul_cc: 126.045s
-> kfcv: 109.535s
-> ref: 87.159s
-> atc_mc: 99.104s
-> atc_ne: 101.467s
-> doc_feat: 83.819s
-> tot: 1113.236s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0010 |
- 0.0384 |
- 0.0024 |
- 0.0108 |
- 0.4745 |
- 0.4745 |
-
-
- | 0.05 |
- 0.0113 |
- 0.0484 |
- 0.0292 |
- 0.0166 |
- 0.4016 |
- 0.4016 |
-
-
- | 0.1 |
- 0.0113 |
- 0.0466 |
- 0.0231 |
- 0.0133 |
- 0.3432 |
- 0.3432 |
-
-
- | 0.15 |
- 0.0100 |
- 0.0430 |
- 0.0182 |
- 0.0123 |
- 0.2909 |
- 0.2909 |
-
-
- | 0.2 |
- 0.0118 |
- 0.0396 |
- 0.0164 |
- 0.0157 |
- 0.2470 |
- 0.2470 |
-
-
- | 0.25 |
- 0.0100 |
- 0.0298 |
- 0.0153 |
- 0.0122 |
- 0.2076 |
- 0.2076 |
-
-
- | 0.3 |
- 0.0094 |
- 0.0272 |
- 0.0129 |
- 0.0098 |
- 0.1759 |
- 0.1759 |
-
-
- | 0.35 |
- 0.0092 |
- 0.0202 |
- 0.0122 |
- 0.0112 |
- 0.1487 |
- 0.1487 |
-
-
- | 0.4 |
- 0.0083 |
- 0.0164 |
- 0.0117 |
- 0.0104 |
- 0.1239 |
- 0.1239 |
-
-
- | 0.45 |
- 0.0092 |
- 0.0144 |
- 0.0092 |
- 0.0108 |
- 0.1027 |
- 0.1027 |
-
-
- | 0.5 |
- 0.0078 |
- 0.0106 |
- 0.0091 |
- 0.0090 |
- 0.0842 |
- 0.0842 |
-
-
- | 0.55 |
- 0.0057 |
- 0.0070 |
- 0.0071 |
- 0.0090 |
- 0.0659 |
- 0.0659 |
-
-
- | 0.6 |
- 0.0067 |
- 0.0069 |
- 0.0069 |
- 0.0091 |
- 0.0530 |
- 0.0530 |
-
-
- | 0.65 |
- 0.0061 |
- 0.0063 |
- 0.0070 |
- 0.0099 |
- 0.0392 |
- 0.0392 |
-
-
- | 0.7 |
- 0.0047 |
- 0.0054 |
- 0.0063 |
- 0.0087 |
- 0.0290 |
- 0.0290 |
-
-
- | 0.75 |
- 0.0046 |
- 0.0061 |
- 0.0059 |
- 0.0090 |
- 0.0196 |
- 0.0196 |
-
-
- | 0.8 |
- 0.0038 |
- 0.0073 |
- 0.0050 |
- 0.0103 |
- 0.0125 |
- 0.0125 |
-
-
- | 0.85 |
- 0.0039 |
- 0.0086 |
- 0.0054 |
- 0.0113 |
- 0.0061 |
- 0.0061 |
-
-
- | 0.9 |
- 0.0033 |
- 0.0098 |
- 0.0053 |
- 0.0110 |
- 0.0036 |
- 0.0036 |
-
-
- | 0.95 |
- 0.0036 |
- 0.0115 |
- 0.0054 |
- 0.0125 |
- 0.0069 |
- 0.0069 |
-
-
- | 1.0 |
- 0.0046 |
- 0.0126 |
- 0.0014 |
- 0.0182 |
- 0.0123 |
- 0.0123 |
-
-
- | avg |
- 0.0070 |
- 0.0198 |
- 0.0103 |
- 0.0115 |
- 0.1356 |
- 0.1356 |
-
-
-
-
-
-
-
-
-
-
-## avg
-### avg on train
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0237 |
- 0.0404 |
- 0.1206 |
- 0.1332 |
- 0.3827 |
- 0.3827 |
-
-
- | 0.05 |
- 0.0630 |
- 0.0487 |
- 0.0751 |
- 0.0808 |
- 0.2109 |
- 0.2109 |
-
-
- | 0.1 |
- 0.0462 |
- 0.0345 |
- 0.0547 |
- 0.0595 |
- 0.1528 |
- 0.1528 |
-
-
- | 0.15 |
- 0.0372 |
- 0.0285 |
- 0.0451 |
- 0.0499 |
- 0.1203 |
- 0.1203 |
-
-
- | 0.2 |
- 0.0310 |
- 0.0240 |
- 0.0366 |
- 0.0412 |
- 0.0991 |
- 0.0991 |
-
-
- | 0.25 |
- 0.0274 |
- 0.0221 |
- 0.0335 |
- 0.0373 |
- 0.0819 |
- 0.0819 |
-
-
- | 0.3 |
- 0.0242 |
- 0.0200 |
- 0.0289 |
- 0.0323 |
- 0.0712 |
- 0.0712 |
-
-
- | 0.35 |
- 0.0220 |
- 0.0178 |
- 0.0259 |
- 0.0293 |
- 0.0623 |
- 0.0623 |
-
-
- | 0.4 |
- 0.0198 |
- 0.0166 |
- 0.0236 |
- 0.0270 |
- 0.0548 |
- 0.0548 |
-
-
- | 0.45 |
- 0.0173 |
- 0.0154 |
- 0.0201 |
- 0.0236 |
- 0.0497 |
- 0.0497 |
-
-
- | 0.5 |
- 0.0151 |
- 0.0135 |
- 0.0175 |
- 0.0210 |
- 0.0458 |
- 0.0458 |
-
-
- | 0.55 |
- 0.0136 |
- 0.0128 |
- 0.0160 |
- 0.0200 |
- 0.0415 |
- 0.0415 |
-
-
- | 0.6 |
- 0.0115 |
- 0.0114 |
- 0.0130 |
- 0.0171 |
- 0.0394 |
- 0.0394 |
-
-
- | 0.65 |
- 0.0114 |
- 0.0114 |
- 0.0130 |
- 0.0167 |
- 0.0373 |
- 0.0373 |
-
-
- | 0.7 |
- 0.0102 |
- 0.0108 |
- 0.0115 |
- 0.0152 |
- 0.0350 |
- 0.0350 |
-
-
- | 0.75 |
- 0.0095 |
- 0.0101 |
- 0.0098 |
- 0.0143 |
- 0.0325 |
- 0.0325 |
-
-
- | 0.8 |
- 0.0090 |
- 0.0096 |
- 0.0089 |
- 0.0134 |
- 0.0323 |
- 0.0323 |
-
-
- | 0.85 |
- 0.0085 |
- 0.0093 |
- 0.0083 |
- 0.0128 |
- 0.0315 |
- 0.0315 |
-
-
- | 0.9 |
- 0.0082 |
- 0.0088 |
- 0.0078 |
- 0.0120 |
- 0.0309 |
- 0.0309 |
-
-
- | 0.95 |
- 0.0075 |
- 0.0084 |
- 0.0073 |
- 0.0112 |
- 0.0321 |
- 0.0321 |
-
-
- | 1.0 |
- 0.0061 |
- 0.0078 |
- 0.0058 |
- 0.0113 |
- 0.0326 |
- 0.0326 |
-
-
- | avg |
- 0.0201 |
- 0.0182 |
- 0.0278 |
- 0.0324 |
- 0.0798 |
- 0.0798 |
-
-
-
-
-
-
-### avg on test
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_pacc_gs |
- mul_pacc_gs |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.1 |
- 0.0149 |
- 0.0179 |
- 0.0125 |
- 0.0232 |
- 0.1801 |
- 0.1801 |
-
-
- | 0.2 |
- 0.0320 |
- 0.0178 |
- 0.0216 |
- 0.0361 |
- 0.0610 |
- 0.0610 |
-
-
- | 0.3 |
- 0.0145 |
- 0.0174 |
- 0.0426 |
- 0.0351 |
- 0.0334 |
- 0.0334 |
-
-
- | 0.4 |
- 0.0178 |
- 0.0273 |
- 0.0340 |
- 0.0510 |
- 0.0321 |
- 0.0321 |
-
-
- | 0.5 |
- 0.0190 |
- 0.0168 |
- 0.0239 |
- 0.0252 |
- 0.0434 |
- 0.0434 |
-
-
- | 0.6 |
- 0.0201 |
- 0.0133 |
- 0.0230 |
- 0.0366 |
- 0.0510 |
- 0.0510 |
-
-
- | 0.7 |
- 0.0348 |
- 0.0233 |
- 0.0498 |
- 0.0329 |
- 0.0794 |
- 0.0794 |
-
-
- | 0.8 |
- 0.0208 |
- 0.0101 |
- 0.0323 |
- 0.0396 |
- 0.1025 |
- 0.1025 |
-
-
- | 0.9 |
- 0.0070 |
- 0.0198 |
- 0.0103 |
- 0.0115 |
- 0.1356 |
- 0.1356 |
-
-
- | avg |
- 0.0201 |
- 0.0182 |
- 0.0278 |
- 0.0324 |
- 0.0798 |
- 0.0798 |
-
-
-
-
-
-
-### avg dataset shift
-
diff --git a/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_gs_vs_qgs_acc.md b/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_gs_vs_qgs_acc.md
deleted file mode 100644
index ab50d7d..0000000
--- a/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_gs_vs_qgs_acc.md
+++ /dev/null
@@ -1,2395 +0,0 @@
-# rcv1_CCAT_9prevs
-
-## 10% positives
-> train: [0.90003338 0.09996662]
-> validation: [0.90003338 0.09996662]
-> bin_sld_gs: 930.136s
-> mul_sld_gs: 542.605s
-> mul_sld_gsq: 364.070s
-> ref: 48.356s
-> atc_mc: 52.993s
-> atc_ne: 53.391s
-> tot: 931.432s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- mul_sld_gsq |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0016 |
- 0.0039 |
- 0.0026 |
- 0.0088 |
- 0.0088 |
-
-
- | 0.05 |
- 0.0064 |
- 0.0056 |
- 0.0120 |
- 0.0046 |
- 0.0046 |
-
-
- | 0.1 |
- 0.0082 |
- 0.0088 |
- 0.0244 |
- 0.0080 |
- 0.0080 |
-
-
- | 0.15 |
- 0.0096 |
- 0.0108 |
- 0.0364 |
- 0.0128 |
- 0.0128 |
-
-
- | 0.2 |
- 0.0113 |
- 0.0134 |
- 0.0465 |
- 0.0194 |
- 0.0194 |
-
-
- | 0.25 |
- 0.0128 |
- 0.0153 |
- 0.0574 |
- 0.0256 |
- 0.0256 |
-
-
- | 0.3 |
- 0.0142 |
- 0.0165 |
- 0.0686 |
- 0.0348 |
- 0.0348 |
-
-
- | 0.35 |
- 0.0158 |
- 0.0182 |
- 0.0807 |
- 0.0438 |
- 0.0438 |
-
-
- | 0.4 |
- 0.0150 |
- 0.0182 |
- 0.0881 |
- 0.0509 |
- 0.0509 |
-
-
- | 0.45 |
- 0.0153 |
- 0.0185 |
- 0.0971 |
- 0.0568 |
- 0.0568 |
-
-
- | 0.5 |
- 0.0156 |
- 0.0170 |
- 0.1042 |
- 0.0633 |
- 0.0633 |
-
-
- | 0.55 |
- 0.0158 |
- 0.0181 |
- 0.1140 |
- 0.0728 |
- 0.0728 |
-
-
- | 0.6 |
- 0.0134 |
- 0.0145 |
- 0.1181 |
- 0.0748 |
- 0.0748 |
-
-
- | 0.65 |
- 0.0163 |
- 0.0153 |
- 0.1282 |
- 0.0843 |
- 0.0843 |
-
-
- | 0.7 |
- 0.0152 |
- 0.0134 |
- 0.1341 |
- 0.0916 |
- 0.0916 |
-
-
- | 0.75 |
- 0.0152 |
- 0.0123 |
- 0.1405 |
- 0.1005 |
- 0.1005 |
-
-
- | 0.8 |
- 0.0126 |
- 0.0104 |
- 0.1438 |
- 0.1064 |
- 0.1064 |
-
-
- | 0.85 |
- 0.0113 |
- 0.0083 |
- 0.1479 |
- 0.1147 |
- 0.1147 |
-
-
- | 0.9 |
- 0.0107 |
- 0.0091 |
- 0.1525 |
- 0.1204 |
- 0.1204 |
-
-
- | 0.95 |
- 0.0093 |
- 0.0114 |
- 0.1497 |
- 0.1244 |
- 0.1244 |
-
-
- | 1.0 |
- 0.0083 |
- 0.0038 |
- 0.1529 |
- 0.1336 |
- 0.1336 |
-
-
- | avg |
- 0.0121 |
- 0.0125 |
- 0.0952 |
- 0.0644 |
- 0.0644 |
-
-
-
-
-
-
-
-
-
-
-## 20% positives
-> train: [0.79989987 0.20010013]
-> validation: [0.80006676 0.19993324]
-> bin_sld_gs: 982.326s
-> mul_sld_gs: 545.028s
-> bin_sld_gsq: 379.616s
-> mul_sld_gsq: 375.235s
-> ref: 55.221s
-> atc_mc: 59.389s
-> atc_ne: 59.739s
-> tot: 983.724s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_sld_gsq |
- mul_sld_gsq |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0080 |
- 0.0124 |
- 0.0063 |
- 0.0070 |
- 0.0097 |
- 0.0097 |
-
-
- | 0.05 |
- 0.0096 |
- 0.0108 |
- 0.0068 |
- 0.0044 |
- 0.0071 |
- 0.0071 |
-
-
- | 0.1 |
- 0.0114 |
- 0.0101 |
- 0.0082 |
- 0.0117 |
- 0.0062 |
- 0.0062 |
-
-
- | 0.15 |
- 0.0114 |
- 0.0085 |
- 0.0081 |
- 0.0191 |
- 0.0064 |
- 0.0064 |
-
-
- | 0.2 |
- 0.0124 |
- 0.0084 |
- 0.0100 |
- 0.0291 |
- 0.0088 |
- 0.0088 |
-
-
- | 0.25 |
- 0.0124 |
- 0.0086 |
- 0.0099 |
- 0.0369 |
- 0.0093 |
- 0.0093 |
-
-
- | 0.3 |
- 0.0139 |
- 0.0080 |
- 0.0108 |
- 0.0455 |
- 0.0124 |
- 0.0124 |
-
-
- | 0.35 |
- 0.0130 |
- 0.0082 |
- 0.0108 |
- 0.0540 |
- 0.0161 |
- 0.0161 |
-
-
- | 0.4 |
- 0.0127 |
- 0.0095 |
- 0.0106 |
- 0.0618 |
- 0.0190 |
- 0.0190 |
-
-
- | 0.45 |
- 0.0149 |
- 0.0102 |
- 0.0132 |
- 0.0679 |
- 0.0207 |
- 0.0207 |
-
-
- | 0.5 |
- 0.0156 |
- 0.0103 |
- 0.0144 |
- 0.0743 |
- 0.0222 |
- 0.0222 |
-
-
- | 0.55 |
- 0.0147 |
- 0.0120 |
- 0.0153 |
- 0.0832 |
- 0.0247 |
- 0.0247 |
-
-
- | 0.6 |
- 0.0152 |
- 0.0117 |
- 0.0164 |
- 0.0867 |
- 0.0272 |
- 0.0272 |
-
-
- | 0.65 |
- 0.0163 |
- 0.0140 |
- 0.0177 |
- 0.0948 |
- 0.0331 |
- 0.0331 |
-
-
- | 0.7 |
- 0.0158 |
- 0.0151 |
- 0.0186 |
- 0.1011 |
- 0.0384 |
- 0.0384 |
-
-
- | 0.75 |
- 0.0172 |
- 0.0151 |
- 0.0221 |
- 0.1045 |
- 0.0425 |
- 0.0425 |
-
-
- | 0.8 |
- 0.0173 |
- 0.0133 |
- 0.0245 |
- 0.1076 |
- 0.0407 |
- 0.0407 |
-
-
- | 0.85 |
- 0.0185 |
- 0.0134 |
- 0.0274 |
- 0.1124 |
- 0.0447 |
- 0.0447 |
-
-
- | 0.9 |
- 0.0199 |
- 0.0131 |
- 0.0318 |
- 0.1157 |
- 0.0493 |
- 0.0493 |
-
-
- | 0.95 |
- 0.0205 |
- 0.0113 |
- 0.0339 |
- 0.1164 |
- 0.0492 |
- 0.0492 |
-
-
- | 1.0 |
- 0.0223 |
- 0.0077 |
- 0.0278 |
- 0.1166 |
- 0.0571 |
- 0.0571 |
-
-
- | avg |
- 0.0149 |
- 0.0110 |
- 0.0164 |
- 0.0691 |
- 0.0259 |
- 0.0259 |
-
-
-
-
-
-
-
-
-
-
-## 30% positives
-> train: [0.69993324 0.30006676]
-> validation: [0.70010013 0.29989987]
-> bin_sld_gs: 1003.780s
-> mul_sld_gs: 540.827s
-> bin_sld_gsq: 377.338s
-> mul_sld_gsq: 372.261s
-> ref: 49.980s
-> atc_mc: 53.377s
-> atc_ne: 53.893s
-> tot: 1005.251s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_sld_gsq |
- mul_sld_gsq |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0059 |
- 0.0081 |
- 0.0127 |
- 0.0044 |
- 0.0103 |
- 0.0103 |
-
-
- | 0.05 |
- 0.0083 |
- 0.0082 |
- 0.0150 |
- 0.0130 |
- 0.0072 |
- 0.0072 |
-
-
- | 0.1 |
- 0.0087 |
- 0.0080 |
- 0.0167 |
- 0.0205 |
- 0.0049 |
- 0.0049 |
-
-
- | 0.15 |
- 0.0097 |
- 0.0091 |
- 0.0175 |
- 0.0284 |
- 0.0060 |
- 0.0060 |
-
-
- | 0.2 |
- 0.0089 |
- 0.0087 |
- 0.0175 |
- 0.0369 |
- 0.0082 |
- 0.0082 |
-
-
- | 0.25 |
- 0.0094 |
- 0.0111 |
- 0.0180 |
- 0.0435 |
- 0.0101 |
- 0.0101 |
-
-
- | 0.3 |
- 0.0091 |
- 0.0115 |
- 0.0208 |
- 0.0513 |
- 0.0119 |
- 0.0119 |
-
-
- | 0.35 |
- 0.0104 |
- 0.0117 |
- 0.0221 |
- 0.0586 |
- 0.0160 |
- 0.0160 |
-
-
- | 0.4 |
- 0.0108 |
- 0.0133 |
- 0.0233 |
- 0.0658 |
- 0.0190 |
- 0.0190 |
-
-
- | 0.45 |
- 0.0097 |
- 0.0138 |
- 0.0250 |
- 0.0717 |
- 0.0222 |
- 0.0222 |
-
-
- | 0.5 |
- 0.0095 |
- 0.0131 |
- 0.0258 |
- 0.0767 |
- 0.0259 |
- 0.0259 |
-
-
- | 0.55 |
- 0.0089 |
- 0.0146 |
- 0.0265 |
- 0.0834 |
- 0.0297 |
- 0.0297 |
-
-
- | 0.6 |
- 0.0086 |
- 0.0147 |
- 0.0282 |
- 0.0882 |
- 0.0307 |
- 0.0307 |
-
-
- | 0.65 |
- 0.0090 |
- 0.0154 |
- 0.0307 |
- 0.0956 |
- 0.0368 |
- 0.0368 |
-
-
- | 0.7 |
- 0.0077 |
- 0.0141 |
- 0.0336 |
- 0.1000 |
- 0.0400 |
- 0.0400 |
-
-
- | 0.75 |
- 0.0085 |
- 0.0132 |
- 0.0359 |
- 0.1031 |
- 0.0427 |
- 0.0427 |
-
-
- | 0.8 |
- 0.0078 |
- 0.0116 |
- 0.0365 |
- 0.1083 |
- 0.0464 |
- 0.0464 |
-
-
- | 0.85 |
- 0.0071 |
- 0.0129 |
- 0.0386 |
- 0.1116 |
- 0.0517 |
- 0.0517 |
-
-
- | 0.9 |
- 0.0074 |
- 0.0101 |
- 0.0408 |
- 0.1131 |
- 0.0521 |
- 0.0521 |
-
-
- | 0.95 |
- 0.0072 |
- 0.0099 |
- 0.0413 |
- 0.1146 |
- 0.0548 |
- 0.0548 |
-
-
- | 1.0 |
- 0.0017 |
- 0.0067 |
- 0.0374 |
- 0.1142 |
- 0.0625 |
- 0.0625 |
-
-
- | avg |
- 0.0083 |
- 0.0114 |
- 0.0268 |
- 0.0716 |
- 0.0280 |
- 0.0280 |
-
-
-
-
-
-
-
-
-
-
-## 40% positives
-> train: [0.59996662 0.40003338]
-> validation: [0.59996662 0.40003338]
-> bin_sld_gs: 1001.080s
-> mul_sld_gs: 539.153s
-> bin_sld_gsq: 387.618s
-> mul_sld_gsq: 371.446s
-> ref: 49.888s
-> atc_mc: 53.359s
-> atc_ne: 53.516s
-> tot: 1002.309s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_sld_gsq |
- mul_sld_gsq |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0050 |
- 0.0220 |
- 0.0469 |
- 0.0082 |
- 0.0190 |
- 0.0190 |
-
-
- | 0.05 |
- 0.0102 |
- 0.0153 |
- 0.0442 |
- 0.0165 |
- 0.0166 |
- 0.0166 |
-
-
- | 0.1 |
- 0.0100 |
- 0.0108 |
- 0.0429 |
- 0.0229 |
- 0.0147 |
- 0.0147 |
-
-
- | 0.15 |
- 0.0112 |
- 0.0097 |
- 0.0386 |
- 0.0285 |
- 0.0117 |
- 0.0117 |
-
-
- | 0.2 |
- 0.0124 |
- 0.0083 |
- 0.0370 |
- 0.0342 |
- 0.0105 |
- 0.0105 |
-
-
- | 0.25 |
- 0.0139 |
- 0.0082 |
- 0.0316 |
- 0.0387 |
- 0.0089 |
- 0.0089 |
-
-
- | 0.3 |
- 0.0123 |
- 0.0091 |
- 0.0328 |
- 0.0435 |
- 0.0085 |
- 0.0085 |
-
-
- | 0.35 |
- 0.0140 |
- 0.0104 |
- 0.0311 |
- 0.0482 |
- 0.0076 |
- 0.0076 |
-
-
- | 0.4 |
- 0.0143 |
- 0.0128 |
- 0.0271 |
- 0.0523 |
- 0.0079 |
- 0.0079 |
-
-
- | 0.45 |
- 0.0121 |
- 0.0144 |
- 0.0272 |
- 0.0569 |
- 0.0073 |
- 0.0073 |
-
-
- | 0.5 |
- 0.0121 |
- 0.0164 |
- 0.0234 |
- 0.0600 |
- 0.0081 |
- 0.0081 |
-
-
- | 0.55 |
- 0.0103 |
- 0.0205 |
- 0.0202 |
- 0.0646 |
- 0.0099 |
- 0.0099 |
-
-
- | 0.6 |
- 0.0105 |
- 0.0219 |
- 0.0181 |
- 0.0670 |
- 0.0112 |
- 0.0112 |
-
-
- | 0.65 |
- 0.0107 |
- 0.0251 |
- 0.0163 |
- 0.0733 |
- 0.0156 |
- 0.0156 |
-
-
- | 0.7 |
- 0.0120 |
- 0.0260 |
- 0.0153 |
- 0.0761 |
- 0.0168 |
- 0.0168 |
-
-
- | 0.75 |
- 0.0107 |
- 0.0278 |
- 0.0146 |
- 0.0786 |
- 0.0160 |
- 0.0160 |
-
-
- | 0.8 |
- 0.0103 |
- 0.0303 |
- 0.0111 |
- 0.0821 |
- 0.0180 |
- 0.0180 |
-
-
- | 0.85 |
- 0.0121 |
- 0.0322 |
- 0.0114 |
- 0.0855 |
- 0.0218 |
- 0.0218 |
-
-
- | 0.9 |
- 0.0132 |
- 0.0308 |
- 0.0099 |
- 0.0868 |
- 0.0224 |
- 0.0224 |
-
-
- | 0.95 |
- 0.0139 |
- 0.0317 |
- 0.0087 |
- 0.0876 |
- 0.0278 |
- 0.0278 |
-
-
- | 1.0 |
- 0.0013 |
- 0.0263 |
- 0.0079 |
- 0.0881 |
- 0.0285 |
- 0.0285 |
-
-
- | avg |
- 0.0111 |
- 0.0195 |
- 0.0246 |
- 0.0571 |
- 0.0147 |
- 0.0147 |
-
-
-
-
-
-
-
-
-
-
-## 50% positives
-> train: [0.5 0.5]
-> validation: [0.5 0.5]
-> bin_sld_gs: 982.440s
-> mul_sld_gs: 518.569s
-> bin_sld_gsq: 376.012s
-> mul_sld_gsq: 354.371s
-> ref: 47.222s
-> atc_mc: 49.635s
-> atc_ne: 50.908s
-> tot: 983.784s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_sld_gsq |
- mul_sld_gsq |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0129 |
- 0.0158 |
- 0.0086 |
- 0.0346 |
- 0.0088 |
- 0.0088 |
-
-
- | 0.05 |
- 0.0156 |
- 0.0159 |
- 0.0111 |
- 0.0425 |
- 0.0080 |
- 0.0080 |
-
-
- | 0.1 |
- 0.0149 |
- 0.0133 |
- 0.0094 |
- 0.0468 |
- 0.0082 |
- 0.0082 |
-
-
- | 0.15 |
- 0.0145 |
- 0.0140 |
- 0.0121 |
- 0.0499 |
- 0.0077 |
- 0.0077 |
-
-
- | 0.2 |
- 0.0137 |
- 0.0116 |
- 0.0127 |
- 0.0545 |
- 0.0083 |
- 0.0083 |
-
-
- | 0.25 |
- 0.0130 |
- 0.0110 |
- 0.0127 |
- 0.0545 |
- 0.0066 |
- 0.0066 |
-
-
- | 0.3 |
- 0.0150 |
- 0.0127 |
- 0.0130 |
- 0.0579 |
- 0.0082 |
- 0.0082 |
-
-
- | 0.35 |
- 0.0161 |
- 0.0132 |
- 0.0147 |
- 0.0591 |
- 0.0103 |
- 0.0103 |
-
-
- | 0.4 |
- 0.0151 |
- 0.0125 |
- 0.0158 |
- 0.0605 |
- 0.0085 |
- 0.0085 |
-
-
- | 0.45 |
- 0.0144 |
- 0.0121 |
- 0.0146 |
- 0.0629 |
- 0.0110 |
- 0.0110 |
-
-
- | 0.5 |
- 0.0137 |
- 0.0116 |
- 0.0139 |
- 0.0621 |
- 0.0122 |
- 0.0122 |
-
-
- | 0.55 |
- 0.0117 |
- 0.0096 |
- 0.0133 |
- 0.0647 |
- 0.0125 |
- 0.0125 |
-
-
- | 0.6 |
- 0.0126 |
- 0.0097 |
- 0.0142 |
- 0.0643 |
- 0.0144 |
- 0.0144 |
-
-
- | 0.65 |
- 0.0132 |
- 0.0117 |
- 0.0137 |
- 0.0677 |
- 0.0168 |
- 0.0168 |
-
-
- | 0.7 |
- 0.0145 |
- 0.0120 |
- 0.0126 |
- 0.0672 |
- 0.0164 |
- 0.0164 |
-
-
- | 0.75 |
- 0.0137 |
- 0.0113 |
- 0.0126 |
- 0.0682 |
- 0.0170 |
- 0.0170 |
-
-
- | 0.8 |
- 0.0130 |
- 0.0105 |
- 0.0109 |
- 0.0686 |
- 0.0211 |
- 0.0211 |
-
-
- | 0.85 |
- 0.0115 |
- 0.0090 |
- 0.0084 |
- 0.0680 |
- 0.0205 |
- 0.0205 |
-
-
- | 0.9 |
- 0.0121 |
- 0.0107 |
- 0.0092 |
- 0.0678 |
- 0.0239 |
- 0.0239 |
-
-
- | 0.95 |
- 0.0104 |
- 0.0092 |
- 0.0061 |
- 0.0657 |
- 0.0253 |
- 0.0253 |
-
-
- | 1.0 |
- 0.0096 |
- 0.0085 |
- 0.0041 |
- 0.0628 |
- 0.0289 |
- 0.0289 |
-
-
- | avg |
- 0.0134 |
- 0.0117 |
- 0.0116 |
- 0.0595 |
- 0.0140 |
- 0.0140 |
-
-
-
-
-
-
-
-
-
-
-## 60% positives
-> train: [0.40003338 0.59996662]
-> validation: [0.40003338 0.59996662]
-> bin_sld_gs: 960.633s
-> mul_sld_gs: 518.542s
-> bin_sld_gsq: 374.787s
-> mul_sld_gsq: 354.601s
-> ref: 46.619s
-> atc_mc: 50.354s
-> atc_ne: 51.660s
-> tot: 961.903s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_sld_gsq |
- mul_sld_gsq |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0049 |
- 0.0058 |
- 0.0437 |
- 0.0574 |
- 0.0106 |
- 0.0106 |
-
-
- | 0.05 |
- 0.0087 |
- 0.0094 |
- 0.0452 |
- 0.0634 |
- 0.0101 |
- 0.0101 |
-
-
- | 0.1 |
- 0.0102 |
- 0.0084 |
- 0.0424 |
- 0.0670 |
- 0.0092 |
- 0.0092 |
-
-
- | 0.15 |
- 0.0101 |
- 0.0083 |
- 0.0432 |
- 0.0666 |
- 0.0083 |
- 0.0083 |
-
-
- | 0.2 |
- 0.0136 |
- 0.0108 |
- 0.0385 |
- 0.0687 |
- 0.0089 |
- 0.0089 |
-
-
- | 0.25 |
- 0.0123 |
- 0.0110 |
- 0.0394 |
- 0.0664 |
- 0.0090 |
- 0.0090 |
-
-
- | 0.3 |
- 0.0116 |
- 0.0113 |
- 0.0383 |
- 0.0676 |
- 0.0084 |
- 0.0084 |
-
-
- | 0.35 |
- 0.0120 |
- 0.0113 |
- 0.0403 |
- 0.0657 |
- 0.0084 |
- 0.0084 |
-
-
- | 0.4 |
- 0.0112 |
- 0.0107 |
- 0.0388 |
- 0.0653 |
- 0.0082 |
- 0.0082 |
-
-
- | 0.45 |
- 0.0115 |
- 0.0116 |
- 0.0363 |
- 0.0648 |
- 0.0086 |
- 0.0086 |
-
-
- | 0.5 |
- 0.0100 |
- 0.0118 |
- 0.0358 |
- 0.0613 |
- 0.0085 |
- 0.0085 |
-
-
- | 0.55 |
- 0.0097 |
- 0.0103 |
- 0.0346 |
- 0.0589 |
- 0.0085 |
- 0.0085 |
-
-
- | 0.6 |
- 0.0093 |
- 0.0101 |
- 0.0310 |
- 0.0585 |
- 0.0072 |
- 0.0072 |
-
-
- | 0.65 |
- 0.0093 |
- 0.0100 |
- 0.0307 |
- 0.0594 |
- 0.0079 |
- 0.0079 |
-
-
- | 0.7 |
- 0.0095 |
- 0.0118 |
- 0.0326 |
- 0.0546 |
- 0.0076 |
- 0.0076 |
-
-
- | 0.75 |
- 0.0090 |
- 0.0109 |
- 0.0320 |
- 0.0534 |
- 0.0075 |
- 0.0075 |
-
-
- | 0.8 |
- 0.0099 |
- 0.0116 |
- 0.0295 |
- 0.0530 |
- 0.0066 |
- 0.0066 |
-
-
- | 0.85 |
- 0.0097 |
- 0.0118 |
- 0.0290 |
- 0.0494 |
- 0.0070 |
- 0.0070 |
-
-
- | 0.9 |
- 0.0118 |
- 0.0130 |
- 0.0284 |
- 0.0461 |
- 0.0078 |
- 0.0078 |
-
-
- | 0.95 |
- 0.0129 |
- 0.0119 |
- 0.0235 |
- 0.0441 |
- 0.0071 |
- 0.0071 |
-
-
- | 1.0 |
- 0.0205 |
- 0.0140 |
- 0.0223 |
- 0.0411 |
- 0.0071 |
- 0.0071 |
-
-
- | avg |
- 0.0108 |
- 0.0108 |
- 0.0350 |
- 0.0587 |
- 0.0082 |
- 0.0082 |
-
-
-
-
-
-
-
-
-
-
-## 70% positives
-> train: [0.29989987 0.70010013]
-> validation: [0.30006676 0.69993324]
-> bin_sld_gs: 968.765s
-> mul_sld_gs: 518.667s
-> bin_sld_gsq: 368.800s
-> mul_sld_gsq: 357.061s
-> ref: 47.123s
-> atc_mc: 49.987s
-> atc_ne: 50.916s
-> tot: 970.152s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_sld_gsq |
- mul_sld_gsq |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0654 |
- 0.0381 |
- 0.0547 |
- 0.0741 |
- 0.0238 |
- 0.0238 |
-
-
- | 0.05 |
- 0.0719 |
- 0.0364 |
- 0.0624 |
- 0.0819 |
- 0.0222 |
- 0.0222 |
-
-
- | 0.1 |
- 0.0657 |
- 0.0332 |
- 0.0592 |
- 0.0821 |
- 0.0216 |
- 0.0216 |
-
-
- | 0.15 |
- 0.0639 |
- 0.0332 |
- 0.0593 |
- 0.0842 |
- 0.0197 |
- 0.0197 |
-
-
- | 0.2 |
- 0.0589 |
- 0.0295 |
- 0.0539 |
- 0.0828 |
- 0.0206 |
- 0.0206 |
-
-
- | 0.25 |
- 0.0564 |
- 0.0315 |
- 0.0542 |
- 0.0775 |
- 0.0160 |
- 0.0160 |
-
-
- | 0.3 |
- 0.0528 |
- 0.0306 |
- 0.0538 |
- 0.0767 |
- 0.0160 |
- 0.0160 |
-
-
- | 0.35 |
- 0.0503 |
- 0.0293 |
- 0.0521 |
- 0.0736 |
- 0.0149 |
- 0.0149 |
-
-
- | 0.4 |
- 0.0496 |
- 0.0316 |
- 0.0526 |
- 0.0715 |
- 0.0122 |
- 0.0122 |
-
-
- | 0.45 |
- 0.0453 |
- 0.0306 |
- 0.0505 |
- 0.0672 |
- 0.0123 |
- 0.0123 |
-
-
- | 0.5 |
- 0.0394 |
- 0.0289 |
- 0.0486 |
- 0.0624 |
- 0.0111 |
- 0.0111 |
-
-
- | 0.55 |
- 0.0388 |
- 0.0294 |
- 0.0486 |
- 0.0577 |
- 0.0102 |
- 0.0102 |
-
-
- | 0.6 |
- 0.0329 |
- 0.0259 |
- 0.0436 |
- 0.0543 |
- 0.0096 |
- 0.0096 |
-
-
- | 0.65 |
- 0.0313 |
- 0.0273 |
- 0.0433 |
- 0.0505 |
- 0.0100 |
- 0.0100 |
-
-
- | 0.7 |
- 0.0289 |
- 0.0271 |
- 0.0427 |
- 0.0444 |
- 0.0080 |
- 0.0080 |
-
-
- | 0.75 |
- 0.0266 |
- 0.0263 |
- 0.0406 |
- 0.0403 |
- 0.0070 |
- 0.0070 |
-
-
- | 0.8 |
- 0.0239 |
- 0.0258 |
- 0.0390 |
- 0.0355 |
- 0.0071 |
- 0.0071 |
-
-
- | 0.85 |
- 0.0224 |
- 0.0250 |
- 0.0372 |
- 0.0302 |
- 0.0076 |
- 0.0076 |
-
-
- | 0.9 |
- 0.0176 |
- 0.0236 |
- 0.0349 |
- 0.0254 |
- 0.0062 |
- 0.0062 |
-
-
- | 0.95 |
- 0.0148 |
- 0.0220 |
- 0.0323 |
- 0.0193 |
- 0.0063 |
- 0.0063 |
-
-
- | 1.0 |
- 0.0118 |
- 0.0214 |
- 0.0308 |
- 0.0141 |
- 0.0059 |
- 0.0059 |
-
-
- | avg |
- 0.0414 |
- 0.0289 |
- 0.0473 |
- 0.0574 |
- 0.0128 |
- 0.0128 |
-
-
-
-
-
-
-
-
-
-
-## 80% positives
-> train: [0.19993324 0.80006676]
-> validation: [0.20010013 0.79989987]
-> bin_sld_gs: 959.358s
-> mul_sld_gs: 516.489s
-> bin_sld_gsq: 360.867s
-> mul_sld_gsq: 350.793s
-> ref: 46.990s
-> atc_mc: 49.877s
-> atc_ne: 49.632s
-> tot: 960.699s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_sld_gsq |
- mul_sld_gsq |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0053 |
- 0.0103 |
- 0.0017 |
- 0.1041 |
- 0.0311 |
- 0.0311 |
-
-
- | 0.05 |
- 0.0241 |
- 0.0129 |
- 0.0077 |
- 0.1100 |
- 0.0274 |
- 0.0274 |
-
-
- | 0.1 |
- 0.0227 |
- 0.0127 |
- 0.0071 |
- 0.1105 |
- 0.0267 |
- 0.0267 |
-
-
- | 0.15 |
- 0.0232 |
- 0.0114 |
- 0.0076 |
- 0.1094 |
- 0.0227 |
- 0.0227 |
-
-
- | 0.2 |
- 0.0186 |
- 0.0096 |
- 0.0074 |
- 0.1066 |
- 0.0214 |
- 0.0214 |
-
-
- | 0.25 |
- 0.0203 |
- 0.0110 |
- 0.0079 |
- 0.1020 |
- 0.0201 |
- 0.0201 |
-
-
- | 0.3 |
- 0.0240 |
- 0.0116 |
- 0.0088 |
- 0.0971 |
- 0.0178 |
- 0.0178 |
-
-
- | 0.35 |
- 0.0202 |
- 0.0117 |
- 0.0099 |
- 0.0929 |
- 0.0196 |
- 0.0196 |
-
-
- | 0.4 |
- 0.0210 |
- 0.0106 |
- 0.0092 |
- 0.0873 |
- 0.0168 |
- 0.0168 |
-
-
- | 0.45 |
- 0.0203 |
- 0.0094 |
- 0.0102 |
- 0.0822 |
- 0.0147 |
- 0.0147 |
-
-
- | 0.5 |
- 0.0165 |
- 0.0093 |
- 0.0100 |
- 0.0751 |
- 0.0136 |
- 0.0136 |
-
-
- | 0.55 |
- 0.0195 |
- 0.0104 |
- 0.0108 |
- 0.0663 |
- 0.0111 |
- 0.0111 |
-
-
- | 0.6 |
- 0.0125 |
- 0.0094 |
- 0.0086 |
- 0.0612 |
- 0.0110 |
- 0.0110 |
-
-
- | 0.65 |
- 0.0171 |
- 0.0094 |
- 0.0122 |
- 0.0544 |
- 0.0097 |
- 0.0097 |
-
-
- | 0.7 |
- 0.0144 |
- 0.0104 |
- 0.0124 |
- 0.0455 |
- 0.0106 |
- 0.0106 |
-
-
- | 0.75 |
- 0.0152 |
- 0.0100 |
- 0.0128 |
- 0.0392 |
- 0.0091 |
- 0.0091 |
-
-
- | 0.8 |
- 0.0201 |
- 0.0102 |
- 0.0143 |
- 0.0312 |
- 0.0100 |
- 0.0100 |
-
-
- | 0.85 |
- 0.0198 |
- 0.0105 |
- 0.0148 |
- 0.0236 |
- 0.0104 |
- 0.0104 |
-
-
- | 0.9 |
- 0.0202 |
- 0.0106 |
- 0.0171 |
- 0.0150 |
- 0.0108 |
- 0.0108 |
-
-
- | 0.95 |
- 0.0150 |
- 0.0109 |
- 0.0191 |
- 0.0072 |
- 0.0130 |
- 0.0130 |
-
-
- | 1.0 |
- 0.0042 |
- 0.0152 |
- 0.0243 |
- 0.0071 |
- 0.0147 |
- 0.0147 |
-
-
- | avg |
- 0.0178 |
- 0.0108 |
- 0.0111 |
- 0.0680 |
- 0.0163 |
- 0.0163 |
-
-
-
-
-
-
-
-
-
-
-## 90% positives
-> train: [0.09996662 0.90003338]
-> validation: [0.09996662 0.90003338]
-> bin_sld_gs: 930.393s
-> mul_sld_gs: 509.900s
-> bin_sld_gsq: 349.607s
-> mul_sld_gsq: 343.286s
-> ref: 47.328s
-> atc_mc: 49.802s
-> atc_ne: 51.229s
-> tot: 931.705s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_sld_gsq |
- mul_sld_gsq |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0004 |
- 0.0093 |
- 0.0451 |
- 0.1157 |
- 0.1704 |
- 0.1704 |
-
-
- | 0.05 |
- 0.0054 |
- 0.0169 |
- 0.0642 |
- 0.1212 |
- 0.1614 |
- 0.1614 |
-
-
- | 0.1 |
- 0.0061 |
- 0.0189 |
- 0.0620 |
- 0.1217 |
- 0.1528 |
- 0.1528 |
-
-
- | 0.15 |
- 0.0061 |
- 0.0211 |
- 0.0592 |
- 0.1205 |
- 0.1426 |
- 0.1426 |
-
-
- | 0.2 |
- 0.0079 |
- 0.0226 |
- 0.0526 |
- 0.1198 |
- 0.1334 |
- 0.1334 |
-
-
- | 0.25 |
- 0.0074 |
- 0.0178 |
- 0.0500 |
- 0.1121 |
- 0.1217 |
- 0.1217 |
-
-
- | 0.3 |
- 0.0077 |
- 0.0186 |
- 0.0501 |
- 0.1097 |
- 0.1131 |
- 0.1131 |
-
-
- | 0.35 |
- 0.0081 |
- 0.0152 |
- 0.0458 |
- 0.1031 |
- 0.1040 |
- 0.1040 |
-
-
- | 0.4 |
- 0.0080 |
- 0.0135 |
- 0.0443 |
- 0.0967 |
- 0.0943 |
- 0.0943 |
-
-
- | 0.45 |
- 0.0095 |
- 0.0136 |
- 0.0415 |
- 0.0931 |
- 0.0847 |
- 0.0847 |
-
-
- | 0.5 |
- 0.0087 |
- 0.0110 |
- 0.0392 |
- 0.0855 |
- 0.0749 |
- 0.0749 |
-
-
- | 0.55 |
- 0.0068 |
- 0.0081 |
- 0.0390 |
- 0.0754 |
- 0.0622 |
- 0.0622 |
-
-
- | 0.6 |
- 0.0086 |
- 0.0086 |
- 0.0335 |
- 0.0702 |
- 0.0541 |
- 0.0541 |
-
-
- | 0.65 |
- 0.0082 |
- 0.0088 |
- 0.0347 |
- 0.0602 |
- 0.0422 |
- 0.0422 |
-
-
- | 0.7 |
- 0.0068 |
- 0.0081 |
- 0.0309 |
- 0.0510 |
- 0.0334 |
- 0.0334 |
-
-
- | 0.75 |
- 0.0070 |
- 0.0095 |
- 0.0277 |
- 0.0425 |
- 0.0239 |
- 0.0239 |
-
-
- | 0.8 |
- 0.0062 |
- 0.0119 |
- 0.0267 |
- 0.0321 |
- 0.0168 |
- 0.0168 |
-
-
- | 0.85 |
- 0.0067 |
- 0.0147 |
- 0.0252 |
- 0.0228 |
- 0.0090 |
- 0.0090 |
-
-
- | 0.9 |
- 0.0059 |
- 0.0175 |
- 0.0237 |
- 0.0130 |
- 0.0070 |
- 0.0070 |
-
-
- | 0.95 |
- 0.0067 |
- 0.0216 |
- 0.0222 |
- 0.0044 |
- 0.0134 |
- 0.0134 |
-
-
- | 1.0 |
- 0.0091 |
- 0.0247 |
- 0.0217 |
- 0.0115 |
- 0.0243 |
- 0.0243 |
-
-
- | avg |
- 0.0070 |
- 0.0149 |
- 0.0400 |
- 0.0753 |
- 0.0781 |
- 0.0781 |
-
-
-
-
-
-
-
-
-
-
-## avg
-### avg on train
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_sld_gsq |
- mul_sld_gsq |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0122 |
- 0.0140 |
- 0.0275 |
- 0.0453 |
- 0.0325 |
- 0.0325 |
-
-
- | 0.05 |
- 0.0178 |
- 0.0146 |
- 0.0321 |
- 0.0516 |
- 0.0294 |
- 0.0294 |
-
-
- | 0.1 |
- 0.0176 |
- 0.0138 |
- 0.0310 |
- 0.0564 |
- 0.0280 |
- 0.0280 |
-
-
- | 0.15 |
- 0.0177 |
- 0.0140 |
- 0.0307 |
- 0.0603 |
- 0.0264 |
- 0.0264 |
-
-
- | 0.2 |
- 0.0175 |
- 0.0136 |
- 0.0287 |
- 0.0644 |
- 0.0266 |
- 0.0266 |
-
-
- | 0.25 |
- 0.0176 |
- 0.0139 |
- 0.0280 |
- 0.0655 |
- 0.0252 |
- 0.0252 |
-
-
- | 0.3 |
- 0.0178 |
- 0.0144 |
- 0.0286 |
- 0.0687 |
- 0.0257 |
- 0.0257 |
-
-
- | 0.35 |
- 0.0178 |
- 0.0144 |
- 0.0283 |
- 0.0707 |
- 0.0267 |
- 0.0267 |
-
-
- | 0.4 |
- 0.0175 |
- 0.0147 |
- 0.0277 |
- 0.0721 |
- 0.0263 |
- 0.0263 |
-
-
- | 0.45 |
- 0.0170 |
- 0.0149 |
- 0.0273 |
- 0.0738 |
- 0.0265 |
- 0.0265 |
-
-
- | 0.5 |
- 0.0157 |
- 0.0144 |
- 0.0264 |
- 0.0735 |
- 0.0266 |
- 0.0266 |
-
-
- | 0.55 |
- 0.0151 |
- 0.0148 |
- 0.0260 |
- 0.0742 |
- 0.0268 |
- 0.0268 |
-
-
- | 0.6 |
- 0.0137 |
- 0.0141 |
- 0.0242 |
- 0.0743 |
- 0.0267 |
- 0.0267 |
-
-
- | 0.65 |
- 0.0146 |
- 0.0152 |
- 0.0249 |
- 0.0760 |
- 0.0285 |
- 0.0285 |
-
-
- | 0.7 |
- 0.0139 |
- 0.0153 |
- 0.0248 |
- 0.0749 |
- 0.0292 |
- 0.0292 |
-
-
- | 0.75 |
- 0.0137 |
- 0.0151 |
- 0.0248 |
- 0.0745 |
- 0.0296 |
- 0.0296 |
-
-
- | 0.8 |
- 0.0134 |
- 0.0151 |
- 0.0241 |
- 0.0736 |
- 0.0303 |
- 0.0303 |
-
-
- | 0.85 |
- 0.0132 |
- 0.0153 |
- 0.0240 |
- 0.0724 |
- 0.0319 |
- 0.0319 |
-
-
- | 0.9 |
- 0.0132 |
- 0.0154 |
- 0.0245 |
- 0.0706 |
- 0.0333 |
- 0.0333 |
-
-
- | 0.95 |
- 0.0123 |
- 0.0155 |
- 0.0234 |
- 0.0677 |
- 0.0357 |
- 0.0357 |
-
-
- | 1.0 |
- 0.0099 |
- 0.0143 |
- 0.0220 |
- 0.0676 |
- 0.0403 |
- 0.0403 |
-
-
- | avg |
- 0.0152 |
- 0.0146 |
- 0.0266 |
- 0.0680 |
- 0.0292 |
- 0.0292 |
-
-
-
-
-
-
-### avg on test
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_sld_gsq |
- mul_sld_gsq |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.1 |
- 0.0121 |
- 0.0125 |
- NaN |
- 0.0952 |
- 0.0644 |
- 0.0644 |
-
-
- | 0.2 |
- 0.0149 |
- 0.0110 |
- 0.0164 |
- 0.0691 |
- 0.0259 |
- 0.0259 |
-
-
- | 0.3 |
- 0.0083 |
- 0.0114 |
- 0.0268 |
- 0.0716 |
- 0.0280 |
- 0.0280 |
-
-
- | 0.4 |
- 0.0111 |
- 0.0195 |
- 0.0246 |
- 0.0571 |
- 0.0147 |
- 0.0147 |
-
-
- | 0.5 |
- 0.0134 |
- 0.0117 |
- 0.0116 |
- 0.0595 |
- 0.0140 |
- 0.0140 |
-
-
- | 0.6 |
- 0.0108 |
- 0.0108 |
- 0.0350 |
- 0.0587 |
- 0.0082 |
- 0.0082 |
-
-
- | 0.7 |
- 0.0414 |
- 0.0289 |
- 0.0473 |
- 0.0574 |
- 0.0128 |
- 0.0128 |
-
-
- | 0.8 |
- 0.0178 |
- 0.0108 |
- 0.0111 |
- 0.0680 |
- 0.0163 |
- 0.0163 |
-
-
- | 0.9 |
- 0.0070 |
- 0.0149 |
- 0.0400 |
- 0.0753 |
- 0.0781 |
- 0.0781 |
-
-
- | avg |
- 0.0152 |
- 0.0146 |
- 0.0266 |
- 0.0680 |
- 0.0292 |
- 0.0292 |
-
-
-
-
-
-
-### avg dataset shift
-
diff --git a/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_gs_vs_qgs_f1.md b/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_gs_vs_qgs_f1.md
deleted file mode 100644
index 954136d..0000000
--- a/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_gs_vs_qgs_f1.md
+++ /dev/null
@@ -1,2395 +0,0 @@
-# rcv1_CCAT_9prevs
-
-## 10% positives
-> train: [0.90003338 0.09996662]
-> validation: [0.90003338 0.09996662]
-> bin_sld_gs: 930.136s
-> mul_sld_gs: 542.605s
-> mul_sld_gsq: 364.070s
-> ref: 48.356s
-> atc_mc: 52.993s
-> atc_ne: 53.391s
-> tot: 931.432s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- mul_sld_gsq |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0512 |
- 0.0064 |
- 0.0689 |
- 0.0022 |
- 0.0022 |
-
-
- | 0.05 |
- 0.0481 |
- 0.0503 |
- 0.0919 |
- 0.2253 |
- 0.2253 |
-
-
- | 0.1 |
- 0.0309 |
- 0.0406 |
- 0.0911 |
- 0.1997 |
- 0.1997 |
-
-
- | 0.15 |
- 0.0231 |
- 0.0331 |
- 0.0898 |
- 0.2018 |
- 0.2018 |
-
-
- | 0.2 |
- 0.0200 |
- 0.0308 |
- 0.0852 |
- 0.1936 |
- 0.1936 |
-
-
- | 0.25 |
- 0.0178 |
- 0.0277 |
- 0.0826 |
- 0.1943 |
- 0.1943 |
-
-
- | 0.3 |
- 0.0162 |
- 0.0251 |
- 0.0813 |
- 0.1865 |
- 0.1865 |
-
-
- | 0.35 |
- 0.0152 |
- 0.0220 |
- 0.0825 |
- 0.1849 |
- 0.1849 |
-
-
- | 0.4 |
- 0.0124 |
- 0.0194 |
- 0.0759 |
- 0.1852 |
- 0.1852 |
-
-
- | 0.45 |
- 0.0113 |
- 0.0190 |
- 0.0752 |
- 0.1824 |
- 0.1824 |
-
-
- | 0.5 |
- 0.0103 |
- 0.0150 |
- 0.0704 |
- 0.1836 |
- 0.1836 |
-
-
- | 0.55 |
- 0.0095 |
- 0.0151 |
- 0.0702 |
- 0.1801 |
- 0.1801 |
-
-
- | 0.6 |
- 0.0073 |
- 0.0116 |
- 0.0647 |
- 0.1872 |
- 0.1872 |
-
-
- | 0.65 |
- 0.0081 |
- 0.0107 |
- 0.0643 |
- 0.1871 |
- 0.1871 |
-
-
- | 0.7 |
- 0.0069 |
- 0.0091 |
- 0.0616 |
- 0.1884 |
- 0.1884 |
-
-
- | 0.75 |
- 0.0063 |
- 0.0082 |
- 0.0598 |
- 0.1829 |
- 0.1829 |
-
-
- | 0.8 |
- 0.0048 |
- 0.0078 |
- 0.0561 |
- 0.1840 |
- 0.1840 |
-
-
- | 0.85 |
- 0.0040 |
- 0.0069 |
- 0.0534 |
- 0.1816 |
- 0.1816 |
-
-
- | 0.9 |
- 0.0036 |
- 0.0062 |
- 0.0514 |
- 0.1818 |
- 0.1818 |
-
-
- | 0.95 |
- 0.0029 |
- 0.0065 |
- 0.0461 |
- 0.1848 |
- 0.1848 |
-
-
- | 1.0 |
- 0.0027 |
- 0.0046 |
- 0.0433 |
- 0.1850 |
- 0.1850 |
-
-
- | avg |
- 0.0149 |
- 0.0179 |
- 0.0698 |
- 0.1801 |
- 0.1801 |
-
-
-
-
-
-
-
-
-
-
-## 20% positives
-> train: [0.79989987 0.20010013]
-> validation: [0.80006676 0.19993324]
-> bin_sld_gs: 982.326s
-> mul_sld_gs: 545.028s
-> bin_sld_gsq: 379.616s
-> mul_sld_gsq: 375.235s
-> ref: 55.221s
-> atc_mc: 59.389s
-> atc_ne: 59.739s
-> tot: 983.724s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_sld_gsq |
- mul_sld_gsq |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0655 |
- 0.0354 |
- 0.0478 |
- 0.3040 |
- 0.1159 |
- 0.1159 |
-
-
- | 0.05 |
- 0.0845 |
- 0.0846 |
- 0.0662 |
- 0.0521 |
- 0.1303 |
- 0.1303 |
-
-
- | 0.1 |
- 0.0604 |
- 0.0475 |
- 0.0493 |
- 0.0668 |
- 0.0916 |
- 0.0916 |
-
-
- | 0.15 |
- 0.0462 |
- 0.0286 |
- 0.0344 |
- 0.0694 |
- 0.0794 |
- 0.0794 |
-
-
- | 0.2 |
- 0.0382 |
- 0.0215 |
- 0.0317 |
- 0.0792 |
- 0.0673 |
- 0.0673 |
-
-
- | 0.25 |
- 0.0334 |
- 0.0185 |
- 0.0261 |
- 0.0796 |
- 0.0623 |
- 0.0623 |
-
-
- | 0.3 |
- 0.0325 |
- 0.0143 |
- 0.0258 |
- 0.0817 |
- 0.0592 |
- 0.0592 |
-
-
- | 0.35 |
- 0.0276 |
- 0.0118 |
- 0.0224 |
- 0.0824 |
- 0.0518 |
- 0.0518 |
-
-
- | 0.4 |
- 0.0260 |
- 0.0120 |
- 0.0213 |
- 0.0830 |
- 0.0536 |
- 0.0536 |
-
-
- | 0.45 |
- 0.0252 |
- 0.0112 |
- 0.0229 |
- 0.0807 |
- 0.0510 |
- 0.0510 |
-
-
- | 0.5 |
- 0.0252 |
- 0.0098 |
- 0.0234 |
- 0.0791 |
- 0.0518 |
- 0.0518 |
-
-
- | 0.55 |
- 0.0237 |
- 0.0098 |
- 0.0230 |
- 0.0807 |
- 0.0533 |
- 0.0533 |
-
-
- | 0.6 |
- 0.0213 |
- 0.0088 |
- 0.0218 |
- 0.0769 |
- 0.0506 |
- 0.0506 |
-
-
- | 0.65 |
- 0.0223 |
- 0.0095 |
- 0.0217 |
- 0.0773 |
- 0.0480 |
- 0.0480 |
-
-
- | 0.7 |
- 0.0195 |
- 0.0097 |
- 0.0210 |
- 0.0765 |
- 0.0453 |
- 0.0453 |
-
-
- | 0.75 |
- 0.0203 |
- 0.0091 |
- 0.0232 |
- 0.0734 |
- 0.0428 |
- 0.0428 |
-
-
- | 0.8 |
- 0.0200 |
- 0.0073 |
- 0.0237 |
- 0.0707 |
- 0.0472 |
- 0.0472 |
-
-
- | 0.85 |
- 0.0202 |
- 0.0066 |
- 0.0246 |
- 0.0695 |
- 0.0461 |
- 0.0461 |
-
-
- | 0.9 |
- 0.0202 |
- 0.0065 |
- 0.0259 |
- 0.0675 |
- 0.0439 |
- 0.0439 |
-
-
- | 0.95 |
- 0.0202 |
- 0.0055 |
- 0.0259 |
- 0.0640 |
- 0.0468 |
- 0.0468 |
-
-
- | 1.0 |
- 0.0202 |
- 0.0048 |
- 0.0225 |
- 0.0606 |
- 0.0425 |
- 0.0425 |
-
-
- | avg |
- 0.0320 |
- 0.0178 |
- 0.0288 |
- 0.0845 |
- 0.0610 |
- 0.0610 |
-
-
-
-
-
-
-
-
-
-
-## 30% positives
-> train: [0.69993324 0.30006676]
-> validation: [0.70010013 0.29989987]
-> bin_sld_gs: 1003.780s
-> mul_sld_gs: 540.827s
-> bin_sld_gsq: 377.338s
-> mul_sld_gsq: 372.261s
-> ref: 49.980s
-> atc_mc: 53.377s
-> atc_ne: 53.893s
-> tot: 1005.251s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_sld_gsq |
- mul_sld_gsq |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0020 |
- 0.0138 |
- 0.0152 |
- 0.5613 |
- 0.3301 |
- 0.3301 |
-
-
- | 0.05 |
- 0.0673 |
- 0.0644 |
- 0.1145 |
- 0.1410 |
- 0.0519 |
- 0.0519 |
-
-
- | 0.1 |
- 0.0411 |
- 0.0381 |
- 0.0790 |
- 0.1109 |
- 0.0306 |
- 0.0306 |
-
-
- | 0.15 |
- 0.0324 |
- 0.0313 |
- 0.0603 |
- 0.1025 |
- 0.0252 |
- 0.0252 |
-
-
- | 0.2 |
- 0.0230 |
- 0.0228 |
- 0.0468 |
- 0.0999 |
- 0.0190 |
- 0.0190 |
-
-
- | 0.25 |
- 0.0199 |
- 0.0229 |
- 0.0417 |
- 0.0946 |
- 0.0167 |
- 0.0167 |
-
-
- | 0.3 |
- 0.0159 |
- 0.0200 |
- 0.0404 |
- 0.0931 |
- 0.0132 |
- 0.0132 |
-
-
- | 0.35 |
- 0.0158 |
- 0.0177 |
- 0.0380 |
- 0.0913 |
- 0.0170 |
- 0.0170 |
-
-
- | 0.4 |
- 0.0144 |
- 0.0175 |
- 0.0365 |
- 0.0897 |
- 0.0141 |
- 0.0141 |
-
-
- | 0.45 |
- 0.0114 |
- 0.0161 |
- 0.0338 |
- 0.0868 |
- 0.0135 |
- 0.0135 |
-
-
- | 0.5 |
- 0.0100 |
- 0.0136 |
- 0.0321 |
- 0.0833 |
- 0.0153 |
- 0.0153 |
-
-
- | 0.55 |
- 0.0086 |
- 0.0136 |
- 0.0310 |
- 0.0824 |
- 0.0146 |
- 0.0146 |
-
-
- | 0.6 |
- 0.0075 |
- 0.0127 |
- 0.0296 |
- 0.0798 |
- 0.0142 |
- 0.0142 |
-
-
- | 0.65 |
- 0.0071 |
- 0.0122 |
- 0.0298 |
- 0.0800 |
- 0.0159 |
- 0.0159 |
-
-
- | 0.7 |
- 0.0056 |
- 0.0103 |
- 0.0305 |
- 0.0775 |
- 0.0145 |
- 0.0145 |
-
-
- | 0.75 |
- 0.0055 |
- 0.0090 |
- 0.0306 |
- 0.0745 |
- 0.0144 |
- 0.0144 |
-
-
- | 0.8 |
- 0.0047 |
- 0.0075 |
- 0.0290 |
- 0.0733 |
- 0.0157 |
- 0.0157 |
-
-
- | 0.85 |
- 0.0041 |
- 0.0078 |
- 0.0290 |
- 0.0711 |
- 0.0168 |
- 0.0168 |
-
-
- | 0.9 |
- 0.0041 |
- 0.0059 |
- 0.0289 |
- 0.0678 |
- 0.0155 |
- 0.0155 |
-
-
- | 0.95 |
- 0.0039 |
- 0.0054 |
- 0.0280 |
- 0.0651 |
- 0.0152 |
- 0.0152 |
-
-
- | 1.0 |
- 0.0010 |
- 0.0038 |
- 0.0250 |
- 0.0614 |
- 0.0177 |
- 0.0177 |
-
-
- | avg |
- 0.0145 |
- 0.0174 |
- 0.0395 |
- 0.1089 |
- 0.0334 |
- 0.0334 |
-
-
-
-
-
-
-
-
-
-
-## 40% positives
-> train: [0.59996662 0.40003338]
-> validation: [0.59996662 0.40003338]
-> bin_sld_gs: 1001.080s
-> mul_sld_gs: 539.153s
-> bin_sld_gsq: 387.618s
-> mul_sld_gsq: 371.446s
-> ref: 49.888s
-> atc_mc: 53.359s
-> atc_ne: 53.516s
-> tot: 1002.309s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_sld_gsq |
- mul_sld_gsq |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0002 |
- 0.1691 |
- 0.0148 |
- 0.5839 |
- 0.3564 |
- 0.3564 |
-
-
- | 0.05 |
- 0.0794 |
- 0.0520 |
- 0.1774 |
- 0.1627 |
- 0.0506 |
- 0.0506 |
-
-
- | 0.1 |
- 0.0457 |
- 0.0281 |
- 0.1326 |
- 0.1153 |
- 0.0460 |
- 0.0460 |
-
-
- | 0.15 |
- 0.0349 |
- 0.0247 |
- 0.0929 |
- 0.0968 |
- 0.0318 |
- 0.0318 |
-
-
- | 0.2 |
- 0.0295 |
- 0.0184 |
- 0.0718 |
- 0.0879 |
- 0.0254 |
- 0.0254 |
-
-
- | 0.25 |
- 0.0277 |
- 0.0177 |
- 0.0522 |
- 0.0803 |
- 0.0197 |
- 0.0197 |
-
-
- | 0.3 |
- 0.0204 |
- 0.0162 |
- 0.0475 |
- 0.0755 |
- 0.0174 |
- 0.0174 |
-
-
- | 0.35 |
- 0.0203 |
- 0.0160 |
- 0.0404 |
- 0.0719 |
- 0.0129 |
- 0.0129 |
-
-
- | 0.4 |
- 0.0187 |
- 0.0171 |
- 0.0314 |
- 0.0685 |
- 0.0118 |
- 0.0118 |
-
-
- | 0.45 |
- 0.0138 |
- 0.0170 |
- 0.0287 |
- 0.0662 |
- 0.0095 |
- 0.0095 |
-
-
- | 0.5 |
- 0.0125 |
- 0.0172 |
- 0.0224 |
- 0.0629 |
- 0.0088 |
- 0.0088 |
-
-
- | 0.55 |
- 0.0099 |
- 0.0192 |
- 0.0181 |
- 0.0617 |
- 0.0085 |
- 0.0085 |
-
-
- | 0.6 |
- 0.0092 |
- 0.0188 |
- 0.0149 |
- 0.0586 |
- 0.0078 |
- 0.0078 |
-
-
- | 0.65 |
- 0.0081 |
- 0.0198 |
- 0.0126 |
- 0.0594 |
- 0.0093 |
- 0.0093 |
-
-
- | 0.7 |
- 0.0084 |
- 0.0189 |
- 0.0112 |
- 0.0572 |
- 0.0090 |
- 0.0090 |
-
-
- | 0.75 |
- 0.0068 |
- 0.0187 |
- 0.0104 |
- 0.0551 |
- 0.0075 |
- 0.0075 |
-
-
- | 0.8 |
- 0.0061 |
- 0.0192 |
- 0.0075 |
- 0.0540 |
- 0.0066 |
- 0.0066 |
-
-
- | 0.85 |
- 0.0068 |
- 0.0192 |
- 0.0073 |
- 0.0530 |
- 0.0084 |
- 0.0084 |
-
-
- | 0.9 |
- 0.0071 |
- 0.0171 |
- 0.0060 |
- 0.0507 |
- 0.0078 |
- 0.0078 |
-
-
- | 0.95 |
- 0.0072 |
- 0.0167 |
- 0.0051 |
- 0.0484 |
- 0.0097 |
- 0.0097 |
-
-
- | 1.0 |
- 0.0008 |
- 0.0128 |
- 0.0047 |
- 0.0462 |
- 0.0090 |
- 0.0090 |
-
-
- | avg |
- 0.0178 |
- 0.0273 |
- 0.0386 |
- 0.0960 |
- 0.0321 |
- 0.0321 |
-
-
-
-
-
-
-
-
-
-
-## 50% positives
-> train: [0.5 0.5]
-> validation: [0.5 0.5]
-> bin_sld_gs: 982.440s
-> mul_sld_gs: 518.569s
-> bin_sld_gsq: 376.012s
-> mul_sld_gsq: 354.371s
-> ref: 47.222s
-> atc_mc: 49.635s
-> atc_ne: 50.908s
-> tot: 983.784s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_sld_gsq |
- mul_sld_gsq |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0069 |
- 0.0262 |
- 0.0040 |
- 0.7055 |
- 0.5135 |
- 0.5135 |
-
-
- | 0.05 |
- 0.0691 |
- 0.0584 |
- 0.0553 |
- 0.3014 |
- 0.1066 |
- 0.1066 |
-
-
- | 0.1 |
- 0.0500 |
- 0.0402 |
- 0.0345 |
- 0.1986 |
- 0.0476 |
- 0.0476 |
-
-
- | 0.15 |
- 0.0381 |
- 0.0335 |
- 0.0333 |
- 0.1516 |
- 0.0306 |
- 0.0306 |
-
-
- | 0.2 |
- 0.0294 |
- 0.0231 |
- 0.0293 |
- 0.1285 |
- 0.0235 |
- 0.0235 |
-
-
- | 0.25 |
- 0.0237 |
- 0.0193 |
- 0.0249 |
- 0.1058 |
- 0.0158 |
- 0.0158 |
-
-
- | 0.3 |
- 0.0236 |
- 0.0194 |
- 0.0214 |
- 0.0949 |
- 0.0147 |
- 0.0147 |
-
-
- | 0.35 |
- 0.0221 |
- 0.0181 |
- 0.0206 |
- 0.0842 |
- 0.0151 |
- 0.0151 |
-
-
- | 0.4 |
- 0.0188 |
- 0.0153 |
- 0.0199 |
- 0.0762 |
- 0.0105 |
- 0.0105 |
-
-
- | 0.45 |
- 0.0161 |
- 0.0133 |
- 0.0167 |
- 0.0707 |
- 0.0119 |
- 0.0119 |
-
-
- | 0.5 |
- 0.0140 |
- 0.0117 |
- 0.0142 |
- 0.0632 |
- 0.0115 |
- 0.0115 |
-
-
- | 0.55 |
- 0.0113 |
- 0.0092 |
- 0.0126 |
- 0.0602 |
- 0.0105 |
- 0.0105 |
-
-
- | 0.6 |
- 0.0109 |
- 0.0084 |
- 0.0123 |
- 0.0549 |
- 0.0107 |
- 0.0107 |
-
-
- | 0.65 |
- 0.0106 |
- 0.0093 |
- 0.0110 |
- 0.0537 |
- 0.0114 |
- 0.0114 |
-
-
- | 0.7 |
- 0.0109 |
- 0.0090 |
- 0.0093 |
- 0.0496 |
- 0.0103 |
- 0.0103 |
-
-
- | 0.75 |
- 0.0098 |
- 0.0082 |
- 0.0087 |
- 0.0470 |
- 0.0097 |
- 0.0097 |
-
-
- | 0.8 |
- 0.0087 |
- 0.0070 |
- 0.0071 |
- 0.0444 |
- 0.0117 |
- 0.0117 |
-
-
- | 0.85 |
- 0.0073 |
- 0.0056 |
- 0.0050 |
- 0.0415 |
- 0.0104 |
- 0.0104 |
-
-
- | 0.9 |
- 0.0072 |
- 0.0063 |
- 0.0053 |
- 0.0391 |
- 0.0117 |
- 0.0117 |
-
-
- | 0.95 |
- 0.0060 |
- 0.0053 |
- 0.0033 |
- 0.0358 |
- 0.0117 |
- 0.0117 |
-
-
- | 1.0 |
- 0.0054 |
- 0.0049 |
- 0.0023 |
- 0.0325 |
- 0.0128 |
- 0.0128 |
-
-
- | avg |
- 0.0190 |
- 0.0168 |
- 0.0167 |
- 0.1162 |
- 0.0434 |
- 0.0434 |
-
-
-
-
-
-
-
-
-
-
-## 60% positives
-> train: [0.40003338 0.59996662]
-> validation: [0.40003338 0.59996662]
-> bin_sld_gs: 960.633s
-> mul_sld_gs: 518.542s
-> bin_sld_gsq: 374.787s
-> mul_sld_gsq: 354.601s
-> ref: 46.619s
-> atc_mc: 50.354s
-> atc_ne: 51.660s
-> tot: 961.903s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_sld_gsq |
- mul_sld_gsq |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0862 |
- 0.0098 |
- 0.0039 |
- 0.6057 |
- 0.5310 |
- 0.5310 |
-
-
- | 0.05 |
- 0.0666 |
- 0.0357 |
- 0.0854 |
- 0.3442 |
- 0.2044 |
- 0.2044 |
-
-
- | 0.1 |
- 0.0447 |
- 0.0258 |
- 0.0819 |
- 0.2402 |
- 0.1045 |
- 0.1045 |
-
-
- | 0.15 |
- 0.0304 |
- 0.0202 |
- 0.0752 |
- 0.1791 |
- 0.0571 |
- 0.0571 |
-
-
- | 0.2 |
- 0.0300 |
- 0.0209 |
- 0.0594 |
- 0.1473 |
- 0.0407 |
- 0.0407 |
-
-
- | 0.25 |
- 0.0217 |
- 0.0187 |
- 0.0557 |
- 0.1187 |
- 0.0228 |
- 0.0228 |
-
-
- | 0.3 |
- 0.0173 |
- 0.0165 |
- 0.0494 |
- 0.1032 |
- 0.0196 |
- 0.0196 |
-
-
- | 0.35 |
- 0.0152 |
- 0.0148 |
- 0.0476 |
- 0.0879 |
- 0.0125 |
- 0.0125 |
-
-
- | 0.4 |
- 0.0123 |
- 0.0124 |
- 0.0422 |
- 0.0777 |
- 0.0100 |
- 0.0100 |
-
-
- | 0.45 |
- 0.0117 |
- 0.0126 |
- 0.0362 |
- 0.0694 |
- 0.0101 |
- 0.0101 |
-
-
- | 0.5 |
- 0.0093 |
- 0.0113 |
- 0.0332 |
- 0.0596 |
- 0.0081 |
- 0.0081 |
-
-
- | 0.55 |
- 0.0085 |
- 0.0095 |
- 0.0301 |
- 0.0525 |
- 0.0076 |
- 0.0076 |
-
-
- | 0.6 |
- 0.0075 |
- 0.0086 |
- 0.0250 |
- 0.0482 |
- 0.0060 |
- 0.0060 |
-
-
- | 0.65 |
- 0.0070 |
- 0.0078 |
- 0.0236 |
- 0.0455 |
- 0.0060 |
- 0.0060 |
-
-
- | 0.7 |
- 0.0070 |
- 0.0089 |
- 0.0237 |
- 0.0390 |
- 0.0055 |
- 0.0055 |
-
-
- | 0.75 |
- 0.0061 |
- 0.0076 |
- 0.0218 |
- 0.0358 |
- 0.0051 |
- 0.0051 |
-
-
- | 0.8 |
- 0.0066 |
- 0.0076 |
- 0.0191 |
- 0.0334 |
- 0.0042 |
- 0.0042 |
-
-
- | 0.85 |
- 0.0065 |
- 0.0075 |
- 0.0178 |
- 0.0294 |
- 0.0042 |
- 0.0042 |
-
-
- | 0.9 |
- 0.0076 |
- 0.0079 |
- 0.0168 |
- 0.0259 |
- 0.0045 |
- 0.0045 |
-
-
- | 0.95 |
- 0.0079 |
- 0.0068 |
- 0.0132 |
- 0.0236 |
- 0.0037 |
- 0.0037 |
-
-
- | 1.0 |
- 0.0116 |
- 0.0076 |
- 0.0121 |
- 0.0209 |
- 0.0034 |
- 0.0034 |
-
-
- | avg |
- 0.0201 |
- 0.0133 |
- 0.0368 |
- 0.1137 |
- 0.0510 |
- 0.0510 |
-
-
-
-
-
-
-
-
-
-
-## 70% positives
-> train: [0.29989987 0.70010013]
-> validation: [0.30006676 0.69993324]
-> bin_sld_gs: 968.765s
-> mul_sld_gs: 518.667s
-> bin_sld_gsq: 368.800s
-> mul_sld_gsq: 357.061s
-> ref: 47.123s
-> atc_mc: 49.987s
-> atc_ne: 50.916s
-> tot: 970.152s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_sld_gsq |
- mul_sld_gsq |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0003 |
- 0.0592 |
- 0.0010 |
- 0.4485 |
- 0.5749 |
- 0.5749 |
-
-
- | 0.05 |
- 0.0772 |
- 0.0263 |
- 0.0706 |
- 0.3255 |
- 0.3336 |
- 0.3336 |
-
-
- | 0.1 |
- 0.0774 |
- 0.0234 |
- 0.0770 |
- 0.2421 |
- 0.2163 |
- 0.2163 |
-
-
- | 0.15 |
- 0.0745 |
- 0.0271 |
- 0.0771 |
- 0.1946 |
- 0.1450 |
- 0.1450 |
-
-
- | 0.2 |
- 0.0640 |
- 0.0252 |
- 0.0666 |
- 0.1583 |
- 0.1055 |
- 0.1055 |
-
-
- | 0.25 |
- 0.0604 |
- 0.0294 |
- 0.0655 |
- 0.1265 |
- 0.0703 |
- 0.0703 |
-
-
- | 0.3 |
- 0.0526 |
- 0.0281 |
- 0.0598 |
- 0.1087 |
- 0.0549 |
- 0.0549 |
-
-
- | 0.35 |
- 0.0482 |
- 0.0270 |
- 0.0555 |
- 0.0920 |
- 0.0403 |
- 0.0403 |
-
-
- | 0.4 |
- 0.0448 |
- 0.0281 |
- 0.0526 |
- 0.0803 |
- 0.0279 |
- 0.0279 |
-
-
- | 0.45 |
- 0.0380 |
- 0.0257 |
- 0.0467 |
- 0.0682 |
- 0.0225 |
- 0.0225 |
-
-
- | 0.5 |
- 0.0317 |
- 0.0238 |
- 0.0425 |
- 0.0580 |
- 0.0165 |
- 0.0165 |
-
-
- | 0.55 |
- 0.0296 |
- 0.0232 |
- 0.0401 |
- 0.0494 |
- 0.0120 |
- 0.0120 |
-
-
- | 0.6 |
- 0.0235 |
- 0.0193 |
- 0.0337 |
- 0.0431 |
- 0.0095 |
- 0.0095 |
-
-
- | 0.65 |
- 0.0217 |
- 0.0196 |
- 0.0321 |
- 0.0373 |
- 0.0089 |
- 0.0089 |
-
-
- | 0.7 |
- 0.0192 |
- 0.0187 |
- 0.0300 |
- 0.0307 |
- 0.0060 |
- 0.0060 |
-
-
- | 0.75 |
- 0.0167 |
- 0.0172 |
- 0.0270 |
- 0.0262 |
- 0.0047 |
- 0.0047 |
-
-
- | 0.8 |
- 0.0144 |
- 0.0161 |
- 0.0246 |
- 0.0218 |
- 0.0044 |
- 0.0044 |
-
-
- | 0.85 |
- 0.0130 |
- 0.0149 |
- 0.0224 |
- 0.0175 |
- 0.0045 |
- 0.0045 |
-
-
- | 0.9 |
- 0.0098 |
- 0.0135 |
- 0.0201 |
- 0.0140 |
- 0.0036 |
- 0.0036 |
-
-
- | 0.95 |
- 0.0079 |
- 0.0120 |
- 0.0178 |
- 0.0101 |
- 0.0035 |
- 0.0035 |
-
-
- | 1.0 |
- 0.0062 |
- 0.0112 |
- 0.0163 |
- 0.0070 |
- 0.0032 |
- 0.0032 |
-
-
- | avg |
- 0.0348 |
- 0.0233 |
- 0.0419 |
- 0.1028 |
- 0.0794 |
- 0.0794 |
-
-
-
-
-
-
-
-
-
-
-## 80% positives
-> train: [0.19993324 0.80006676]
-> validation: [0.20010013 0.79989987]
-> bin_sld_gs: 959.358s
-> mul_sld_gs: 516.489s
-> bin_sld_gsq: 360.867s
-> mul_sld_gsq: 350.793s
-> ref: 46.990s
-> atc_mc: 49.877s
-> atc_ne: 49.632s
-> tot: 960.699s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_sld_gsq |
- mul_sld_gsq |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0001 |
- 0.0049 |
- 0.0004 |
- 0.3604 |
- 0.5459 |
- 0.5459 |
-
-
- | 0.05 |
- 0.0634 |
- 0.0179 |
- 0.0231 |
- 0.2988 |
- 0.3941 |
- 0.3941 |
-
-
- | 0.1 |
- 0.0539 |
- 0.0202 |
- 0.0196 |
- 0.2462 |
- 0.2954 |
- 0.2954 |
-
-
- | 0.15 |
- 0.0455 |
- 0.0151 |
- 0.0159 |
- 0.2071 |
- 0.2206 |
- 0.2206 |
-
-
- | 0.2 |
- 0.0332 |
- 0.0141 |
- 0.0138 |
- 0.1742 |
- 0.1701 |
- 0.1701 |
-
-
- | 0.25 |
- 0.0322 |
- 0.0147 |
- 0.0134 |
- 0.1465 |
- 0.1277 |
- 0.1277 |
-
-
- | 0.3 |
- 0.0294 |
- 0.0133 |
- 0.0119 |
- 0.1247 |
- 0.0994 |
- 0.0994 |
-
-
- | 0.35 |
- 0.0248 |
- 0.0130 |
- 0.0126 |
- 0.1073 |
- 0.0774 |
- 0.0774 |
-
-
- | 0.4 |
- 0.0224 |
- 0.0107 |
- 0.0109 |
- 0.0917 |
- 0.0563 |
- 0.0563 |
-
-
- | 0.45 |
- 0.0189 |
- 0.0093 |
- 0.0107 |
- 0.0791 |
- 0.0440 |
- 0.0440 |
-
-
- | 0.5 |
- 0.0148 |
- 0.0084 |
- 0.0096 |
- 0.0668 |
- 0.0323 |
- 0.0323 |
-
-
- | 0.55 |
- 0.0158 |
- 0.0088 |
- 0.0101 |
- 0.0546 |
- 0.0206 |
- 0.0206 |
-
-
- | 0.6 |
- 0.0096 |
- 0.0073 |
- 0.0074 |
- 0.0470 |
- 0.0152 |
- 0.0152 |
-
-
- | 0.65 |
- 0.0119 |
- 0.0071 |
- 0.0097 |
- 0.0391 |
- 0.0098 |
- 0.0098 |
-
-
- | 0.7 |
- 0.0095 |
- 0.0073 |
- 0.0092 |
- 0.0307 |
- 0.0072 |
- 0.0072 |
-
-
- | 0.75 |
- 0.0093 |
- 0.0066 |
- 0.0089 |
- 0.0249 |
- 0.0056 |
- 0.0056 |
-
-
- | 0.8 |
- 0.0115 |
- 0.0065 |
- 0.0093 |
- 0.0188 |
- 0.0049 |
- 0.0049 |
-
-
- | 0.85 |
- 0.0108 |
- 0.0063 |
- 0.0091 |
- 0.0135 |
- 0.0053 |
- 0.0053 |
-
-
- | 0.9 |
- 0.0106 |
- 0.0061 |
- 0.0098 |
- 0.0081 |
- 0.0055 |
- 0.0055 |
-
-
- | 0.95 |
- 0.0077 |
- 0.0059 |
- 0.0104 |
- 0.0037 |
- 0.0068 |
- 0.0068 |
-
-
- | 1.0 |
- 0.0021 |
- 0.0078 |
- 0.0125 |
- 0.0036 |
- 0.0076 |
- 0.0076 |
-
-
- | avg |
- 0.0208 |
- 0.0101 |
- 0.0113 |
- 0.1022 |
- 0.1025 |
- 0.1025 |
-
-
-
-
-
-
-
-
-
-
-## 90% positives
-> train: [0.09996662 0.90003338]
-> validation: [0.09996662 0.90003338]
-> bin_sld_gs: 930.393s
-> mul_sld_gs: 509.900s
-> bin_sld_gsq: 349.607s
-> mul_sld_gsq: 343.286s
-> ref: 47.328s
-> atc_mc: 49.802s
-> atc_ne: 51.229s
-> tot: 931.705s
-
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_sld_gsq |
- mul_sld_gsq |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0010 |
- 0.0384 |
- 0.0001 |
- 0.2676 |
- 0.4745 |
- 0.4745 |
-
-
- | 0.05 |
- 0.0113 |
- 0.0484 |
- 0.0485 |
- 0.2432 |
- 0.4016 |
- 0.4016 |
-
-
- | 0.1 |
- 0.0113 |
- 0.0466 |
- 0.0470 |
- 0.2175 |
- 0.3432 |
- 0.3432 |
-
-
- | 0.15 |
- 0.0100 |
- 0.0430 |
- 0.0444 |
- 0.1930 |
- 0.2909 |
- 0.2909 |
-
-
- | 0.2 |
- 0.0118 |
- 0.0396 |
- 0.0384 |
- 0.1726 |
- 0.2470 |
- 0.2470 |
-
-
- | 0.25 |
- 0.0100 |
- 0.0298 |
- 0.0384 |
- 0.1487 |
- 0.2076 |
- 0.2076 |
-
-
- | 0.3 |
- 0.0094 |
- 0.0272 |
- 0.0358 |
- 0.1324 |
- 0.1759 |
- 0.1759 |
-
-
- | 0.35 |
- 0.0092 |
- 0.0202 |
- 0.0328 |
- 0.1150 |
- 0.1487 |
- 0.1487 |
-
-
- | 0.4 |
- 0.0083 |
- 0.0164 |
- 0.0314 |
- 0.0995 |
- 0.1239 |
- 0.1239 |
-
-
- | 0.45 |
- 0.0092 |
- 0.0144 |
- 0.0278 |
- 0.0884 |
- 0.1027 |
- 0.1027 |
-
-
- | 0.5 |
- 0.0078 |
- 0.0106 |
- 0.0257 |
- 0.0759 |
- 0.0842 |
- 0.0842 |
-
-
- | 0.55 |
- 0.0057 |
- 0.0070 |
- 0.0256 |
- 0.0626 |
- 0.0659 |
- 0.0659 |
-
-
- | 0.6 |
- 0.0067 |
- 0.0069 |
- 0.0212 |
- 0.0545 |
- 0.0530 |
- 0.0530 |
-
-
- | 0.65 |
- 0.0061 |
- 0.0063 |
- 0.0220 |
- 0.0440 |
- 0.0392 |
- 0.0392 |
-
-
- | 0.7 |
- 0.0047 |
- 0.0054 |
- 0.0192 |
- 0.0351 |
- 0.0290 |
- 0.0290 |
-
-
- | 0.75 |
- 0.0046 |
- 0.0061 |
- 0.0167 |
- 0.0276 |
- 0.0196 |
- 0.0196 |
-
-
- | 0.8 |
- 0.0038 |
- 0.0073 |
- 0.0157 |
- 0.0198 |
- 0.0125 |
- 0.0125 |
-
-
- | 0.85 |
- 0.0039 |
- 0.0086 |
- 0.0143 |
- 0.0133 |
- 0.0061 |
- 0.0061 |
-
-
- | 0.9 |
- 0.0033 |
- 0.0098 |
- 0.0130 |
- 0.0072 |
- 0.0036 |
- 0.0036 |
-
-
- | 0.95 |
- 0.0036 |
- 0.0115 |
- 0.0118 |
- 0.0023 |
- 0.0069 |
- 0.0069 |
-
-
- | 1.0 |
- 0.0046 |
- 0.0126 |
- 0.0110 |
- 0.0058 |
- 0.0123 |
- 0.0123 |
-
-
- | avg |
- 0.0070 |
- 0.0198 |
- 0.0257 |
- 0.0965 |
- 0.1356 |
- 0.1356 |
-
-
-
-
-
-
-
-
-
-
-## avg
-### avg on train
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_sld_gsq |
- mul_sld_gsq |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.0 |
- 0.0237 |
- 0.0404 |
- 0.0109 |
- 0.4340 |
- 0.3827 |
- 0.3827 |
-
-
- | 0.05 |
- 0.0630 |
- 0.0487 |
- 0.0801 |
- 0.2179 |
- 0.2109 |
- 0.2109 |
-
-
- | 0.1 |
- 0.0462 |
- 0.0345 |
- 0.0651 |
- 0.1698 |
- 0.1528 |
- 0.1528 |
-
-
- | 0.15 |
- 0.0372 |
- 0.0285 |
- 0.0542 |
- 0.1427 |
- 0.1203 |
- 0.1203 |
-
-
- | 0.2 |
- 0.0310 |
- 0.0240 |
- 0.0447 |
- 0.1259 |
- 0.0991 |
- 0.0991 |
-
-
- | 0.25 |
- 0.0274 |
- 0.0221 |
- 0.0397 |
- 0.1092 |
- 0.0819 |
- 0.0819 |
-
-
- | 0.3 |
- 0.0242 |
- 0.0200 |
- 0.0365 |
- 0.0995 |
- 0.0712 |
- 0.0712 |
-
-
- | 0.35 |
- 0.0220 |
- 0.0178 |
- 0.0338 |
- 0.0905 |
- 0.0623 |
- 0.0623 |
-
-
- | 0.4 |
- 0.0198 |
- 0.0166 |
- 0.0308 |
- 0.0825 |
- 0.0548 |
- 0.0548 |
-
-
- | 0.45 |
- 0.0173 |
- 0.0154 |
- 0.0279 |
- 0.0761 |
- 0.0497 |
- 0.0497 |
-
-
- | 0.5 |
- 0.0151 |
- 0.0135 |
- 0.0254 |
- 0.0688 |
- 0.0458 |
- 0.0458 |
-
-
- | 0.55 |
- 0.0136 |
- 0.0128 |
- 0.0238 |
- 0.0638 |
- 0.0415 |
- 0.0415 |
-
-
- | 0.6 |
- 0.0115 |
- 0.0114 |
- 0.0208 |
- 0.0586 |
- 0.0394 |
- 0.0394 |
-
-
- | 0.65 |
- 0.0114 |
- 0.0114 |
- 0.0203 |
- 0.0556 |
- 0.0373 |
- 0.0373 |
-
-
- | 0.7 |
- 0.0102 |
- 0.0108 |
- 0.0193 |
- 0.0509 |
- 0.0350 |
- 0.0350 |
-
-
- | 0.75 |
- 0.0095 |
- 0.0101 |
- 0.0184 |
- 0.0472 |
- 0.0325 |
- 0.0325 |
-
-
- | 0.8 |
- 0.0090 |
- 0.0096 |
- 0.0170 |
- 0.0436 |
- 0.0323 |
- 0.0323 |
-
-
- | 0.85 |
- 0.0085 |
- 0.0093 |
- 0.0162 |
- 0.0402 |
- 0.0315 |
- 0.0315 |
-
-
- | 0.9 |
- 0.0082 |
- 0.0088 |
- 0.0157 |
- 0.0369 |
- 0.0309 |
- 0.0309 |
-
-
- | 0.95 |
- 0.0075 |
- 0.0084 |
- 0.0144 |
- 0.0332 |
- 0.0321 |
- 0.0321 |
-
-
- | 1.0 |
- 0.0061 |
- 0.0078 |
- 0.0133 |
- 0.0313 |
- 0.0326 |
- 0.0326 |
-
-
- | avg |
- 0.0201 |
- 0.0182 |
- 0.0299 |
- 0.0990 |
- 0.0798 |
- 0.0798 |
-
-
-
-
-
-
-### avg on test
-
-
-
- |
- bin_sld_gs |
- mul_sld_gs |
- bin_sld_gsq |
- mul_sld_gsq |
- atc_mc |
- atc_ne |
-
-
-
-
- | 0.1 |
- 0.0149 |
- 0.0179 |
- NaN |
- 0.0698 |
- 0.1801 |
- 0.1801 |
-
-
- | 0.2 |
- 0.0320 |
- 0.0178 |
- 0.0288 |
- 0.0845 |
- 0.0610 |
- 0.0610 |
-
-
- | 0.3 |
- 0.0145 |
- 0.0174 |
- 0.0395 |
- 0.1089 |
- 0.0334 |
- 0.0334 |
-
-
- | 0.4 |
- 0.0178 |
- 0.0273 |
- 0.0386 |
- 0.0960 |
- 0.0321 |
- 0.0321 |
-
-
- | 0.5 |
- 0.0190 |
- 0.0168 |
- 0.0167 |
- 0.1162 |
- 0.0434 |
- 0.0434 |
-
-
- | 0.6 |
- 0.0201 |
- 0.0133 |
- 0.0368 |
- 0.1137 |
- 0.0510 |
- 0.0510 |
-
-
- | 0.7 |
- 0.0348 |
- 0.0233 |
- 0.0419 |
- 0.1028 |
- 0.0794 |
- 0.0794 |
-
-
- | 0.8 |
- 0.0208 |
- 0.0101 |
- 0.0113 |
- 0.1022 |
- 0.1025 |
- 0.1025 |
-
-
- | 0.9 |
- 0.0070 |
- 0.0198 |
- 0.0257 |
- 0.0965 |
- 0.1356 |
- 0.1356 |
-
-
- | avg |
- 0.0201 |
- 0.0182 |
- 0.0299 |
- 0.0990 |
- 0.0798 |
- 0.0798 |
-
-
-
-
-
-
-### avg dataset shift
-
diff --git a/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_max_conf_vs_atc_acc.md b/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_max_conf_vs_atc_acc.md
deleted file mode 100644
index e035b7a..0000000
--- a/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_max_conf_vs_atc_acc.md
+++ /dev/null
@@ -1,2205 +0,0 @@
-# rcv1_CCAT_9prevs
-
-## 10% positives
-> train: [0.90003338 0.09996662]
-> validation: [0.90003338 0.09996662]
-> bin_sld: 227.883s
-> mul_sld: 78.248s
-> binmc_sld: 226.732s
-> mulmc_sld: 66.259s
-> binne_sld: 223.276s
-> mulne_sld: 62.735s
-> bin_pacc: 217.001s
-> mul_pacc: 58.470s
-> ref: 48.024s
-> atc_mc: 51.785s
-> tot: 230.591s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- binmc_sld |
- mulmc_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0005 |
- 0.0004 |
- 0.0012 |
- 0.0010 |
- 0.0088 |
-
-
- | 0.05 |
- 0.0093 |
- 0.0161 |
- 0.0080 |
- 0.0114 |
- 0.0046 |
-
-
- | 0.1 |
- 0.0138 |
- 0.0188 |
- 0.0118 |
- 0.0151 |
- 0.0080 |
-
-
- | 0.15 |
- 0.0157 |
- 0.0165 |
- 0.0151 |
- 0.0149 |
- 0.0128 |
-
-
- | 0.2 |
- 0.0169 |
- 0.0147 |
- 0.0149 |
- 0.0151 |
- 0.0194 |
-
-
- | 0.25 |
- 0.0150 |
- 0.0117 |
- 0.0149 |
- 0.0142 |
- 0.0256 |
-
-
- | 0.3 |
- 0.0179 |
- 0.0105 |
- 0.0140 |
- 0.0132 |
- 0.0348 |
-
-
- | 0.35 |
- 0.0185 |
- 0.0122 |
- 0.0116 |
- 0.0109 |
- 0.0438 |
-
-
- | 0.4 |
- 0.0242 |
- 0.0210 |
- 0.0112 |
- 0.0103 |
- 0.0509 |
-
-
- | 0.45 |
- 0.0320 |
- 0.0373 |
- 0.0130 |
- 0.0101 |
- 0.0568 |
-
-
- | 0.5 |
- 0.0416 |
- 0.0528 |
- 0.0137 |
- 0.0109 |
- 0.0633 |
-
-
- | 0.55 |
- 0.0461 |
- 0.0735 |
- 0.0168 |
- 0.0126 |
- 0.0728 |
-
-
- | 0.6 |
- 0.0591 |
- 0.0915 |
- 0.0243 |
- 0.0194 |
- 0.0748 |
-
-
- | 0.65 |
- 0.0682 |
- 0.1168 |
- 0.0292 |
- 0.0279 |
- 0.0843 |
-
-
- | 0.7 |
- 0.0719 |
- 0.1307 |
- 0.0347 |
- 0.0325 |
- 0.0916 |
-
-
- | 0.75 |
- 0.0814 |
- 0.1495 |
- 0.0399 |
- 0.0410 |
- 0.1005 |
-
-
- | 0.8 |
- 0.0889 |
- 0.1673 |
- 0.0461 |
- 0.0522 |
- 0.1064 |
-
-
- | 0.85 |
- 0.0961 |
- 0.1749 |
- 0.0570 |
- 0.0688 |
- 0.1147 |
-
-
- | 0.9 |
- 0.0951 |
- 0.1319 |
- 0.0576 |
- 0.1009 |
- 0.1204 |
-
-
- | 0.95 |
- 0.0596 |
- 0.0732 |
- 0.0544 |
- 0.0927 |
- 0.1244 |
-
-
- | 1.0 |
- 0.0086 |
- 0.0139 |
- 0.0027 |
- 0.0132 |
- 0.1336 |
-
-
- | avg |
- 0.0419 |
- 0.0636 |
- 0.0234 |
- 0.0280 |
- 0.0644 |
-
-
-
-
-
-
-
-
-
-
-## 20% positives
-> train: [0.79989987 0.20010013]
-> validation: [0.80006676 0.19993324]
-> bin_sld: 224.734s
-> mul_sld: 70.409s
-> binmc_sld: 223.361s
-> mulmc_sld: 67.028s
-> binne_sld: 223.604s
-> mulne_sld: 67.347s
-> bin_pacc: 218.304s
-> mul_pacc: 60.326s
-> ref: 49.515s
-> atc_mc: 54.802s
-> tot: 229.075s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- binmc_sld |
- mulmc_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0014 |
- 0.0019 |
- 0.0031 |
- 0.0031 |
- 0.0097 |
-
-
- | 0.05 |
- 0.0083 |
- 0.0093 |
- 0.0068 |
- 0.0063 |
- 0.0071 |
-
-
- | 0.1 |
- 0.0094 |
- 0.0120 |
- 0.0076 |
- 0.0074 |
- 0.0062 |
-
-
- | 0.15 |
- 0.0103 |
- 0.0123 |
- 0.0088 |
- 0.0081 |
- 0.0064 |
-
-
- | 0.2 |
- 0.0107 |
- 0.0143 |
- 0.0093 |
- 0.0102 |
- 0.0088 |
-
-
- | 0.25 |
- 0.0098 |
- 0.0143 |
- 0.0092 |
- 0.0104 |
- 0.0093 |
-
-
- | 0.3 |
- 0.0099 |
- 0.0128 |
- 0.0094 |
- 0.0104 |
- 0.0124 |
-
-
- | 0.35 |
- 0.0084 |
- 0.0106 |
- 0.0076 |
- 0.0094 |
- 0.0161 |
-
-
- | 0.4 |
- 0.0097 |
- 0.0115 |
- 0.0091 |
- 0.0101 |
- 0.0190 |
-
-
- | 0.45 |
- 0.0099 |
- 0.0122 |
- 0.0090 |
- 0.0106 |
- 0.0207 |
-
-
- | 0.5 |
- 0.0113 |
- 0.0133 |
- 0.0088 |
- 0.0106 |
- 0.0222 |
-
-
- | 0.55 |
- 0.0120 |
- 0.0143 |
- 0.0090 |
- 0.0102 |
- 0.0247 |
-
-
- | 0.6 |
- 0.0160 |
- 0.0175 |
- 0.0095 |
- 0.0110 |
- 0.0272 |
-
-
- | 0.65 |
- 0.0171 |
- 0.0215 |
- 0.0103 |
- 0.0124 |
- 0.0331 |
-
-
- | 0.7 |
- 0.0197 |
- 0.0236 |
- 0.0101 |
- 0.0126 |
- 0.0384 |
-
-
- | 0.75 |
- 0.0229 |
- 0.0282 |
- 0.0115 |
- 0.0142 |
- 0.0425 |
-
-
- | 0.8 |
- 0.0277 |
- 0.0350 |
- 0.0137 |
- 0.0166 |
- 0.0407 |
-
-
- | 0.85 |
- 0.0310 |
- 0.0401 |
- 0.0163 |
- 0.0186 |
- 0.0447 |
-
-
- | 0.9 |
- 0.0343 |
- 0.0437 |
- 0.0189 |
- 0.0211 |
- 0.0493 |
-
-
- | 0.95 |
- 0.0349 |
- 0.0465 |
- 0.0206 |
- 0.0236 |
- 0.0492 |
-
-
- | 1.0 |
- 0.0013 |
- 0.0215 |
- 0.0011 |
- 0.0083 |
- 0.0571 |
-
-
- | avg |
- 0.0150 |
- 0.0198 |
- 0.0100 |
- 0.0117 |
- 0.0259 |
-
-
-
-
-
-
-
-
-
-
-## 30% positives
-> train: [0.69993324 0.30006676]
-> validation: [0.70010013 0.29989987]
-> bin_sld: 218.651s
-> mul_sld: 65.273s
-> binmc_sld: 221.260s
-> mulmc_sld: 64.594s
-> binne_sld: 218.686s
-> mulne_sld: 63.905s
-> bin_pacc: 215.149s
-> mul_pacc: 58.011s
-> ref: 48.157s
-> atc_mc: 52.112s
-> tot: 224.561s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- binmc_sld |
- mulmc_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0018 |
- 0.0019 |
- 0.0034 |
- 0.0033 |
- 0.0103 |
-
-
- | 0.05 |
- 0.0076 |
- 0.0085 |
- 0.0077 |
- 0.0075 |
- 0.0072 |
-
-
- | 0.1 |
- 0.0120 |
- 0.0146 |
- 0.0099 |
- 0.0096 |
- 0.0049 |
-
-
- | 0.15 |
- 0.0146 |
- 0.0201 |
- 0.0114 |
- 0.0120 |
- 0.0060 |
-
-
- | 0.2 |
- 0.0151 |
- 0.0229 |
- 0.0124 |
- 0.0140 |
- 0.0082 |
-
-
- | 0.25 |
- 0.0151 |
- 0.0261 |
- 0.0127 |
- 0.0165 |
- 0.0101 |
-
-
- | 0.3 |
- 0.0125 |
- 0.0227 |
- 0.0110 |
- 0.0150 |
- 0.0119 |
-
-
- | 0.35 |
- 0.0119 |
- 0.0213 |
- 0.0114 |
- 0.0154 |
- 0.0160 |
-
-
- | 0.4 |
- 0.0114 |
- 0.0217 |
- 0.0113 |
- 0.0169 |
- 0.0190 |
-
-
- | 0.45 |
- 0.0095 |
- 0.0190 |
- 0.0094 |
- 0.0155 |
- 0.0222 |
-
-
- | 0.5 |
- 0.0090 |
- 0.0166 |
- 0.0090 |
- 0.0149 |
- 0.0259 |
-
-
- | 0.55 |
- 0.0080 |
- 0.0163 |
- 0.0081 |
- 0.0155 |
- 0.0297 |
-
-
- | 0.6 |
- 0.0106 |
- 0.0133 |
- 0.0086 |
- 0.0138 |
- 0.0307 |
-
-
- | 0.65 |
- 0.0127 |
- 0.0119 |
- 0.0091 |
- 0.0128 |
- 0.0368 |
-
-
- | 0.7 |
- 0.0142 |
- 0.0125 |
- 0.0093 |
- 0.0123 |
- 0.0400 |
-
-
- | 0.75 |
- 0.0176 |
- 0.0137 |
- 0.0109 |
- 0.0118 |
- 0.0427 |
-
-
- | 0.8 |
- 0.0205 |
- 0.0142 |
- 0.0117 |
- 0.0107 |
- 0.0464 |
-
-
- | 0.85 |
- 0.0239 |
- 0.0166 |
- 0.0138 |
- 0.0103 |
- 0.0517 |
-
-
- | 0.9 |
- 0.0278 |
- 0.0208 |
- 0.0168 |
- 0.0107 |
- 0.0521 |
-
-
- | 0.95 |
- 0.0279 |
- 0.0222 |
- 0.0175 |
- 0.0105 |
- 0.0548 |
-
-
- | 1.0 |
- 0.0005 |
- 0.0059 |
- 0.0005 |
- 0.0061 |
- 0.0625 |
-
-
- | avg |
- 0.0135 |
- 0.0163 |
- 0.0103 |
- 0.0122 |
- 0.0280 |
-
-
-
-
-
-
-
-
-
-
-## 40% positives
-> train: [0.59996662 0.40003338]
-> validation: [0.59996662 0.40003338]
-> bin_sld: 213.191s
-> mul_sld: 64.472s
-> binmc_sld: 212.647s
-> mulmc_sld: 64.187s
-> binne_sld: 214.524s
-> mulne_sld: 63.741s
-> bin_pacc: 208.132s
-> mul_pacc: 57.195s
-> ref: 48.218s
-> atc_mc: 52.342s
-> tot: 219.577s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- binmc_sld |
- mulmc_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0020 |
- 0.0022 |
- 0.0047 |
- 0.0033 |
- 0.0190 |
-
-
- | 0.05 |
- 0.0070 |
- 0.0086 |
- 0.0089 |
- 0.0081 |
- 0.0166 |
-
-
- | 0.1 |
- 0.0096 |
- 0.0135 |
- 0.0089 |
- 0.0094 |
- 0.0147 |
-
-
- | 0.15 |
- 0.0140 |
- 0.0202 |
- 0.0108 |
- 0.0120 |
- 0.0117 |
-
-
- | 0.2 |
- 0.0163 |
- 0.0237 |
- 0.0120 |
- 0.0131 |
- 0.0105 |
-
-
- | 0.25 |
- 0.0203 |
- 0.0292 |
- 0.0147 |
- 0.0169 |
- 0.0089 |
-
-
- | 0.3 |
- 0.0176 |
- 0.0269 |
- 0.0126 |
- 0.0148 |
- 0.0085 |
-
-
- | 0.35 |
- 0.0184 |
- 0.0265 |
- 0.0142 |
- 0.0160 |
- 0.0076 |
-
-
- | 0.4 |
- 0.0172 |
- 0.0277 |
- 0.0147 |
- 0.0176 |
- 0.0079 |
-
-
- | 0.45 |
- 0.0149 |
- 0.0247 |
- 0.0126 |
- 0.0154 |
- 0.0073 |
-
-
- | 0.5 |
- 0.0141 |
- 0.0244 |
- 0.0127 |
- 0.0160 |
- 0.0081 |
-
-
- | 0.55 |
- 0.0114 |
- 0.0241 |
- 0.0110 |
- 0.0168 |
- 0.0099 |
-
-
- | 0.6 |
- 0.0109 |
- 0.0216 |
- 0.0112 |
- 0.0161 |
- 0.0112 |
-
-
- | 0.65 |
- 0.0106 |
- 0.0188 |
- 0.0103 |
- 0.0153 |
- 0.0156 |
-
-
- | 0.7 |
- 0.0111 |
- 0.0164 |
- 0.0105 |
- 0.0145 |
- 0.0168 |
-
-
- | 0.75 |
- 0.0111 |
- 0.0131 |
- 0.0095 |
- 0.0119 |
- 0.0160 |
-
-
- | 0.8 |
- 0.0107 |
- 0.0122 |
- 0.0083 |
- 0.0121 |
- 0.0180 |
-
-
- | 0.85 |
- 0.0128 |
- 0.0108 |
- 0.0082 |
- 0.0108 |
- 0.0218 |
-
-
- | 0.9 |
- 0.0148 |
- 0.0102 |
- 0.0090 |
- 0.0090 |
- 0.0224 |
-
-
- | 0.95 |
- 0.0163 |
- 0.0111 |
- 0.0093 |
- 0.0087 |
- 0.0278 |
-
-
- | 1.0 |
- 0.0005 |
- 0.0038 |
- 0.0007 |
- 0.0043 |
- 0.0285 |
-
-
- | avg |
- 0.0125 |
- 0.0176 |
- 0.0102 |
- 0.0125 |
- 0.0147 |
-
-
-
-
-
-
-
-
-
-
-## 50% positives
-> train: [0.5 0.5]
-> validation: [0.5 0.5]
-> bin_sld: 214.324s
-> mul_sld: 66.924s
-> binmc_sld: 214.469s
-> mulmc_sld: 65.323s
-> binne_sld: 214.727s
-> mulne_sld: 65.665s
-> bin_pacc: 209.386s
-> mul_pacc: 57.380s
-> ref: 47.729s
-> atc_mc: 52.153s
-> tot: 220.021s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- binmc_sld |
- mulmc_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0021 |
- 0.0041 |
- 0.0045 |
- 0.0049 |
- 0.0088 |
-
-
- | 0.05 |
- 0.0109 |
- 0.0089 |
- 0.0106 |
- 0.0095 |
- 0.0080 |
-
-
- | 0.1 |
- 0.0081 |
- 0.0091 |
- 0.0094 |
- 0.0097 |
- 0.0082 |
-
-
- | 0.15 |
- 0.0097 |
- 0.0131 |
- 0.0108 |
- 0.0123 |
- 0.0077 |
-
-
- | 0.2 |
- 0.0121 |
- 0.0159 |
- 0.0122 |
- 0.0130 |
- 0.0083 |
-
-
- | 0.25 |
- 0.0146 |
- 0.0192 |
- 0.0123 |
- 0.0135 |
- 0.0066 |
-
-
- | 0.3 |
- 0.0165 |
- 0.0198 |
- 0.0143 |
- 0.0153 |
- 0.0082 |
-
-
- | 0.35 |
- 0.0183 |
- 0.0200 |
- 0.0161 |
- 0.0155 |
- 0.0103 |
-
-
- | 0.4 |
- 0.0187 |
- 0.0213 |
- 0.0151 |
- 0.0157 |
- 0.0085 |
-
-
- | 0.45 |
- 0.0177 |
- 0.0202 |
- 0.0145 |
- 0.0150 |
- 0.0110 |
-
-
- | 0.5 |
- 0.0181 |
- 0.0202 |
- 0.0146 |
- 0.0150 |
- 0.0122 |
-
-
- | 0.55 |
- 0.0153 |
- 0.0179 |
- 0.0121 |
- 0.0126 |
- 0.0125 |
-
-
- | 0.6 |
- 0.0175 |
- 0.0190 |
- 0.0147 |
- 0.0148 |
- 0.0144 |
-
-
- | 0.65 |
- 0.0154 |
- 0.0172 |
- 0.0142 |
- 0.0143 |
- 0.0168 |
-
-
- | 0.7 |
- 0.0147 |
- 0.0165 |
- 0.0143 |
- 0.0144 |
- 0.0164 |
-
-
- | 0.75 |
- 0.0126 |
- 0.0138 |
- 0.0130 |
- 0.0125 |
- 0.0170 |
-
-
- | 0.8 |
- 0.0104 |
- 0.0135 |
- 0.0110 |
- 0.0121 |
- 0.0211 |
-
-
- | 0.85 |
- 0.0106 |
- 0.0119 |
- 0.0093 |
- 0.0102 |
- 0.0205 |
-
-
- | 0.9 |
- 0.0122 |
- 0.0120 |
- 0.0098 |
- 0.0100 |
- 0.0239 |
-
-
- | 0.95 |
- 0.0123 |
- 0.0119 |
- 0.0079 |
- 0.0082 |
- 0.0253 |
-
-
- | 1.0 |
- 0.0009 |
- 0.0044 |
- 0.0020 |
- 0.0041 |
- 0.0289 |
-
-
- | avg |
- 0.0128 |
- 0.0148 |
- 0.0116 |
- 0.0120 |
- 0.0140 |
-
-
-
-
-
-
-
-
-
-
-## 60% positives
-> train: [0.40003338 0.59996662]
-> validation: [0.40003338 0.59996662]
-> bin_sld: 214.994s
-> mul_sld: 67.090s
-> binmc_sld: 213.157s
-> mulmc_sld: 66.108s
-> binne_sld: 214.970s
-> mulne_sld: 66.024s
-> bin_pacc: 209.135s
-> mul_pacc: 57.235s
-> ref: 48.002s
-> atc_mc: 52.217s
-> tot: 220.124s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- binmc_sld |
- mulmc_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0054 |
- 0.0059 |
- 0.0118 |
- 0.0066 |
- 0.0106 |
-
-
- | 0.05 |
- 0.0199 |
- 0.0165 |
- 0.0215 |
- 0.0131 |
- 0.0101 |
-
-
- | 0.1 |
- 0.0177 |
- 0.0133 |
- 0.0195 |
- 0.0111 |
- 0.0092 |
-
-
- | 0.15 |
- 0.0177 |
- 0.0127 |
- 0.0206 |
- 0.0120 |
- 0.0083 |
-
-
- | 0.2 |
- 0.0141 |
- 0.0118 |
- 0.0170 |
- 0.0124 |
- 0.0089 |
-
-
- | 0.25 |
- 0.0173 |
- 0.0130 |
- 0.0203 |
- 0.0135 |
- 0.0090 |
-
-
- | 0.3 |
- 0.0192 |
- 0.0144 |
- 0.0211 |
- 0.0151 |
- 0.0084 |
-
-
- | 0.35 |
- 0.0206 |
- 0.0157 |
- 0.0231 |
- 0.0161 |
- 0.0084 |
-
-
- | 0.4 |
- 0.0209 |
- 0.0156 |
- 0.0225 |
- 0.0157 |
- 0.0082 |
-
-
- | 0.45 |
- 0.0187 |
- 0.0141 |
- 0.0202 |
- 0.0143 |
- 0.0086 |
-
-
- | 0.5 |
- 0.0222 |
- 0.0174 |
- 0.0226 |
- 0.0174 |
- 0.0085 |
-
-
- | 0.55 |
- 0.0183 |
- 0.0133 |
- 0.0193 |
- 0.0145 |
- 0.0085 |
-
-
- | 0.6 |
- 0.0179 |
- 0.0142 |
- 0.0184 |
- 0.0135 |
- 0.0072 |
-
-
- | 0.65 |
- 0.0174 |
- 0.0134 |
- 0.0181 |
- 0.0139 |
- 0.0079 |
-
-
- | 0.7 |
- 0.0206 |
- 0.0148 |
- 0.0212 |
- 0.0162 |
- 0.0076 |
-
-
- | 0.75 |
- 0.0197 |
- 0.0140 |
- 0.0203 |
- 0.0151 |
- 0.0075 |
-
-
- | 0.8 |
- 0.0193 |
- 0.0140 |
- 0.0195 |
- 0.0145 |
- 0.0066 |
-
-
- | 0.85 |
- 0.0202 |
- 0.0143 |
- 0.0203 |
- 0.0155 |
- 0.0070 |
-
-
- | 0.9 |
- 0.0194 |
- 0.0135 |
- 0.0195 |
- 0.0143 |
- 0.0078 |
-
-
- | 0.95 |
- 0.0166 |
- 0.0131 |
- 0.0154 |
- 0.0119 |
- 0.0071 |
-
-
- | 1.0 |
- 0.0039 |
- 0.0062 |
- 0.0078 |
- 0.0075 |
- 0.0071 |
-
-
- | avg |
- 0.0175 |
- 0.0134 |
- 0.0190 |
- 0.0135 |
- 0.0082 |
-
-
-
-
-
-
-
-
-
-
-## 70% positives
-> train: [0.29989987 0.70010013]
-> validation: [0.30006676 0.69993324]
-> bin_sld: 217.809s
-> mul_sld: 67.454s
-> binmc_sld: 215.345s
-> mulmc_sld: 65.596s
-> binne_sld: 216.897s
-> mulne_sld: 66.048s
-> bin_pacc: 210.063s
-> mul_pacc: 56.905s
-> ref: 47.823s
-> atc_mc: 51.936s
-> tot: 222.297s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- binmc_sld |
- mulmc_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0050 |
- 0.0144 |
- 0.0116 |
- 0.0100 |
- 0.0238 |
-
-
- | 0.05 |
- 0.0276 |
- 0.0372 |
- 0.0279 |
- 0.0217 |
- 0.0222 |
-
-
- | 0.1 |
- 0.0260 |
- 0.0357 |
- 0.0259 |
- 0.0207 |
- 0.0216 |
-
-
- | 0.15 |
- 0.0273 |
- 0.0346 |
- 0.0279 |
- 0.0209 |
- 0.0197 |
-
-
- | 0.2 |
- 0.0226 |
- 0.0296 |
- 0.0232 |
- 0.0176 |
- 0.0206 |
-
-
- | 0.25 |
- 0.0240 |
- 0.0291 |
- 0.0252 |
- 0.0192 |
- 0.0160 |
-
-
- | 0.3 |
- 0.0252 |
- 0.0276 |
- 0.0270 |
- 0.0195 |
- 0.0160 |
-
-
- | 0.35 |
- 0.0235 |
- 0.0273 |
- 0.0256 |
- 0.0200 |
- 0.0149 |
-
-
- | 0.4 |
- 0.0219 |
- 0.0233 |
- 0.0253 |
- 0.0187 |
- 0.0122 |
-
-
- | 0.45 |
- 0.0219 |
- 0.0222 |
- 0.0251 |
- 0.0188 |
- 0.0123 |
-
-
- | 0.5 |
- 0.0211 |
- 0.0205 |
- 0.0235 |
- 0.0187 |
- 0.0111 |
-
-
- | 0.55 |
- 0.0216 |
- 0.0188 |
- 0.0251 |
- 0.0186 |
- 0.0102 |
-
-
- | 0.6 |
- 0.0179 |
- 0.0152 |
- 0.0211 |
- 0.0153 |
- 0.0096 |
-
-
- | 0.65 |
- 0.0223 |
- 0.0173 |
- 0.0240 |
- 0.0179 |
- 0.0100 |
-
-
- | 0.7 |
- 0.0192 |
- 0.0140 |
- 0.0215 |
- 0.0158 |
- 0.0080 |
-
-
- | 0.75 |
- 0.0199 |
- 0.0134 |
- 0.0220 |
- 0.0164 |
- 0.0070 |
-
-
- | 0.8 |
- 0.0220 |
- 0.0144 |
- 0.0226 |
- 0.0163 |
- 0.0071 |
-
-
- | 0.85 |
- 0.0230 |
- 0.0143 |
- 0.0231 |
- 0.0175 |
- 0.0076 |
-
-
- | 0.9 |
- 0.0204 |
- 0.0111 |
- 0.0204 |
- 0.0150 |
- 0.0062 |
-
-
- | 0.95 |
- 0.0183 |
- 0.0095 |
- 0.0184 |
- 0.0130 |
- 0.0063 |
-
-
- | 1.0 |
- 0.0057 |
- 0.0056 |
- 0.0102 |
- 0.0096 |
- 0.0059 |
-
-
- | avg |
- 0.0208 |
- 0.0207 |
- 0.0227 |
- 0.0172 |
- 0.0128 |
-
-
-
-
-
-
-
-
-
-
-## 80% positives
-> train: [0.19993324 0.80006676]
-> validation: [0.20010013 0.79989987]
-> bin_sld: 216.605s
-> mul_sld: 66.881s
-> binmc_sld: 215.549s
-> mulmc_sld: 65.843s
-> binne_sld: 217.993s
-> mulne_sld: 64.859s
-> bin_pacc: 208.788s
-> mul_pacc: 56.643s
-> ref: 47.697s
-> atc_mc: 52.089s
-> tot: 223.227s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- binmc_sld |
- mulmc_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0023 |
- 0.0323 |
- 0.0098 |
- 0.0158 |
- 0.0311 |
-
-
- | 0.05 |
- 0.0356 |
- 0.0660 |
- 0.0354 |
- 0.0379 |
- 0.0274 |
-
-
- | 0.1 |
- 0.0339 |
- 0.0624 |
- 0.0304 |
- 0.0337 |
- 0.0267 |
-
-
- | 0.15 |
- 0.0315 |
- 0.0599 |
- 0.0288 |
- 0.0319 |
- 0.0227 |
-
-
- | 0.2 |
- 0.0270 |
- 0.0524 |
- 0.0237 |
- 0.0261 |
- 0.0214 |
-
-
- | 0.25 |
- 0.0262 |
- 0.0494 |
- 0.0233 |
- 0.0247 |
- 0.0201 |
-
-
- | 0.3 |
- 0.0254 |
- 0.0473 |
- 0.0272 |
- 0.0252 |
- 0.0178 |
-
-
- | 0.35 |
- 0.0230 |
- 0.0435 |
- 0.0225 |
- 0.0232 |
- 0.0196 |
-
-
- | 0.4 |
- 0.0202 |
- 0.0375 |
- 0.0219 |
- 0.0203 |
- 0.0168 |
-
-
- | 0.45 |
- 0.0175 |
- 0.0327 |
- 0.0202 |
- 0.0183 |
- 0.0147 |
-
-
- | 0.5 |
- 0.0149 |
- 0.0271 |
- 0.0168 |
- 0.0160 |
- 0.0136 |
-
-
- | 0.55 |
- 0.0149 |
- 0.0264 |
- 0.0193 |
- 0.0169 |
- 0.0111 |
-
-
- | 0.6 |
- 0.0101 |
- 0.0184 |
- 0.0148 |
- 0.0134 |
- 0.0110 |
-
-
- | 0.65 |
- 0.0125 |
- 0.0190 |
- 0.0167 |
- 0.0145 |
- 0.0097 |
-
-
- | 0.7 |
- 0.0109 |
- 0.0153 |
- 0.0152 |
- 0.0130 |
- 0.0106 |
-
-
- | 0.75 |
- 0.0114 |
- 0.0125 |
- 0.0141 |
- 0.0114 |
- 0.0091 |
-
-
- | 0.8 |
- 0.0141 |
- 0.0128 |
- 0.0180 |
- 0.0134 |
- 0.0100 |
-
-
- | 0.85 |
- 0.0138 |
- 0.0113 |
- 0.0159 |
- 0.0122 |
- 0.0104 |
-
-
- | 0.9 |
- 0.0159 |
- 0.0103 |
- 0.0168 |
- 0.0129 |
- 0.0108 |
-
-
- | 0.95 |
- 0.0142 |
- 0.0088 |
- 0.0144 |
- 0.0112 |
- 0.0130 |
-
-
- | 1.0 |
- 0.0052 |
- 0.0046 |
- 0.0084 |
- 0.0074 |
- 0.0147 |
-
-
- | avg |
- 0.0181 |
- 0.0309 |
- 0.0197 |
- 0.0190 |
- 0.0163 |
-
-
-
-
-
-
-
-
-
-
-## 90% positives
-> train: [0.09996662 0.90003338]
-> validation: [0.09996662 0.90003338]
-> bin_sld: 218.933s
-> mul_sld: 73.768s
-> binmc_sld: 218.003s
-> mulmc_sld: 61.731s
-> binne_sld: 219.245s
-> mulne_sld: 62.751s
-> bin_pacc: 208.227s
-> mul_pacc: 56.657s
-> ref: 48.071s
-> atc_mc: 52.099s
-> tot: 224.345s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- binmc_sld |
- mulmc_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0008 |
- 0.0924 |
- 0.0007 |
- 0.0454 |
- 0.1704 |
-
-
- | 0.05 |
- 0.0505 |
- 0.1359 |
- 0.0499 |
- 0.0900 |
- 0.1614 |
-
-
- | 0.1 |
- 0.0894 |
- 0.1503 |
- 0.0647 |
- 0.0934 |
- 0.1528 |
-
-
- | 0.15 |
- 0.0935 |
- 0.1446 |
- 0.0641 |
- 0.0912 |
- 0.1426 |
-
-
- | 0.2 |
- 0.0897 |
- 0.1345 |
- 0.0597 |
- 0.0827 |
- 0.1334 |
-
-
- | 0.25 |
- 0.0895 |
- 0.1321 |
- 0.0598 |
- 0.0830 |
- 0.1217 |
-
-
- | 0.3 |
- 0.0835 |
- 0.1247 |
- 0.0544 |
- 0.0759 |
- 0.1131 |
-
-
- | 0.35 |
- 0.0789 |
- 0.1154 |
- 0.0510 |
- 0.0708 |
- 0.1040 |
-
-
- | 0.4 |
- 0.0737 |
- 0.1069 |
- 0.0474 |
- 0.0655 |
- 0.0943 |
-
-
- | 0.45 |
- 0.0659 |
- 0.0949 |
- 0.0421 |
- 0.0581 |
- 0.0847 |
-
-
- | 0.5 |
- 0.0582 |
- 0.0840 |
- 0.0365 |
- 0.0512 |
- 0.0749 |
-
-
- | 0.55 |
- 0.0560 |
- 0.0787 |
- 0.0367 |
- 0.0491 |
- 0.0622 |
-
-
- | 0.6 |
- 0.0433 |
- 0.0627 |
- 0.0272 |
- 0.0382 |
- 0.0541 |
-
-
- | 0.65 |
- 0.0420 |
- 0.0584 |
- 0.0284 |
- 0.0364 |
- 0.0422 |
-
-
- | 0.7 |
- 0.0333 |
- 0.0456 |
- 0.0228 |
- 0.0288 |
- 0.0334 |
-
-
- | 0.75 |
- 0.0248 |
- 0.0347 |
- 0.0177 |
- 0.0220 |
- 0.0239 |
-
-
- | 0.8 |
- 0.0208 |
- 0.0260 |
- 0.0163 |
- 0.0193 |
- 0.0168 |
-
-
- | 0.85 |
- 0.0152 |
- 0.0179 |
- 0.0138 |
- 0.0156 |
- 0.0090 |
-
-
- | 0.9 |
- 0.0100 |
- 0.0096 |
- 0.0107 |
- 0.0102 |
- 0.0070 |
-
-
- | 0.95 |
- 0.0071 |
- 0.0064 |
- 0.0091 |
- 0.0086 |
- 0.0134 |
-
-
- | 1.0 |
- 0.0051 |
- 0.0041 |
- 0.0089 |
- 0.0078 |
- 0.0243 |
-
-
- | avg |
- 0.0491 |
- 0.0790 |
- 0.0344 |
- 0.0497 |
- 0.0781 |
-
-
-
-
-
-
-
-
-
-
-## avg
-### avg on train
-
-
-
- |
- bin_sld |
- mul_sld |
- binmc_sld |
- mulmc_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0024 |
- 0.0173 |
- 0.0056 |
- 0.0104 |
- 0.0325 |
-
-
- | 0.05 |
- 0.0196 |
- 0.0341 |
- 0.0196 |
- 0.0228 |
- 0.0294 |
-
-
- | 0.1 |
- 0.0244 |
- 0.0366 |
- 0.0209 |
- 0.0233 |
- 0.0280 |
-
-
- | 0.15 |
- 0.0260 |
- 0.0371 |
- 0.0220 |
- 0.0239 |
- 0.0264 |
-
-
- | 0.2 |
- 0.0249 |
- 0.0355 |
- 0.0205 |
- 0.0227 |
- 0.0266 |
-
-
- | 0.25 |
- 0.0258 |
- 0.0360 |
- 0.0214 |
- 0.0236 |
- 0.0252 |
-
-
- | 0.3 |
- 0.0253 |
- 0.0341 |
- 0.0212 |
- 0.0227 |
- 0.0257 |
-
-
- | 0.35 |
- 0.0246 |
- 0.0325 |
- 0.0203 |
- 0.0219 |
- 0.0267 |
-
-
- | 0.4 |
- 0.0242 |
- 0.0318 |
- 0.0198 |
- 0.0212 |
- 0.0263 |
-
-
- | 0.45 |
- 0.0231 |
- 0.0308 |
- 0.0185 |
- 0.0196 |
- 0.0265 |
-
-
- | 0.5 |
- 0.0234 |
- 0.0307 |
- 0.0176 |
- 0.0189 |
- 0.0266 |
-
-
- | 0.55 |
- 0.0226 |
- 0.0315 |
- 0.0175 |
- 0.0185 |
- 0.0268 |
-
-
- | 0.6 |
- 0.0226 |
- 0.0304 |
- 0.0166 |
- 0.0173 |
- 0.0267 |
-
-
- | 0.65 |
- 0.0242 |
- 0.0327 |
- 0.0178 |
- 0.0184 |
- 0.0285 |
-
-
- | 0.7 |
- 0.0240 |
- 0.0322 |
- 0.0177 |
- 0.0178 |
- 0.0292 |
-
-
- | 0.75 |
- 0.0246 |
- 0.0325 |
- 0.0177 |
- 0.0174 |
- 0.0296 |
-
-
- | 0.8 |
- 0.0260 |
- 0.0344 |
- 0.0186 |
- 0.0186 |
- 0.0303 |
-
-
- | 0.85 |
- 0.0274 |
- 0.0347 |
- 0.0197 |
- 0.0200 |
- 0.0319 |
-
-
- | 0.9 |
- 0.0278 |
- 0.0292 |
- 0.0199 |
- 0.0227 |
- 0.0333 |
-
-
- | 0.95 |
- 0.0230 |
- 0.0225 |
- 0.0186 |
- 0.0209 |
- 0.0357 |
-
-
- | 1.0 |
- 0.0035 |
- 0.0078 |
- 0.0047 |
- 0.0076 |
- 0.0403 |
-
-
- | avg |
- 0.0224 |
- 0.0307 |
- 0.0179 |
- 0.0195 |
- 0.0292 |
-
-
-
-
-
-
-### avg on test
-
-
-
- |
- bin_sld |
- mul_sld |
- binmc_sld |
- mulmc_sld |
- atc_mc |
-
-
-
-
- | 0.1 |
- 0.0419 |
- 0.0636 |
- 0.0234 |
- 0.0280 |
- 0.0644 |
-
-
- | 0.2 |
- 0.0150 |
- 0.0198 |
- 0.0100 |
- 0.0117 |
- 0.0259 |
-
-
- | 0.3 |
- 0.0135 |
- 0.0163 |
- 0.0103 |
- 0.0122 |
- 0.0280 |
-
-
- | 0.4 |
- 0.0125 |
- 0.0176 |
- 0.0102 |
- 0.0125 |
- 0.0147 |
-
-
- | 0.5 |
- 0.0128 |
- 0.0148 |
- 0.0116 |
- 0.0120 |
- 0.0140 |
-
-
- | 0.6 |
- 0.0175 |
- 0.0134 |
- 0.0190 |
- 0.0135 |
- 0.0082 |
-
-
- | 0.7 |
- 0.0208 |
- 0.0207 |
- 0.0227 |
- 0.0172 |
- 0.0128 |
-
-
- | 0.8 |
- 0.0181 |
- 0.0309 |
- 0.0197 |
- 0.0190 |
- 0.0163 |
-
-
- | 0.9 |
- 0.0491 |
- 0.0790 |
- 0.0344 |
- 0.0497 |
- 0.0781 |
-
-
- | avg |
- 0.0224 |
- 0.0307 |
- 0.0179 |
- 0.0195 |
- 0.0292 |
-
-
-
-
-
-
-### avg dataset shift
-
diff --git a/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_max_conf_vs_atc_f1.md b/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_max_conf_vs_atc_f1.md
deleted file mode 100644
index 72a9fc4..0000000
--- a/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_max_conf_vs_atc_f1.md
+++ /dev/null
@@ -1,2205 +0,0 @@
-# rcv1_CCAT_9prevs
-
-## 10% positives
-> train: [0.90003338 0.09996662]
-> validation: [0.90003338 0.09996662]
-> bin_sld: 227.883s
-> mul_sld: 78.248s
-> binmc_sld: 226.732s
-> mulmc_sld: 66.259s
-> binne_sld: 223.276s
-> mulne_sld: 62.735s
-> bin_pacc: 217.001s
-> mul_pacc: 58.470s
-> ref: 48.024s
-> atc_mc: 51.785s
-> tot: 230.591s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- binmc_sld |
- mulmc_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0172 |
- 0.0601 |
- 0.0060 |
- 0.0303 |
- 0.0022 |
-
-
- | 0.05 |
- 0.2360 |
- 0.1726 |
- 0.2103 |
- 0.1076 |
- 0.2253 |
-
-
- | 0.1 |
- 0.1377 |
- 0.0893 |
- 0.0993 |
- 0.0664 |
- 0.1997 |
-
-
- | 0.15 |
- 0.1179 |
- 0.0463 |
- 0.1033 |
- 0.0388 |
- 0.2018 |
-
-
- | 0.2 |
- 0.0886 |
- 0.0309 |
- 0.0624 |
- 0.0297 |
- 0.1936 |
-
-
- | 0.25 |
- 0.0596 |
- 0.0232 |
- 0.0498 |
- 0.0226 |
- 0.1943 |
-
-
- | 0.3 |
- 0.0613 |
- 0.0220 |
- 0.0395 |
- 0.0195 |
- 0.1865 |
-
-
- | 0.35 |
- 0.0462 |
- 0.0238 |
- 0.0264 |
- 0.0126 |
- 0.1849 |
-
-
- | 0.4 |
- 0.0448 |
- 0.0360 |
- 0.0212 |
- 0.0161 |
- 0.1852 |
-
-
- | 0.45 |
- 0.0420 |
- 0.0463 |
- 0.0179 |
- 0.0154 |
- 0.1824 |
-
-
- | 0.5 |
- 0.0498 |
- 0.0578 |
- 0.0163 |
- 0.0183 |
- 0.1836 |
-
-
- | 0.55 |
- 0.0402 |
- 0.0685 |
- 0.0156 |
- 0.0183 |
- 0.1801 |
-
-
- | 0.6 |
- 0.0501 |
- 0.0768 |
- 0.0214 |
- 0.0241 |
- 0.1872 |
-
-
- | 0.65 |
- 0.0559 |
- 0.0899 |
- 0.0259 |
- 0.0335 |
- 0.1871 |
-
-
- | 0.7 |
- 0.0461 |
- 0.0923 |
- 0.0258 |
- 0.0330 |
- 0.1884 |
-
-
- | 0.75 |
- 0.0492 |
- 0.0968 |
- 0.0255 |
- 0.0381 |
- 0.1829 |
-
-
- | 0.8 |
- 0.0439 |
- 0.1005 |
- 0.0224 |
- 0.0428 |
- 0.1840 |
-
-
- | 0.85 |
- 0.0435 |
- 0.0994 |
- 0.0306 |
- 0.0552 |
- 0.1816 |
-
-
- | 0.9 |
- 0.0381 |
- 0.0772 |
- 0.0229 |
- 0.0841 |
- 0.1818 |
-
-
- | 0.95 |
- 0.0316 |
- 0.0473 |
- 0.0254 |
- 0.0788 |
- 0.1848 |
-
-
- | 1.0 |
- 0.0118 |
- 0.0173 |
- 0.0034 |
- 0.0165 |
- 0.1850 |
-
-
- | avg |
- 0.0625 |
- 0.0654 |
- 0.0415 |
- 0.0382 |
- 0.1801 |
-
-
-
-
-
-
-
-
-
-
-## 20% positives
-> train: [0.79989987 0.20010013]
-> validation: [0.80006676 0.19993324]
-> bin_sld: 224.734s
-> mul_sld: 70.409s
-> binmc_sld: 223.361s
-> mulmc_sld: 67.028s
-> binne_sld: 223.604s
-> mulne_sld: 67.347s
-> bin_pacc: 218.304s
-> mul_pacc: 60.326s
-> ref: 49.515s
-> atc_mc: 54.802s
-> tot: 229.075s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- binmc_sld |
- mulmc_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0003 |
- 0.0910 |
- 0.0034 |
- 0.0313 |
- 0.1159 |
-
-
- | 0.05 |
- 0.1180 |
- 0.0997 |
- 0.0799 |
- 0.0743 |
- 0.1303 |
-
-
- | 0.1 |
- 0.0605 |
- 0.0606 |
- 0.0458 |
- 0.0454 |
- 0.0916 |
-
-
- | 0.15 |
- 0.0441 |
- 0.0405 |
- 0.0355 |
- 0.0352 |
- 0.0794 |
-
-
- | 0.2 |
- 0.0313 |
- 0.0353 |
- 0.0262 |
- 0.0293 |
- 0.0673 |
-
-
- | 0.25 |
- 0.0226 |
- 0.0308 |
- 0.0209 |
- 0.0247 |
- 0.0623 |
-
-
- | 0.3 |
- 0.0185 |
- 0.0255 |
- 0.0175 |
- 0.0207 |
- 0.0592 |
-
-
- | 0.35 |
- 0.0118 |
- 0.0176 |
- 0.0109 |
- 0.0149 |
- 0.0518 |
-
-
- | 0.4 |
- 0.0126 |
- 0.0205 |
- 0.0123 |
- 0.0153 |
- 0.0536 |
-
-
- | 0.45 |
- 0.0101 |
- 0.0196 |
- 0.0097 |
- 0.0136 |
- 0.0510 |
-
-
- | 0.5 |
- 0.0105 |
- 0.0194 |
- 0.0088 |
- 0.0127 |
- 0.0518 |
-
-
- | 0.55 |
- 0.0100 |
- 0.0194 |
- 0.0080 |
- 0.0115 |
- 0.0533 |
-
-
- | 0.6 |
- 0.0125 |
- 0.0200 |
- 0.0078 |
- 0.0115 |
- 0.0506 |
-
-
- | 0.65 |
- 0.0123 |
- 0.0229 |
- 0.0078 |
- 0.0119 |
- 0.0480 |
-
-
- | 0.7 |
- 0.0130 |
- 0.0214 |
- 0.0069 |
- 0.0113 |
- 0.0453 |
-
-
- | 0.75 |
- 0.0142 |
- 0.0234 |
- 0.0074 |
- 0.0120 |
- 0.0428 |
-
-
- | 0.8 |
- 0.0160 |
- 0.0262 |
- 0.0080 |
- 0.0128 |
- 0.0472 |
-
-
- | 0.85 |
- 0.0170 |
- 0.0281 |
- 0.0093 |
- 0.0136 |
- 0.0461 |
-
-
- | 0.9 |
- 0.0177 |
- 0.0281 |
- 0.0099 |
- 0.0139 |
- 0.0439 |
-
-
- | 0.95 |
- 0.0172 |
- 0.0285 |
- 0.0104 |
- 0.0147 |
- 0.0468 |
-
-
- | 1.0 |
- 0.0011 |
- 0.0174 |
- 0.0009 |
- 0.0066 |
- 0.0425 |
-
-
- | avg |
- 0.0224 |
- 0.0331 |
- 0.0165 |
- 0.0208 |
- 0.0610 |
-
-
-
-
-
-
-
-
-
-
-## 30% positives
-> train: [0.69993324 0.30006676]
-> validation: [0.70010013 0.29989987]
-> bin_sld: 218.651s
-> mul_sld: 65.273s
-> binmc_sld: 221.260s
-> mulmc_sld: 64.594s
-> binne_sld: 218.686s
-> mulne_sld: 63.905s
-> bin_pacc: 215.149s
-> mul_pacc: 58.011s
-> ref: 48.157s
-> atc_mc: 52.112s
-> tot: 224.561s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- binmc_sld |
- mulmc_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0002 |
- 0.0086 |
- 0.0005 |
- 0.0089 |
- 0.3301 |
-
-
- | 0.05 |
- 0.0870 |
- 0.0812 |
- 0.0759 |
- 0.0712 |
- 0.0519 |
-
-
- | 0.1 |
- 0.0633 |
- 0.0718 |
- 0.0513 |
- 0.0479 |
- 0.0306 |
-
-
- | 0.15 |
- 0.0532 |
- 0.0681 |
- 0.0417 |
- 0.0419 |
- 0.0252 |
-
-
- | 0.2 |
- 0.0417 |
- 0.0599 |
- 0.0340 |
- 0.0372 |
- 0.0190 |
-
-
- | 0.25 |
- 0.0333 |
- 0.0551 |
- 0.0281 |
- 0.0350 |
- 0.0167 |
-
-
- | 0.3 |
- 0.0231 |
- 0.0401 |
- 0.0205 |
- 0.0268 |
- 0.0132 |
-
-
- | 0.35 |
- 0.0182 |
- 0.0326 |
- 0.0177 |
- 0.0239 |
- 0.0170 |
-
-
- | 0.4 |
- 0.0150 |
- 0.0289 |
- 0.0153 |
- 0.0227 |
- 0.0141 |
-
-
- | 0.45 |
- 0.0106 |
- 0.0229 |
- 0.0111 |
- 0.0189 |
- 0.0135 |
-
-
- | 0.5 |
- 0.0090 |
- 0.0181 |
- 0.0097 |
- 0.0164 |
- 0.0153 |
-
-
- | 0.55 |
- 0.0069 |
- 0.0160 |
- 0.0077 |
- 0.0154 |
- 0.0146 |
-
-
- | 0.6 |
- 0.0080 |
- 0.0123 |
- 0.0072 |
- 0.0129 |
- 0.0142 |
-
-
- | 0.65 |
- 0.0088 |
- 0.0099 |
- 0.0066 |
- 0.0110 |
- 0.0159 |
-
-
- | 0.7 |
- 0.0092 |
- 0.0097 |
- 0.0062 |
- 0.0098 |
- 0.0145 |
-
-
- | 0.75 |
- 0.0107 |
- 0.0094 |
- 0.0067 |
- 0.0085 |
- 0.0144 |
-
-
- | 0.8 |
- 0.0118 |
- 0.0089 |
- 0.0067 |
- 0.0073 |
- 0.0157 |
-
-
- | 0.85 |
- 0.0132 |
- 0.0097 |
- 0.0076 |
- 0.0066 |
- 0.0168 |
-
-
- | 0.9 |
- 0.0147 |
- 0.0115 |
- 0.0089 |
- 0.0062 |
- 0.0155 |
-
-
- | 0.95 |
- 0.0141 |
- 0.0115 |
- 0.0089 |
- 0.0057 |
- 0.0152 |
-
-
- | 1.0 |
- 0.0004 |
- 0.0038 |
- 0.0003 |
- 0.0039 |
- 0.0177 |
-
-
- | avg |
- 0.0215 |
- 0.0281 |
- 0.0177 |
- 0.0209 |
- 0.0334 |
-
-
-
-
-
-
-
-
-
-
-## 40% positives
-> train: [0.59996662 0.40003338]
-> validation: [0.59996662 0.40003338]
-> bin_sld: 213.191s
-> mul_sld: 64.472s
-> binmc_sld: 212.647s
-> mulmc_sld: 64.187s
-> binne_sld: 214.524s
-> mulne_sld: 63.741s
-> bin_pacc: 208.132s
-> mul_pacc: 57.195s
-> ref: 48.218s
-> atc_mc: 52.342s
-> tot: 219.577s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- binmc_sld |
- mulmc_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0002 |
- 0.0027 |
- 0.0010 |
- 0.0076 |
- 0.3564 |
-
-
- | 0.05 |
- 0.0662 |
- 0.0729 |
- 0.0652 |
- 0.0630 |
- 0.0506 |
-
-
- | 0.1 |
- 0.0438 |
- 0.0607 |
- 0.0398 |
- 0.0416 |
- 0.0460 |
-
-
- | 0.15 |
- 0.0444 |
- 0.0641 |
- 0.0335 |
- 0.0383 |
- 0.0318 |
-
-
- | 0.2 |
- 0.0408 |
- 0.0592 |
- 0.0289 |
- 0.0319 |
- 0.0254 |
-
-
- | 0.25 |
- 0.0426 |
- 0.0597 |
- 0.0300 |
- 0.0346 |
- 0.0197 |
-
-
- | 0.3 |
- 0.0315 |
- 0.0463 |
- 0.0220 |
- 0.0254 |
- 0.0174 |
-
-
- | 0.35 |
- 0.0279 |
- 0.0392 |
- 0.0208 |
- 0.0237 |
- 0.0129 |
-
-
- | 0.4 |
- 0.0231 |
- 0.0361 |
- 0.0197 |
- 0.0232 |
- 0.0118 |
-
-
- | 0.45 |
- 0.0179 |
- 0.0290 |
- 0.0149 |
- 0.0181 |
- 0.0095 |
-
-
- | 0.5 |
- 0.0152 |
- 0.0259 |
- 0.0136 |
- 0.0170 |
- 0.0088 |
-
-
- | 0.55 |
- 0.0113 |
- 0.0232 |
- 0.0108 |
- 0.0162 |
- 0.0085 |
-
-
- | 0.6 |
- 0.0097 |
- 0.0193 |
- 0.0100 |
- 0.0144 |
- 0.0078 |
-
-
- | 0.65 |
- 0.0081 |
- 0.0155 |
- 0.0083 |
- 0.0127 |
- 0.0093 |
-
-
- | 0.7 |
- 0.0077 |
- 0.0125 |
- 0.0076 |
- 0.0111 |
- 0.0090 |
-
-
- | 0.75 |
- 0.0070 |
- 0.0091 |
- 0.0063 |
- 0.0083 |
- 0.0075 |
-
-
- | 0.8 |
- 0.0062 |
- 0.0080 |
- 0.0051 |
- 0.0081 |
- 0.0066 |
-
-
- | 0.85 |
- 0.0070 |
- 0.0067 |
- 0.0046 |
- 0.0069 |
- 0.0084 |
-
-
- | 0.9 |
- 0.0078 |
- 0.0057 |
- 0.0048 |
- 0.0052 |
- 0.0078 |
-
-
- | 0.95 |
- 0.0083 |
- 0.0060 |
- 0.0048 |
- 0.0049 |
- 0.0097 |
-
-
- | 1.0 |
- 0.0003 |
- 0.0022 |
- 0.0004 |
- 0.0025 |
- 0.0090 |
-
-
- | avg |
- 0.0203 |
- 0.0288 |
- 0.0168 |
- 0.0198 |
- 0.0321 |
-
-
-
-
-
-
-
-
-
-
-## 50% positives
-> train: [0.5 0.5]
-> validation: [0.5 0.5]
-> bin_sld: 214.324s
-> mul_sld: 66.924s
-> binmc_sld: 214.469s
-> mulmc_sld: 65.323s
-> binne_sld: 214.727s
-> mulne_sld: 65.665s
-> bin_pacc: 209.386s
-> mul_pacc: 57.380s
-> ref: 47.729s
-> atc_mc: 52.153s
-> tot: 220.021s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- binmc_sld |
- mulmc_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0001 |
- 0.0001 |
- 0.0002 |
- 0.0010 |
- 0.5135 |
-
-
- | 0.05 |
- 0.1103 |
- 0.0701 |
- 0.0778 |
- 0.0616 |
- 0.1066 |
-
-
- | 0.1 |
- 0.0477 |
- 0.0384 |
- 0.0407 |
- 0.0362 |
- 0.0476 |
-
-
- | 0.15 |
- 0.0318 |
- 0.0371 |
- 0.0310 |
- 0.0339 |
- 0.0306 |
-
-
- | 0.2 |
- 0.0271 |
- 0.0350 |
- 0.0270 |
- 0.0283 |
- 0.0235 |
-
-
- | 0.25 |
- 0.0265 |
- 0.0361 |
- 0.0226 |
- 0.0257 |
- 0.0158 |
-
-
- | 0.3 |
- 0.0258 |
- 0.0314 |
- 0.0224 |
- 0.0241 |
- 0.0147 |
-
-
- | 0.35 |
- 0.0249 |
- 0.0276 |
- 0.0219 |
- 0.0210 |
- 0.0151 |
-
-
- | 0.4 |
- 0.0231 |
- 0.0264 |
- 0.0187 |
- 0.0192 |
- 0.0105 |
-
-
- | 0.45 |
- 0.0198 |
- 0.0228 |
- 0.0162 |
- 0.0166 |
- 0.0119 |
-
-
- | 0.5 |
- 0.0183 |
- 0.0204 |
- 0.0147 |
- 0.0151 |
- 0.0115 |
-
-
- | 0.55 |
- 0.0147 |
- 0.0169 |
- 0.0115 |
- 0.0119 |
- 0.0105 |
-
-
- | 0.6 |
- 0.0151 |
- 0.0163 |
- 0.0126 |
- 0.0126 |
- 0.0107 |
-
-
- | 0.65 |
- 0.0123 |
- 0.0137 |
- 0.0112 |
- 0.0112 |
- 0.0114 |
-
-
- | 0.7 |
- 0.0108 |
- 0.0120 |
- 0.0105 |
- 0.0104 |
- 0.0103 |
-
-
- | 0.75 |
- 0.0086 |
- 0.0094 |
- 0.0090 |
- 0.0086 |
- 0.0097 |
-
-
- | 0.8 |
- 0.0064 |
- 0.0086 |
- 0.0071 |
- 0.0078 |
- 0.0117 |
-
-
- | 0.85 |
- 0.0059 |
- 0.0071 |
- 0.0055 |
- 0.0061 |
- 0.0104 |
-
-
- | 0.9 |
- 0.0065 |
- 0.0067 |
- 0.0054 |
- 0.0057 |
- 0.0117 |
-
-
- | 0.95 |
- 0.0063 |
- 0.0064 |
- 0.0041 |
- 0.0044 |
- 0.0117 |
-
-
- | 1.0 |
- 0.0005 |
- 0.0024 |
- 0.0011 |
- 0.0023 |
- 0.0128 |
-
-
- | avg |
- 0.0211 |
- 0.0212 |
- 0.0177 |
- 0.0173 |
- 0.0434 |
-
-
-
-
-
-
-
-
-
-
-## 60% positives
-> train: [0.40003338 0.59996662]
-> validation: [0.40003338 0.59996662]
-> bin_sld: 214.994s
-> mul_sld: 67.090s
-> binmc_sld: 213.157s
-> mulmc_sld: 66.108s
-> binne_sld: 214.970s
-> mulne_sld: 66.024s
-> bin_pacc: 209.135s
-> mul_pacc: 57.235s
-> ref: 48.002s
-> atc_mc: 52.217s
-> tot: 220.124s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- binmc_sld |
- mulmc_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0001 |
- 0.0000 |
- 0.0002 |
- 0.0002 |
- 0.5310 |
-
-
- | 0.05 |
- 0.1167 |
- 0.0892 |
- 0.0837 |
- 0.0546 |
- 0.2044 |
-
-
- | 0.1 |
- 0.0728 |
- 0.0521 |
- 0.0599 |
- 0.0360 |
- 0.1045 |
-
-
- | 0.15 |
- 0.0507 |
- 0.0342 |
- 0.0468 |
- 0.0271 |
- 0.0571 |
-
-
- | 0.2 |
- 0.0318 |
- 0.0240 |
- 0.0324 |
- 0.0231 |
- 0.0407 |
-
-
- | 0.25 |
- 0.0305 |
- 0.0223 |
- 0.0324 |
- 0.0217 |
- 0.0228 |
-
-
- | 0.3 |
- 0.0287 |
- 0.0211 |
- 0.0299 |
- 0.0209 |
- 0.0196 |
-
-
- | 0.35 |
- 0.0264 |
- 0.0201 |
- 0.0284 |
- 0.0200 |
- 0.0125 |
-
-
- | 0.4 |
- 0.0241 |
- 0.0180 |
- 0.0254 |
- 0.0178 |
- 0.0100 |
-
-
- | 0.45 |
- 0.0196 |
- 0.0149 |
- 0.0207 |
- 0.0148 |
- 0.0101 |
-
-
- | 0.5 |
- 0.0208 |
- 0.0162 |
- 0.0211 |
- 0.0160 |
- 0.0081 |
-
-
- | 0.55 |
- 0.0159 |
- 0.0116 |
- 0.0168 |
- 0.0125 |
- 0.0076 |
-
-
- | 0.6 |
- 0.0143 |
- 0.0115 |
- 0.0148 |
- 0.0109 |
- 0.0060 |
-
-
- | 0.65 |
- 0.0130 |
- 0.0100 |
- 0.0137 |
- 0.0103 |
- 0.0060 |
-
-
- | 0.7 |
- 0.0146 |
- 0.0104 |
- 0.0152 |
- 0.0116 |
- 0.0055 |
-
-
- | 0.75 |
- 0.0128 |
- 0.0091 |
- 0.0135 |
- 0.0099 |
- 0.0051 |
-
-
- | 0.8 |
- 0.0118 |
- 0.0086 |
- 0.0122 |
- 0.0090 |
- 0.0042 |
-
-
- | 0.85 |
- 0.0117 |
- 0.0083 |
- 0.0120 |
- 0.0091 |
- 0.0042 |
-
-
- | 0.9 |
- 0.0107 |
- 0.0075 |
- 0.0110 |
- 0.0081 |
- 0.0045 |
-
-
- | 0.95 |
- 0.0087 |
- 0.0069 |
- 0.0083 |
- 0.0064 |
- 0.0037 |
-
-
- | 1.0 |
- 0.0021 |
- 0.0033 |
- 0.0042 |
- 0.0040 |
- 0.0034 |
-
-
- | avg |
- 0.0256 |
- 0.0190 |
- 0.0239 |
- 0.0164 |
- 0.0510 |
-
-
-
-
-
-
-
-
-
-
-## 70% positives
-> train: [0.29989987 0.70010013]
-> validation: [0.30006676 0.69993324]
-> bin_sld: 217.809s
-> mul_sld: 67.454s
-> binmc_sld: 215.345s
-> mulmc_sld: 65.596s
-> binne_sld: 216.897s
-> mulne_sld: 66.048s
-> bin_pacc: 210.063s
-> mul_pacc: 56.905s
-> ref: 47.823s
-> atc_mc: 51.936s
-> tot: 222.297s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- binmc_sld |
- mulmc_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0001 |
- 0.0000 |
- 0.0001 |
- 0.0000 |
- 0.5749 |
-
-
- | 0.05 |
- 0.1287 |
- 0.1285 |
- 0.0875 |
- 0.0694 |
- 0.3336 |
-
-
- | 0.1 |
- 0.0930 |
- 0.0992 |
- 0.0668 |
- 0.0546 |
- 0.2163 |
-
-
- | 0.15 |
- 0.0718 |
- 0.0750 |
- 0.0559 |
- 0.0434 |
- 0.1450 |
-
-
- | 0.2 |
- 0.0497 |
- 0.0545 |
- 0.0405 |
- 0.0319 |
- 0.1055 |
-
-
- | 0.25 |
- 0.0443 |
- 0.0465 |
- 0.0387 |
- 0.0303 |
- 0.0703 |
-
-
- | 0.3 |
- 0.0375 |
- 0.0378 |
- 0.0350 |
- 0.0266 |
- 0.0549 |
-
-
- | 0.35 |
- 0.0322 |
- 0.0340 |
- 0.0311 |
- 0.0251 |
- 0.0403 |
-
-
- | 0.4 |
- 0.0266 |
- 0.0259 |
- 0.0276 |
- 0.0211 |
- 0.0279 |
-
-
- | 0.45 |
- 0.0227 |
- 0.0219 |
- 0.0244 |
- 0.0190 |
- 0.0225 |
-
-
- | 0.5 |
- 0.0200 |
- 0.0188 |
- 0.0213 |
- 0.0174 |
- 0.0165 |
-
-
- | 0.55 |
- 0.0185 |
- 0.0158 |
- 0.0210 |
- 0.0161 |
- 0.0120 |
-
-
- | 0.6 |
- 0.0141 |
- 0.0120 |
- 0.0163 |
- 0.0123 |
- 0.0095 |
-
-
- | 0.65 |
- 0.0163 |
- 0.0126 |
- 0.0175 |
- 0.0134 |
- 0.0089 |
-
-
- | 0.7 |
- 0.0133 |
- 0.0096 |
- 0.0149 |
- 0.0112 |
- 0.0060 |
-
-
- | 0.75 |
- 0.0127 |
- 0.0086 |
- 0.0142 |
- 0.0108 |
- 0.0047 |
-
-
- | 0.8 |
- 0.0133 |
- 0.0087 |
- 0.0138 |
- 0.0101 |
- 0.0044 |
-
-
- | 0.85 |
- 0.0132 |
- 0.0082 |
- 0.0135 |
- 0.0103 |
- 0.0045 |
-
-
- | 0.9 |
- 0.0111 |
- 0.0060 |
- 0.0113 |
- 0.0083 |
- 0.0036 |
-
-
- | 0.95 |
- 0.0095 |
- 0.0050 |
- 0.0098 |
- 0.0069 |
- 0.0035 |
-
-
- | 1.0 |
- 0.0030 |
- 0.0029 |
- 0.0053 |
- 0.0050 |
- 0.0032 |
-
-
- | avg |
- 0.0310 |
- 0.0301 |
- 0.0270 |
- 0.0211 |
- 0.0794 |
-
-
-
-
-
-
-
-
-
-
-## 80% positives
-> train: [0.19993324 0.80006676]
-> validation: [0.20010013 0.79989987]
-> bin_sld: 216.605s
-> mul_sld: 66.881s
-> binmc_sld: 215.549s
-> mulmc_sld: 65.843s
-> binne_sld: 217.993s
-> mulne_sld: 64.859s
-> bin_pacc: 208.788s
-> mul_pacc: 56.643s
-> ref: 47.697s
-> atc_mc: 52.089s
-> tot: 223.227s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- binmc_sld |
- mulmc_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0001 |
- 0.0000 |
- 0.0001 |
- 0.0000 |
- 0.5459 |
-
-
- | 0.05 |
- 0.1267 |
- 0.1290 |
- 0.0870 |
- 0.0767 |
- 0.3941 |
-
-
- | 0.1 |
- 0.0989 |
- 0.1103 |
- 0.0656 |
- 0.0597 |
- 0.2954 |
-
-
- | 0.15 |
- 0.0757 |
- 0.0909 |
- 0.0510 |
- 0.0472 |
- 0.2206 |
-
-
- | 0.2 |
- 0.0552 |
- 0.0707 |
- 0.0363 |
- 0.0339 |
- 0.1701 |
-
-
- | 0.25 |
- 0.0470 |
- 0.0608 |
- 0.0333 |
- 0.0306 |
- 0.1277 |
-
-
- | 0.3 |
- 0.0374 |
- 0.0510 |
- 0.0303 |
- 0.0268 |
- 0.0994 |
-
-
- | 0.35 |
- 0.0314 |
- 0.0438 |
- 0.0247 |
- 0.0233 |
- 0.0774 |
-
-
- | 0.4 |
- 0.0249 |
- 0.0347 |
- 0.0216 |
- 0.0188 |
- 0.0563 |
-
-
- | 0.45 |
- 0.0189 |
- 0.0273 |
- 0.0180 |
- 0.0156 |
- 0.0440 |
-
-
- | 0.5 |
- 0.0147 |
- 0.0214 |
- 0.0140 |
- 0.0128 |
- 0.0323 |
-
-
- | 0.55 |
- 0.0136 |
- 0.0195 |
- 0.0151 |
- 0.0129 |
- 0.0206 |
-
-
- | 0.6 |
- 0.0084 |
- 0.0128 |
- 0.0106 |
- 0.0096 |
- 0.0152 |
-
-
- | 0.65 |
- 0.0093 |
- 0.0125 |
- 0.0116 |
- 0.0099 |
- 0.0098 |
-
-
- | 0.7 |
- 0.0076 |
- 0.0097 |
- 0.0100 |
- 0.0085 |
- 0.0072 |
-
-
- | 0.75 |
- 0.0073 |
- 0.0077 |
- 0.0087 |
- 0.0072 |
- 0.0056 |
-
-
- | 0.8 |
- 0.0083 |
- 0.0072 |
- 0.0105 |
- 0.0078 |
- 0.0049 |
-
-
- | 0.85 |
- 0.0077 |
- 0.0063 |
- 0.0089 |
- 0.0069 |
- 0.0053 |
-
-
- | 0.9 |
- 0.0084 |
- 0.0055 |
- 0.0090 |
- 0.0069 |
- 0.0055 |
-
-
- | 0.95 |
- 0.0073 |
- 0.0046 |
- 0.0075 |
- 0.0058 |
- 0.0068 |
-
-
- | 1.0 |
- 0.0027 |
- 0.0023 |
- 0.0043 |
- 0.0038 |
- 0.0076 |
-
-
- | avg |
- 0.0291 |
- 0.0347 |
- 0.0228 |
- 0.0202 |
- 0.1025 |
-
-
-
-
-
-
-
-
-
-
-## 90% positives
-> train: [0.09996662 0.90003338]
-> validation: [0.09996662 0.90003338]
-> bin_sld: 218.933s
-> mul_sld: 73.768s
-> binmc_sld: 218.003s
-> mulmc_sld: 61.731s
-> binne_sld: 219.245s
-> mulne_sld: 62.751s
-> bin_pacc: 208.227s
-> mul_pacc: 56.657s
-> ref: 48.071s
-> atc_mc: 52.099s
-> tot: 224.345s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- binmc_sld |
- mulmc_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0000 |
- 0.0000 |
- 0.0000 |
- 0.0000 |
- 0.4745 |
-
-
- | 0.05 |
- 0.1094 |
- 0.1097 |
- 0.1081 |
- 0.1023 |
- 0.4016 |
-
-
- | 0.1 |
- 0.1816 |
- 0.1513 |
- 0.1276 |
- 0.1099 |
- 0.3432 |
-
-
- | 0.15 |
- 0.1703 |
- 0.1465 |
- 0.1131 |
- 0.1009 |
- 0.2909 |
-
-
- | 0.2 |
- 0.1472 |
- 0.1315 |
- 0.0950 |
- 0.0873 |
- 0.2470 |
-
-
- | 0.25 |
- 0.1320 |
- 0.1232 |
- 0.0855 |
- 0.0819 |
- 0.2076 |
-
-
- | 0.3 |
- 0.1123 |
- 0.1082 |
- 0.0712 |
- 0.0701 |
- 0.1759 |
-
-
- | 0.35 |
- 0.0969 |
- 0.0971 |
- 0.0611 |
- 0.0623 |
- 0.1487 |
-
-
- | 0.4 |
- 0.0828 |
- 0.0853 |
- 0.0523 |
- 0.0545 |
- 0.1239 |
-
-
- | 0.45 |
- 0.0671 |
- 0.0705 |
- 0.0418 |
- 0.0446 |
- 0.1027 |
-
-
- | 0.5 |
- 0.0552 |
- 0.0600 |
- 0.0341 |
- 0.0375 |
- 0.0842 |
-
-
- | 0.55 |
- 0.0485 |
- 0.0534 |
- 0.0311 |
- 0.0344 |
- 0.0659 |
-
-
- | 0.6 |
- 0.0353 |
- 0.0401 |
- 0.0219 |
- 0.0252 |
- 0.0530 |
-
-
- | 0.65 |
- 0.0316 |
- 0.0361 |
- 0.0210 |
- 0.0235 |
- 0.0392 |
-
-
- | 0.7 |
- 0.0235 |
- 0.0273 |
- 0.0160 |
- 0.0180 |
- 0.0290 |
-
-
- | 0.75 |
- 0.0165 |
- 0.0198 |
- 0.0116 |
- 0.0131 |
- 0.0196 |
-
-
- | 0.8 |
- 0.0128 |
- 0.0143 |
- 0.0100 |
- 0.0111 |
- 0.0125 |
-
-
- | 0.85 |
- 0.0088 |
- 0.0095 |
- 0.0080 |
- 0.0087 |
- 0.0061 |
-
-
- | 0.9 |
- 0.0055 |
- 0.0050 |
- 0.0059 |
- 0.0056 |
- 0.0036 |
-
-
- | 0.95 |
- 0.0037 |
- 0.0033 |
- 0.0048 |
- 0.0045 |
- 0.0069 |
-
-
- | 1.0 |
- 0.0026 |
- 0.0021 |
- 0.0045 |
- 0.0039 |
- 0.0123 |
-
-
- | avg |
- 0.0640 |
- 0.0616 |
- 0.0440 |
- 0.0428 |
- 0.1356 |
-
-
-
-
-
-
-
-
-
-
-## avg
-### avg on train
-
-
-
- |
- bin_sld |
- mul_sld |
- binmc_sld |
- mulmc_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0020 |
- 0.0180 |
- 0.0013 |
- 0.0088 |
- 0.3827 |
-
-
- | 0.05 |
- 0.1221 |
- 0.1059 |
- 0.0973 |
- 0.0756 |
- 0.2109 |
-
-
- | 0.1 |
- 0.0888 |
- 0.0815 |
- 0.0663 |
- 0.0553 |
- 0.1528 |
-
-
- | 0.15 |
- 0.0733 |
- 0.0670 |
- 0.0569 |
- 0.0452 |
- 0.1203 |
-
-
- | 0.2 |
- 0.0571 |
- 0.0557 |
- 0.0425 |
- 0.0370 |
- 0.0991 |
-
-
- | 0.25 |
- 0.0487 |
- 0.0508 |
- 0.0379 |
- 0.0341 |
- 0.0819 |
-
-
- | 0.3 |
- 0.0418 |
- 0.0426 |
- 0.0320 |
- 0.0290 |
- 0.0712 |
-
-
- | 0.35 |
- 0.0351 |
- 0.0373 |
- 0.0270 |
- 0.0252 |
- 0.0623 |
-
-
- | 0.4 |
- 0.0308 |
- 0.0346 |
- 0.0238 |
- 0.0232 |
- 0.0548 |
-
-
- | 0.45 |
- 0.0254 |
- 0.0306 |
- 0.0194 |
- 0.0196 |
- 0.0497 |
-
-
- | 0.5 |
- 0.0237 |
- 0.0287 |
- 0.0171 |
- 0.0181 |
- 0.0458 |
-
-
- | 0.55 |
- 0.0199 |
- 0.0272 |
- 0.0153 |
- 0.0166 |
- 0.0415 |
-
-
- | 0.6 |
- 0.0186 |
- 0.0246 |
- 0.0136 |
- 0.0148 |
- 0.0394 |
-
-
- | 0.65 |
- 0.0186 |
- 0.0248 |
- 0.0137 |
- 0.0153 |
- 0.0373 |
-
-
- | 0.7 |
- 0.0162 |
- 0.0228 |
- 0.0126 |
- 0.0139 |
- 0.0350 |
-
-
- | 0.75 |
- 0.0154 |
- 0.0215 |
- 0.0114 |
- 0.0129 |
- 0.0325 |
-
-
- | 0.8 |
- 0.0145 |
- 0.0212 |
- 0.0107 |
- 0.0130 |
- 0.0323 |
-
-
- | 0.85 |
- 0.0142 |
- 0.0204 |
- 0.0111 |
- 0.0137 |
- 0.0315 |
-
-
- | 0.9 |
- 0.0134 |
- 0.0170 |
- 0.0099 |
- 0.0160 |
- 0.0309 |
-
-
- | 0.95 |
- 0.0118 |
- 0.0133 |
- 0.0093 |
- 0.0147 |
- 0.0321 |
-
-
- | 1.0 |
- 0.0027 |
- 0.0060 |
- 0.0027 |
- 0.0054 |
- 0.0326 |
-
-
- | avg |
- 0.0331 |
- 0.0358 |
- 0.0253 |
- 0.0242 |
- 0.0798 |
-
-
-
-
-
-
-### avg on test
-
-
-
- |
- bin_sld |
- mul_sld |
- binmc_sld |
- mulmc_sld |
- atc_mc |
-
-
-
-
- | 0.1 |
- 0.0625 |
- 0.0654 |
- 0.0415 |
- 0.0382 |
- 0.1801 |
-
-
- | 0.2 |
- 0.0224 |
- 0.0331 |
- 0.0165 |
- 0.0208 |
- 0.0610 |
-
-
- | 0.3 |
- 0.0215 |
- 0.0281 |
- 0.0177 |
- 0.0209 |
- 0.0334 |
-
-
- | 0.4 |
- 0.0203 |
- 0.0288 |
- 0.0168 |
- 0.0198 |
- 0.0321 |
-
-
- | 0.5 |
- 0.0211 |
- 0.0212 |
- 0.0177 |
- 0.0173 |
- 0.0434 |
-
-
- | 0.6 |
- 0.0256 |
- 0.0190 |
- 0.0239 |
- 0.0164 |
- 0.0510 |
-
-
- | 0.7 |
- 0.0310 |
- 0.0301 |
- 0.0270 |
- 0.0211 |
- 0.0794 |
-
-
- | 0.8 |
- 0.0291 |
- 0.0347 |
- 0.0228 |
- 0.0202 |
- 0.1025 |
-
-
- | 0.9 |
- 0.0640 |
- 0.0616 |
- 0.0440 |
- 0.0428 |
- 0.1356 |
-
-
- | avg |
- 0.0331 |
- 0.0358 |
- 0.0253 |
- 0.0242 |
- 0.0798 |
-
-
-
-
-
-
-### avg dataset shift
-
diff --git a/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_max_conf_vs_atc_pacc_acc.md b/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_max_conf_vs_atc_pacc_acc.md
deleted file mode 100644
index dd37a04..0000000
--- a/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_max_conf_vs_atc_pacc_acc.md
+++ /dev/null
@@ -1,2294 +0,0 @@
-# rcv1_CCAT_9prevs
-
-## 10% positives
-> train: [0.90003338 0.09996662]
-> validation: [0.90003338 0.09996662]
-> bin_sld: 426.003s
-> mul_sld: 199.118s
-> bin_sld_gs: 1070.285s
-> mul_sld_gs: 686.591s
-> bin_pacc: 409.897s
-> mul_pacc: 169.591s
-> binmc_pacc: 412.906s
-> mulmc_pacc: 173.043s
-> binne_pacc: 411.128s
-> mulne_pacc: 146.658s
-> bin_pacc_gs: 710.525s
-> mul_pacc_gs: 245.764s
-> bin_cc: 389.472s
-> mul_cc: 148.220s
-> kfcv: 130.095s
-> ref: 120.267s
-> atc_mc: 125.236s
-> atc_ne: 121.957s
-> doc_feat: 83.796s
-> tot: 1073.769s
-
-
-
-
- |
- bin_pacc |
- mul_pacc |
- binmc_pacc |
- mulmc_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0018 |
- 0.0025 |
- 0.0011 |
- 0.0026 |
- 0.0088 |
-
-
- | 0.05 |
- 0.0057 |
- 0.0066 |
- 0.0060 |
- 0.0058 |
- 0.0046 |
-
-
- | 0.1 |
- 0.0089 |
- 0.0086 |
- 0.0080 |
- 0.0100 |
- 0.0080 |
-
-
- | 0.15 |
- 0.0114 |
- 0.0103 |
- 0.0086 |
- 0.0125 |
- 0.0128 |
-
-
- | 0.2 |
- 0.0146 |
- 0.0139 |
- 0.0109 |
- 0.0175 |
- 0.0194 |
-
-
- | 0.25 |
- 0.0189 |
- 0.0176 |
- 0.0127 |
- 0.0224 |
- 0.0256 |
-
-
- | 0.3 |
- 0.0222 |
- 0.0212 |
- 0.0150 |
- 0.0278 |
- 0.0348 |
-
-
- | 0.35 |
- 0.0294 |
- 0.0267 |
- 0.0195 |
- 0.0345 |
- 0.0438 |
-
-
- | 0.4 |
- 0.0321 |
- 0.0289 |
- 0.0205 |
- 0.0370 |
- 0.0509 |
-
-
- | 0.45 |
- 0.0337 |
- 0.0328 |
- 0.0214 |
- 0.0422 |
- 0.0568 |
-
-
- | 0.5 |
- 0.0382 |
- 0.0362 |
- 0.0226 |
- 0.0459 |
- 0.0633 |
-
-
- | 0.55 |
- 0.0420 |
- 0.0397 |
- 0.0252 |
- 0.0516 |
- 0.0728 |
-
-
- | 0.6 |
- 0.0426 |
- 0.0393 |
- 0.0236 |
- 0.0528 |
- 0.0748 |
-
-
- | 0.65 |
- 0.0505 |
- 0.0469 |
- 0.0294 |
- 0.0588 |
- 0.0843 |
-
-
- | 0.7 |
- 0.0538 |
- 0.0510 |
- 0.0314 |
- 0.0641 |
- 0.0916 |
-
-
- | 0.75 |
- 0.0575 |
- 0.0550 |
- 0.0336 |
- 0.0706 |
- 0.1005 |
-
-
- | 0.8 |
- 0.0581 |
- 0.0574 |
- 0.0326 |
- 0.0725 |
- 0.1064 |
-
-
- | 0.85 |
- 0.0641 |
- 0.0635 |
- 0.0363 |
- 0.0794 |
- 0.1147 |
-
-
- | 0.9 |
- 0.0694 |
- 0.0685 |
- 0.0395 |
- 0.0854 |
- 0.1204 |
-
-
- | 0.95 |
- 0.0705 |
- 0.0685 |
- 0.0402 |
- 0.0855 |
- 0.1244 |
-
-
- | 1.0 |
- 0.0774 |
- 0.0751 |
- 0.0440 |
- 0.0922 |
- 0.1336 |
-
-
- | avg |
- 0.0382 |
- 0.0367 |
- 0.0230 |
- 0.0462 |
- 0.0644 |
-
-
-
-
-
-
-
-
-
-
-## 20% positives
-> train: [0.79989987 0.20010013]
-> validation: [0.80006676 0.19993324]
-> bin_sld: 422.895s
-> mul_sld: 162.786s
-> bin_sld_gs: 1128.064s
-> mul_sld_gs: 683.619s
-> bin_sld_gsq: 524.432s
-> bin_pacc: 410.462s
-> mul_pacc: 155.872s
-> binmc_pacc: 407.039s
-> mulmc_pacc: 173.902s
-> binne_pacc: 410.358s
-> mulne_pacc: 167.292s
-> bin_pacc_gs: 732.626s
-> mul_pacc_gs: 261.935s
-> bin_cc: 396.948s
-> mul_cc: 147.743s
-> kfcv: 132.118s
-> ref: 106.145s
-> atc_mc: 127.911s
-> atc_ne: 121.613s
-> doc_feat: 80.220s
-> tot: 1132.799s
-
-
-
-
- |
- bin_pacc |
- mul_pacc |
- binmc_pacc |
- mulmc_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0061 |
- 0.0084 |
- 0.0140 |
- 0.0097 |
- 0.0097 |
-
-
- | 0.05 |
- 0.0069 |
- 0.0088 |
- 0.0145 |
- 0.0100 |
- 0.0071 |
-
-
- | 0.1 |
- 0.0068 |
- 0.0099 |
- 0.0139 |
- 0.0107 |
- 0.0062 |
-
-
- | 0.15 |
- 0.0073 |
- 0.0098 |
- 0.0129 |
- 0.0104 |
- 0.0064 |
-
-
- | 0.2 |
- 0.0085 |
- 0.0106 |
- 0.0115 |
- 0.0104 |
- 0.0088 |
-
-
- | 0.25 |
- 0.0083 |
- 0.0103 |
- 0.0112 |
- 0.0098 |
- 0.0093 |
-
-
- | 0.3 |
- 0.0092 |
- 0.0111 |
- 0.0117 |
- 0.0098 |
- 0.0124 |
-
-
- | 0.35 |
- 0.0091 |
- 0.0095 |
- 0.0100 |
- 0.0095 |
- 0.0161 |
-
-
- | 0.4 |
- 0.0119 |
- 0.0115 |
- 0.0101 |
- 0.0089 |
- 0.0190 |
-
-
- | 0.45 |
- 0.0136 |
- 0.0123 |
- 0.0107 |
- 0.0097 |
- 0.0207 |
-
-
- | 0.5 |
- 0.0135 |
- 0.0132 |
- 0.0107 |
- 0.0097 |
- 0.0222 |
-
-
- | 0.55 |
- 0.0152 |
- 0.0126 |
- 0.0113 |
- 0.0092 |
- 0.0247 |
-
-
- | 0.6 |
- 0.0151 |
- 0.0139 |
- 0.0110 |
- 0.0098 |
- 0.0272 |
-
-
- | 0.65 |
- 0.0188 |
- 0.0152 |
- 0.0121 |
- 0.0110 |
- 0.0331 |
-
-
- | 0.7 |
- 0.0205 |
- 0.0137 |
- 0.0101 |
- 0.0111 |
- 0.0384 |
-
-
- | 0.75 |
- 0.0224 |
- 0.0146 |
- 0.0096 |
- 0.0117 |
- 0.0425 |
-
-
- | 0.8 |
- 0.0217 |
- 0.0150 |
- 0.0099 |
- 0.0118 |
- 0.0407 |
-
-
- | 0.85 |
- 0.0241 |
- 0.0143 |
- 0.0092 |
- 0.0128 |
- 0.0447 |
-
-
- | 0.9 |
- 0.0250 |
- 0.0160 |
- 0.0101 |
- 0.0157 |
- 0.0493 |
-
-
- | 0.95 |
- 0.0249 |
- 0.0162 |
- 0.0105 |
- 0.0145 |
- 0.0492 |
-
-
- | 1.0 |
- 0.0298 |
- 0.0167 |
- 0.0074 |
- 0.0205 |
- 0.0571 |
-
-
- | avg |
- 0.0152 |
- 0.0126 |
- 0.0111 |
- 0.0113 |
- 0.0259 |
-
-
-
-
-
-
-
-
-
-
-## 30% positives
-> train: [0.69993324 0.30006676]
-> validation: [0.70010013 0.29989987]
-> bin_sld: 421.459s
-> mul_sld: 146.321s
-> bin_sld_gs: 1159.421s
-> mul_sld_gs: 690.743s
-> bin_sld_gsq: 531.736s
-> bin_pacc: 423.881s
-> mul_pacc: 166.104s
-> binmc_pacc: 422.818s
-> mulmc_pacc: 164.572s
-> binne_pacc: 409.704s
-> mulne_pacc: 155.476s
-> bin_pacc_gs: 737.229s
-> mul_pacc_gs: 269.465s
-> bin_cc: 400.220s
-> mul_cc: 118.299s
-> kfcv: 131.612s
-> ref: 122.392s
-> atc_mc: 119.095s
-> atc_ne: 108.266s
-> doc_feat: 96.341s
-> tot: 1163.937s
-
-
-
-
- |
- bin_pacc |
- mul_pacc |
- binmc_pacc |
- mulmc_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0116 |
- 0.0119 |
- 0.0128 |
- 0.0132 |
- 0.0103 |
-
-
- | 0.05 |
- 0.0112 |
- 0.0108 |
- 0.0153 |
- 0.0126 |
- 0.0072 |
-
-
- | 0.1 |
- 0.0105 |
- 0.0110 |
- 0.0145 |
- 0.0133 |
- 0.0049 |
-
-
- | 0.15 |
- 0.0085 |
- 0.0096 |
- 0.0119 |
- 0.0117 |
- 0.0060 |
-
-
- | 0.2 |
- 0.0090 |
- 0.0096 |
- 0.0110 |
- 0.0109 |
- 0.0082 |
-
-
- | 0.25 |
- 0.0095 |
- 0.0099 |
- 0.0104 |
- 0.0112 |
- 0.0101 |
-
-
- | 0.3 |
- 0.0087 |
- 0.0095 |
- 0.0105 |
- 0.0109 |
- 0.0119 |
-
-
- | 0.35 |
- 0.0104 |
- 0.0109 |
- 0.0109 |
- 0.0118 |
- 0.0160 |
-
-
- | 0.4 |
- 0.0116 |
- 0.0112 |
- 0.0108 |
- 0.0129 |
- 0.0190 |
-
-
- | 0.45 |
- 0.0114 |
- 0.0125 |
- 0.0098 |
- 0.0117 |
- 0.0222 |
-
-
- | 0.5 |
- 0.0133 |
- 0.0134 |
- 0.0098 |
- 0.0123 |
- 0.0259 |
-
-
- | 0.55 |
- 0.0152 |
- 0.0148 |
- 0.0088 |
- 0.0134 |
- 0.0297 |
-
-
- | 0.6 |
- 0.0139 |
- 0.0150 |
- 0.0099 |
- 0.0125 |
- 0.0307 |
-
-
- | 0.65 |
- 0.0157 |
- 0.0176 |
- 0.0114 |
- 0.0141 |
- 0.0368 |
-
-
- | 0.7 |
- 0.0172 |
- 0.0182 |
- 0.0104 |
- 0.0150 |
- 0.0400 |
-
-
- | 0.75 |
- 0.0174 |
- 0.0193 |
- 0.0111 |
- 0.0148 |
- 0.0427 |
-
-
- | 0.8 |
- 0.0185 |
- 0.0214 |
- 0.0099 |
- 0.0156 |
- 0.0464 |
-
-
- | 0.85 |
- 0.0196 |
- 0.0234 |
- 0.0112 |
- 0.0176 |
- 0.0517 |
-
-
- | 0.9 |
- 0.0197 |
- 0.0246 |
- 0.0108 |
- 0.0179 |
- 0.0521 |
-
-
- | 0.95 |
- 0.0221 |
- 0.0268 |
- 0.0124 |
- 0.0205 |
- 0.0548 |
-
-
- | 1.0 |
- 0.0246 |
- 0.0296 |
- 0.0020 |
- 0.0231 |
- 0.0625 |
-
-
- | avg |
- 0.0143 |
- 0.0158 |
- 0.0107 |
- 0.0141 |
- 0.0280 |
-
-
-
-
-
-
-
-
-
-
-## 40% positives
-> train: [0.59996662 0.40003338]
-> validation: [0.59996662 0.40003338]
-> bin_sld: 434.111s
-> mul_sld: 159.616s
-> bin_sld_gs: 1179.818s
-> mul_sld_gs: 695.793s
-> bin_sld_gsq: 546.801s
-> bin_pacc: 431.189s
-> mul_pacc: 143.236s
-> binmc_pacc: 422.668s
-> mulmc_pacc: 167.615s
-> binne_pacc: 427.798s
-> mulne_pacc: 166.144s
-> bin_pacc_gs: 739.438s
-> mul_pacc_gs: 261.609s
-> bin_cc: 402.646s
-> mul_cc: 152.045s
-> kfcv: 121.176s
-> ref: 127.991s
-> atc_mc: 129.960s
-> atc_ne: 115.970s
-> doc_feat: 79.386s
-> tot: 1183.412s
-
-
-
-
- |
- bin_pacc |
- mul_pacc |
- binmc_pacc |
- mulmc_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0150 |
- 0.0094 |
- 0.0243 |
- 0.0065 |
- 0.0190 |
-
-
- | 0.05 |
- 0.0152 |
- 0.0114 |
- 0.0216 |
- 0.0089 |
- 0.0166 |
-
-
- | 0.1 |
- 0.0143 |
- 0.0094 |
- 0.0207 |
- 0.0094 |
- 0.0147 |
-
-
- | 0.15 |
- 0.0125 |
- 0.0100 |
- 0.0171 |
- 0.0098 |
- 0.0117 |
-
-
- | 0.2 |
- 0.0117 |
- 0.0100 |
- 0.0159 |
- 0.0114 |
- 0.0105 |
-
-
- | 0.25 |
- 0.0110 |
- 0.0127 |
- 0.0124 |
- 0.0136 |
- 0.0089 |
-
-
- | 0.3 |
- 0.0110 |
- 0.0110 |
- 0.0126 |
- 0.0111 |
- 0.0085 |
-
-
- | 0.35 |
- 0.0119 |
- 0.0131 |
- 0.0116 |
- 0.0134 |
- 0.0076 |
-
-
- | 0.4 |
- 0.0117 |
- 0.0143 |
- 0.0110 |
- 0.0151 |
- 0.0079 |
-
-
- | 0.45 |
- 0.0101 |
- 0.0130 |
- 0.0100 |
- 0.0133 |
- 0.0073 |
-
-
- | 0.5 |
- 0.0109 |
- 0.0144 |
- 0.0095 |
- 0.0139 |
- 0.0081 |
-
-
- | 0.55 |
- 0.0098 |
- 0.0160 |
- 0.0093 |
- 0.0153 |
- 0.0099 |
-
-
- | 0.6 |
- 0.0108 |
- 0.0171 |
- 0.0107 |
- 0.0161 |
- 0.0112 |
-
-
- | 0.65 |
- 0.0112 |
- 0.0180 |
- 0.0122 |
- 0.0169 |
- 0.0156 |
-
-
- | 0.7 |
- 0.0118 |
- 0.0188 |
- 0.0141 |
- 0.0179 |
- 0.0168 |
-
-
- | 0.75 |
- 0.0109 |
- 0.0173 |
- 0.0132 |
- 0.0150 |
- 0.0160 |
-
-
- | 0.8 |
- 0.0107 |
- 0.0189 |
- 0.0151 |
- 0.0164 |
- 0.0180 |
-
-
- | 0.85 |
- 0.0103 |
- 0.0206 |
- 0.0164 |
- 0.0174 |
- 0.0218 |
-
-
- | 0.9 |
- 0.0102 |
- 0.0207 |
- 0.0194 |
- 0.0177 |
- 0.0224 |
-
-
- | 0.95 |
- 0.0101 |
- 0.0228 |
- 0.0197 |
- 0.0184 |
- 0.0278 |
-
-
- | 1.0 |
- 0.0113 |
- 0.0232 |
- 0.0231 |
- 0.0180 |
- 0.0285 |
-
-
- | avg |
- 0.0115 |
- 0.0154 |
- 0.0152 |
- 0.0141 |
- 0.0147 |
-
-
-
-
-
-
-
-
-
-
-## 50% positives
-> train: [0.5 0.5]
-> validation: [0.5 0.5]
-> bin_sld: 441.783s
-> mul_sld: 169.393s
-> bin_sld_gs: 1166.420s
-> mul_sld_gs: 689.481s
-> bin_sld_gsq: 549.038s
-> bin_pacc: 427.369s
-> mul_pacc: 166.563s
-> binmc_pacc: 426.636s
-> mulmc_pacc: 176.801s
-> binne_pacc: 435.657s
-> mulne_pacc: 161.090s
-> bin_pacc_gs: 730.060s
-> mul_pacc_gs: 266.437s
-> bin_cc: 412.726s
-> mul_cc: 152.522s
-> kfcv: 134.253s
-> ref: 128.737s
-> atc_mc: 129.517s
-> atc_ne: 122.889s
-> doc_feat: 88.896s
-> tot: 1170.874s
-
-
-
-
- |
- bin_pacc |
- mul_pacc |
- binmc_pacc |
- mulmc_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0150 |
- 0.0127 |
- 0.0310 |
- 0.0143 |
- 0.0088 |
-
-
- | 0.05 |
- 0.0178 |
- 0.0152 |
- 0.0352 |
- 0.0163 |
- 0.0080 |
-
-
- | 0.1 |
- 0.0166 |
- 0.0135 |
- 0.0338 |
- 0.0141 |
- 0.0082 |
-
-
- | 0.15 |
- 0.0155 |
- 0.0141 |
- 0.0306 |
- 0.0138 |
- 0.0077 |
-
-
- | 0.2 |
- 0.0134 |
- 0.0122 |
- 0.0264 |
- 0.0121 |
- 0.0083 |
-
-
- | 0.25 |
- 0.0129 |
- 0.0125 |
- 0.0239 |
- 0.0115 |
- 0.0066 |
-
-
- | 0.3 |
- 0.0141 |
- 0.0139 |
- 0.0235 |
- 0.0129 |
- 0.0082 |
-
-
- | 0.35 |
- 0.0159 |
- 0.0156 |
- 0.0236 |
- 0.0143 |
- 0.0103 |
-
-
- | 0.4 |
- 0.0136 |
- 0.0143 |
- 0.0206 |
- 0.0123 |
- 0.0085 |
-
-
- | 0.45 |
- 0.0127 |
- 0.0136 |
- 0.0181 |
- 0.0122 |
- 0.0110 |
-
-
- | 0.5 |
- 0.0126 |
- 0.0136 |
- 0.0166 |
- 0.0115 |
- 0.0122 |
-
-
- | 0.55 |
- 0.0106 |
- 0.0114 |
- 0.0126 |
- 0.0107 |
- 0.0125 |
-
-
- | 0.6 |
- 0.0129 |
- 0.0119 |
- 0.0132 |
- 0.0123 |
- 0.0144 |
-
-
- | 0.65 |
- 0.0130 |
- 0.0127 |
- 0.0132 |
- 0.0133 |
- 0.0168 |
-
-
- | 0.7 |
- 0.0138 |
- 0.0145 |
- 0.0141 |
- 0.0150 |
- 0.0164 |
-
-
- | 0.75 |
- 0.0132 |
- 0.0140 |
- 0.0121 |
- 0.0138 |
- 0.0170 |
-
-
- | 0.8 |
- 0.0122 |
- 0.0136 |
- 0.0104 |
- 0.0139 |
- 0.0211 |
-
-
- | 0.85 |
- 0.0109 |
- 0.0133 |
- 0.0101 |
- 0.0126 |
- 0.0205 |
-
-
- | 0.9 |
- 0.0111 |
- 0.0133 |
- 0.0103 |
- 0.0144 |
- 0.0239 |
-
-
- | 0.95 |
- 0.0099 |
- 0.0137 |
- 0.0084 |
- 0.0142 |
- 0.0253 |
-
-
- | 1.0 |
- 0.0070 |
- 0.0137 |
- 0.0037 |
- 0.0121 |
- 0.0289 |
-
-
- | avg |
- 0.0131 |
- 0.0135 |
- 0.0186 |
- 0.0132 |
- 0.0140 |
-
-
-
-
-
-
-
-
-
-
-## 60% positives
-> train: [0.40003338 0.59996662]
-> validation: [0.40003338 0.59996662]
-> bin_sld: 426.378s
-> mul_sld: 153.126s
-> bin_sld_gs: 1140.607s
-> mul_sld_gs: 673.397s
-> bin_sld_gsq: 528.696s
-> bin_pacc: 420.283s
-> mul_pacc: 148.016s
-> binmc_pacc: 405.920s
-> mulmc_pacc: 167.711s
-> binne_pacc: 417.205s
-> mulne_pacc: 145.013s
-> bin_pacc_gs: 730.537s
-> mul_pacc_gs: 261.004s
-> bin_cc: 394.352s
-> mul_cc: 143.652s
-> kfcv: 122.227s
-> ref: 122.352s
-> atc_mc: 120.259s
-> atc_ne: 113.567s
-> doc_feat: 80.306s
-> tot: 1146.639s
-
-
-
-
- |
- bin_pacc |
- mul_pacc |
- binmc_pacc |
- mulmc_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0275 |
- 0.0515 |
- 0.0110 |
- 0.0334 |
- 0.0106 |
-
-
- | 0.05 |
- 0.0315 |
- 0.0526 |
- 0.0137 |
- 0.0345 |
- 0.0101 |
-
-
- | 0.1 |
- 0.0293 |
- 0.0484 |
- 0.0138 |
- 0.0321 |
- 0.0092 |
-
-
- | 0.15 |
- 0.0302 |
- 0.0483 |
- 0.0129 |
- 0.0330 |
- 0.0083 |
-
-
- | 0.2 |
- 0.0251 |
- 0.0422 |
- 0.0123 |
- 0.0283 |
- 0.0089 |
-
-
- | 0.25 |
- 0.0265 |
- 0.0422 |
- 0.0125 |
- 0.0298 |
- 0.0090 |
-
-
- | 0.3 |
- 0.0252 |
- 0.0402 |
- 0.0125 |
- 0.0281 |
- 0.0084 |
-
-
- | 0.35 |
- 0.0262 |
- 0.0390 |
- 0.0140 |
- 0.0292 |
- 0.0084 |
-
-
- | 0.4 |
- 0.0242 |
- 0.0356 |
- 0.0129 |
- 0.0275 |
- 0.0082 |
-
-
- | 0.45 |
- 0.0223 |
- 0.0337 |
- 0.0117 |
- 0.0255 |
- 0.0086 |
-
-
- | 0.5 |
- 0.0219 |
- 0.0315 |
- 0.0142 |
- 0.0257 |
- 0.0085 |
-
-
- | 0.55 |
- 0.0194 |
- 0.0287 |
- 0.0105 |
- 0.0234 |
- 0.0085 |
-
-
- | 0.6 |
- 0.0166 |
- 0.0235 |
- 0.0127 |
- 0.0205 |
- 0.0072 |
-
-
- | 0.65 |
- 0.0153 |
- 0.0224 |
- 0.0116 |
- 0.0195 |
- 0.0079 |
-
-
- | 0.7 |
- 0.0182 |
- 0.0230 |
- 0.0130 |
- 0.0220 |
- 0.0076 |
-
-
- | 0.75 |
- 0.0159 |
- 0.0204 |
- 0.0119 |
- 0.0196 |
- 0.0075 |
-
-
- | 0.8 |
- 0.0143 |
- 0.0168 |
- 0.0131 |
- 0.0173 |
- 0.0066 |
-
-
- | 0.85 |
- 0.0143 |
- 0.0172 |
- 0.0123 |
- 0.0176 |
- 0.0070 |
-
-
- | 0.9 |
- 0.0139 |
- 0.0148 |
- 0.0121 |
- 0.0178 |
- 0.0078 |
-
-
- | 0.95 |
- 0.0122 |
- 0.0117 |
- 0.0120 |
- 0.0143 |
- 0.0071 |
-
-
- | 1.0 |
- 0.0106 |
- 0.0102 |
- 0.0094 |
- 0.0131 |
- 0.0071 |
-
-
- | avg |
- 0.0210 |
- 0.0311 |
- 0.0124 |
- 0.0244 |
- 0.0082 |
-
-
-
-
-
-
-
-
-
-
-## 70% positives
-> train: [0.29989987 0.70010013]
-> validation: [0.30006676 0.69993324]
-> bin_sld: 417.731s
-> mul_sld: 155.451s
-> bin_sld_gs: 1141.720s
-> mul_sld_gs: 680.203s
-> bin_sld_gsq: 527.251s
-> bin_pacc: 413.591s
-> mul_pacc: 130.941s
-> binmc_pacc: 410.011s
-> mulmc_pacc: 160.422s
-> binne_pacc: 411.824s
-> mulne_pacc: 150.120s
-> bin_pacc_gs: 731.866s
-> mul_pacc_gs: 262.250s
-> bin_cc: 396.501s
-> mul_cc: 145.444s
-> kfcv: 127.528s
-> ref: 121.369s
-> atc_mc: 106.641s
-> atc_ne: 101.076s
-> doc_feat: 86.241s
-> tot: 1146.268s
-
-
-
-
- |
- bin_pacc |
- mul_pacc |
- binmc_pacc |
- mulmc_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0480 |
- 0.0475 |
- 0.0365 |
- 0.0474 |
- 0.0238 |
-
-
- | 0.05 |
- 0.0627 |
- 0.0562 |
- 0.0583 |
- 0.0554 |
- 0.0222 |
-
-
- | 0.1 |
- 0.0561 |
- 0.0514 |
- 0.0516 |
- 0.0500 |
- 0.0216 |
-
-
- | 0.15 |
- 0.0555 |
- 0.0520 |
- 0.0516 |
- 0.0499 |
- 0.0197 |
-
-
- | 0.2 |
- 0.0489 |
- 0.0467 |
- 0.0456 |
- 0.0453 |
- 0.0206 |
-
-
- | 0.25 |
- 0.0504 |
- 0.0485 |
- 0.0461 |
- 0.0463 |
- 0.0160 |
-
-
- | 0.3 |
- 0.0468 |
- 0.0467 |
- 0.0422 |
- 0.0438 |
- 0.0160 |
-
-
- | 0.35 |
- 0.0450 |
- 0.0465 |
- 0.0402 |
- 0.0428 |
- 0.0149 |
-
-
- | 0.4 |
- 0.0434 |
- 0.0450 |
- 0.0384 |
- 0.0412 |
- 0.0122 |
-
-
- | 0.45 |
- 0.0393 |
- 0.0438 |
- 0.0349 |
- 0.0399 |
- 0.0123 |
-
-
- | 0.5 |
- 0.0349 |
- 0.0388 |
- 0.0299 |
- 0.0348 |
- 0.0111 |
-
-
- | 0.55 |
- 0.0341 |
- 0.0386 |
- 0.0282 |
- 0.0337 |
- 0.0102 |
-
-
- | 0.6 |
- 0.0269 |
- 0.0329 |
- 0.0220 |
- 0.0279 |
- 0.0096 |
-
-
- | 0.65 |
- 0.0264 |
- 0.0328 |
- 0.0216 |
- 0.0280 |
- 0.0100 |
-
-
- | 0.7 |
- 0.0234 |
- 0.0324 |
- 0.0177 |
- 0.0261 |
- 0.0080 |
-
-
- | 0.75 |
- 0.0203 |
- 0.0301 |
- 0.0157 |
- 0.0239 |
- 0.0070 |
-
-
- | 0.8 |
- 0.0179 |
- 0.0276 |
- 0.0140 |
- 0.0218 |
- 0.0071 |
-
-
- | 0.85 |
- 0.0166 |
- 0.0265 |
- 0.0132 |
- 0.0208 |
- 0.0076 |
-
-
- | 0.9 |
- 0.0119 |
- 0.0229 |
- 0.0088 |
- 0.0163 |
- 0.0062 |
-
-
- | 0.95 |
- 0.0102 |
- 0.0201 |
- 0.0084 |
- 0.0141 |
- 0.0063 |
-
-
- | 1.0 |
- 0.0085 |
- 0.0201 |
- 0.0075 |
- 0.0135 |
- 0.0059 |
-
-
- | avg |
- 0.0346 |
- 0.0384 |
- 0.0301 |
- 0.0344 |
- 0.0128 |
-
-
-
-
-
-
-
-
-
-
-## 80% positives
-> train: [0.19993324 0.80006676]
-> validation: [0.20010013 0.79989987]
-> bin_sld: 437.768s
-> mul_sld: 162.581s
-> bin_sld_gs: 1142.333s
-> mul_sld_gs: 680.247s
-> bin_sld_gsq: 532.404s
-> bin_pacc: 414.897s
-> mul_pacc: 158.907s
-> binmc_pacc: 406.361s
-> mulmc_pacc: 141.227s
-> binne_pacc: 414.412s
-> mulne_pacc: 158.498s
-> bin_pacc_gs: 720.921s
-> mul_pacc_gs: 272.540s
-> bin_cc: 395.525s
-> mul_cc: 139.596s
-> kfcv: 123.479s
-> ref: 124.418s
-> atc_mc: 126.354s
-> atc_ne: 101.451s
-> doc_feat: 111.799s
-> tot: 1146.771s
-
-
-
-
- |
- bin_pacc |
- mul_pacc |
- binmc_pacc |
- mulmc_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0166 |
- 0.0419 |
- 0.0419 |
- 0.0439 |
- 0.0311 |
-
-
- | 0.05 |
- 0.0155 |
- 0.0460 |
- 0.0435 |
- 0.0461 |
- 0.0274 |
-
-
- | 0.1 |
- 0.0157 |
- 0.0406 |
- 0.0392 |
- 0.0409 |
- 0.0267 |
-
-
- | 0.15 |
- 0.0145 |
- 0.0410 |
- 0.0379 |
- 0.0412 |
- 0.0227 |
-
-
- | 0.2 |
- 0.0149 |
- 0.0352 |
- 0.0330 |
- 0.0355 |
- 0.0214 |
-
-
- | 0.25 |
- 0.0131 |
- 0.0369 |
- 0.0342 |
- 0.0365 |
- 0.0201 |
-
-
- | 0.3 |
- 0.0135 |
- 0.0360 |
- 0.0321 |
- 0.0363 |
- 0.0178 |
-
-
- | 0.35 |
- 0.0132 |
- 0.0320 |
- 0.0297 |
- 0.0318 |
- 0.0196 |
-
-
- | 0.4 |
- 0.0130 |
- 0.0316 |
- 0.0282 |
- 0.0312 |
- 0.0168 |
-
-
- | 0.45 |
- 0.0133 |
- 0.0278 |
- 0.0252 |
- 0.0278 |
- 0.0147 |
-
-
- | 0.5 |
- 0.0102 |
- 0.0251 |
- 0.0228 |
- 0.0245 |
- 0.0136 |
-
-
- | 0.55 |
- 0.0095 |
- 0.0275 |
- 0.0240 |
- 0.0263 |
- 0.0111 |
-
-
- | 0.6 |
- 0.0101 |
- 0.0210 |
- 0.0180 |
- 0.0200 |
- 0.0110 |
-
-
- | 0.65 |
- 0.0098 |
- 0.0217 |
- 0.0187 |
- 0.0205 |
- 0.0097 |
-
-
- | 0.7 |
- 0.0086 |
- 0.0187 |
- 0.0167 |
- 0.0178 |
- 0.0106 |
-
-
- | 0.75 |
- 0.0081 |
- 0.0155 |
- 0.0131 |
- 0.0140 |
- 0.0091 |
-
-
- | 0.8 |
- 0.0071 |
- 0.0155 |
- 0.0124 |
- 0.0142 |
- 0.0100 |
-
-
- | 0.85 |
- 0.0076 |
- 0.0127 |
- 0.0105 |
- 0.0115 |
- 0.0104 |
-
-
- | 0.9 |
- 0.0062 |
- 0.0108 |
- 0.0079 |
- 0.0094 |
- 0.0108 |
-
-
- | 0.95 |
- 0.0072 |
- 0.0087 |
- 0.0074 |
- 0.0080 |
- 0.0130 |
-
-
- | 1.0 |
- 0.0067 |
- 0.0102 |
- 0.0078 |
- 0.0083 |
- 0.0147 |
-
-
- | avg |
- 0.0111 |
- 0.0265 |
- 0.0240 |
- 0.0260 |
- 0.0163 |
-
-
-
-
-
-
-
-
-
-
-## 90% positives
-> train: [0.09996662 0.90003338]
-> validation: [0.09996662 0.90003338]
-> bin_sld: 423.737s
-> mul_sld: 177.588s
-> bin_sld_gs: 1108.736s
-> mul_sld_gs: 666.006s
-> bin_sld_gsq: 518.900s
-> bin_pacc: 406.760s
-> mul_pacc: 133.174s
-> binmc_pacc: 401.789s
-> mulmc_pacc: 147.520s
-> binne_pacc: 400.414s
-> mulne_pacc: 148.167s
-> bin_pacc_gs: 722.523s
-> mul_pacc_gs: 252.340s
-> bin_cc: 378.760s
-> mul_cc: 126.045s
-> kfcv: 109.535s
-> ref: 87.159s
-> atc_mc: 99.104s
-> atc_ne: 101.467s
-> doc_feat: 83.819s
-> tot: 1113.236s
-
-
-
-
- |
- bin_pacc |
- mul_pacc |
- binmc_pacc |
- mulmc_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0085 |
- 0.0161 |
- 0.0633 |
- 0.0281 |
- 0.1704 |
-
-
- | 0.05 |
- 0.0169 |
- 0.0278 |
- 0.0908 |
- 0.0293 |
- 0.1614 |
-
-
- | 0.1 |
- 0.0152 |
- 0.0235 |
- 0.0901 |
- 0.0264 |
- 0.1528 |
-
-
- | 0.15 |
- 0.0124 |
- 0.0208 |
- 0.0843 |
- 0.0239 |
- 0.1426 |
-
-
- | 0.2 |
- 0.0145 |
- 0.0213 |
- 0.0682 |
- 0.0250 |
- 0.1334 |
-
-
- | 0.25 |
- 0.0144 |
- 0.0233 |
- 0.0711 |
- 0.0241 |
- 0.1217 |
-
-
- | 0.3 |
- 0.0139 |
- 0.0214 |
- 0.0704 |
- 0.0272 |
- 0.1131 |
-
-
- | 0.35 |
- 0.0136 |
- 0.0220 |
- 0.0643 |
- 0.0235 |
- 0.1040 |
-
-
- | 0.4 |
- 0.0138 |
- 0.0225 |
- 0.0614 |
- 0.0207 |
- 0.0943 |
-
-
- | 0.45 |
- 0.0122 |
- 0.0196 |
- 0.0569 |
- 0.0208 |
- 0.0847 |
-
-
- | 0.5 |
- 0.0129 |
- 0.0195 |
- 0.0518 |
- 0.0205 |
- 0.0749 |
-
-
- | 0.55 |
- 0.0127 |
- 0.0218 |
- 0.0540 |
- 0.0198 |
- 0.0622 |
-
-
- | 0.6 |
- 0.0114 |
- 0.0174 |
- 0.0447 |
- 0.0195 |
- 0.0541 |
-
-
- | 0.65 |
- 0.0127 |
- 0.0209 |
- 0.0444 |
- 0.0208 |
- 0.0422 |
-
-
- | 0.7 |
- 0.0123 |
- 0.0176 |
- 0.0369 |
- 0.0179 |
- 0.0334 |
-
-
- | 0.75 |
- 0.0104 |
- 0.0157 |
- 0.0319 |
- 0.0160 |
- 0.0239 |
-
-
- | 0.8 |
- 0.0111 |
- 0.0161 |
- 0.0287 |
- 0.0172 |
- 0.0168 |
-
-
- | 0.85 |
- 0.0110 |
- 0.0159 |
- 0.0252 |
- 0.0165 |
- 0.0090 |
-
-
- | 0.9 |
- 0.0097 |
- 0.0135 |
- 0.0201 |
- 0.0158 |
- 0.0070 |
-
-
- | 0.95 |
- 0.0095 |
- 0.0132 |
- 0.0152 |
- 0.0142 |
- 0.0134 |
-
-
- | 1.0 |
- 0.0103 |
- 0.0129 |
- 0.0120 |
- 0.0161 |
- 0.0243 |
-
-
- | avg |
- 0.0124 |
- 0.0192 |
- 0.0517 |
- 0.0211 |
- 0.0781 |
-
-
-
-
-
-
-
-
-
-
-## avg
-### avg on train
-
-
-
- |
- bin_pacc |
- mul_pacc |
- binmc_pacc |
- mulmc_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0167 |
- 0.0224 |
- 0.0262 |
- 0.0221 |
- 0.0325 |
-
-
- | 0.05 |
- 0.0204 |
- 0.0262 |
- 0.0332 |
- 0.0243 |
- 0.0294 |
-
-
- | 0.1 |
- 0.0193 |
- 0.0240 |
- 0.0317 |
- 0.0230 |
- 0.0280 |
-
-
- | 0.15 |
- 0.0186 |
- 0.0240 |
- 0.0298 |
- 0.0229 |
- 0.0264 |
-
-
- | 0.2 |
- 0.0179 |
- 0.0224 |
- 0.0261 |
- 0.0218 |
- 0.0266 |
-
-
- | 0.25 |
- 0.0183 |
- 0.0238 |
- 0.0261 |
- 0.0228 |
- 0.0252 |
-
-
- | 0.3 |
- 0.0183 |
- 0.0234 |
- 0.0256 |
- 0.0231 |
- 0.0257 |
-
-
- | 0.35 |
- 0.0194 |
- 0.0239 |
- 0.0249 |
- 0.0234 |
- 0.0267 |
-
-
- | 0.4 |
- 0.0195 |
- 0.0239 |
- 0.0238 |
- 0.0230 |
- 0.0263 |
-
-
- | 0.45 |
- 0.0187 |
- 0.0232 |
- 0.0221 |
- 0.0226 |
- 0.0265 |
-
-
- | 0.5 |
- 0.0187 |
- 0.0229 |
- 0.0209 |
- 0.0221 |
- 0.0266 |
-
-
- | 0.55 |
- 0.0187 |
- 0.0235 |
- 0.0204 |
- 0.0226 |
- 0.0268 |
-
-
- | 0.6 |
- 0.0178 |
- 0.0213 |
- 0.0184 |
- 0.0213 |
- 0.0267 |
-
-
- | 0.65 |
- 0.0193 |
- 0.0231 |
- 0.0194 |
- 0.0225 |
- 0.0285 |
-
-
- | 0.7 |
- 0.0200 |
- 0.0231 |
- 0.0183 |
- 0.0230 |
- 0.0292 |
-
-
- | 0.75 |
- 0.0196 |
- 0.0224 |
- 0.0169 |
- 0.0221 |
- 0.0296 |
-
-
- | 0.8 |
- 0.0191 |
- 0.0225 |
- 0.0162 |
- 0.0223 |
- 0.0303 |
-
-
- | 0.85 |
- 0.0198 |
- 0.0230 |
- 0.0160 |
- 0.0229 |
- 0.0319 |
-
-
- | 0.9 |
- 0.0197 |
- 0.0228 |
- 0.0155 |
- 0.0234 |
- 0.0333 |
-
-
- | 0.95 |
- 0.0196 |
- 0.0224 |
- 0.0149 |
- 0.0226 |
- 0.0357 |
-
-
- | 1.0 |
- 0.0207 |
- 0.0235 |
- 0.0130 |
- 0.0241 |
- 0.0403 |
-
-
- | avg |
- 0.0190 |
- 0.0232 |
- 0.0219 |
- 0.0228 |
- 0.0292 |
-
-
-
-
-
-
-### avg on test
-
-
-
- |
- bin_pacc |
- mul_pacc |
- binmc_pacc |
- mulmc_pacc |
- atc_mc |
-
-
-
-
- | 0.1 |
- 0.0382 |
- 0.0367 |
- 0.0230 |
- 0.0462 |
- 0.0644 |
-
-
- | 0.2 |
- 0.0152 |
- 0.0126 |
- 0.0111 |
- 0.0113 |
- 0.0259 |
-
-
- | 0.3 |
- 0.0143 |
- 0.0158 |
- 0.0107 |
- 0.0141 |
- 0.0280 |
-
-
- | 0.4 |
- 0.0115 |
- 0.0154 |
- 0.0152 |
- 0.0141 |
- 0.0147 |
-
-
- | 0.5 |
- 0.0131 |
- 0.0135 |
- 0.0186 |
- 0.0132 |
- 0.0140 |
-
-
- | 0.6 |
- 0.0210 |
- 0.0311 |
- 0.0124 |
- 0.0244 |
- 0.0082 |
-
-
- | 0.7 |
- 0.0346 |
- 0.0384 |
- 0.0301 |
- 0.0344 |
- 0.0128 |
-
-
- | 0.8 |
- 0.0111 |
- 0.0265 |
- 0.0240 |
- 0.0260 |
- 0.0163 |
-
-
- | 0.9 |
- 0.0124 |
- 0.0192 |
- 0.0517 |
- 0.0211 |
- 0.0781 |
-
-
- | avg |
- 0.0190 |
- 0.0232 |
- 0.0219 |
- 0.0228 |
- 0.0292 |
-
-
-
-
-
-
-### avg dataset shift
-
diff --git a/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_max_conf_vs_atc_pacc_f1.md b/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_max_conf_vs_atc_pacc_f1.md
deleted file mode 100644
index 04deeb5..0000000
--- a/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_max_conf_vs_atc_pacc_f1.md
+++ /dev/null
@@ -1,2294 +0,0 @@
-# rcv1_CCAT_9prevs
-
-## 10% positives
-> train: [0.90003338 0.09996662]
-> validation: [0.90003338 0.09996662]
-> bin_sld: 426.003s
-> mul_sld: 199.118s
-> bin_sld_gs: 1070.285s
-> mul_sld_gs: 686.591s
-> bin_pacc: 409.897s
-> mul_pacc: 169.591s
-> binmc_pacc: 412.906s
-> mulmc_pacc: 173.043s
-> binne_pacc: 411.128s
-> mulne_pacc: 146.658s
-> bin_pacc_gs: 710.525s
-> mul_pacc_gs: 245.764s
-> bin_cc: 389.472s
-> mul_cc: 148.220s
-> kfcv: 130.095s
-> ref: 120.267s
-> atc_mc: 125.236s
-> atc_ne: 121.957s
-> doc_feat: 83.796s
-> tot: 1073.769s
-
-
-
-
- |
- bin_pacc |
- mul_pacc |
- binmc_pacc |
- mulmc_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0431 |
- 0.5019 |
- 0.0538 |
- 0.3547 |
- 0.0022 |
-
-
- | 0.05 |
- 0.0397 |
- 0.1504 |
- 0.0395 |
- 0.0752 |
- 0.2253 |
-
-
- | 0.1 |
- 0.0305 |
- 0.0804 |
- 0.0252 |
- 0.0458 |
- 0.1997 |
-
-
- | 0.15 |
- 0.0240 |
- 0.0614 |
- 0.0184 |
- 0.0369 |
- 0.2018 |
-
-
- | 0.2 |
- 0.0236 |
- 0.0548 |
- 0.0161 |
- 0.0382 |
- 0.1936 |
-
-
- | 0.25 |
- 0.0238 |
- 0.0541 |
- 0.0146 |
- 0.0351 |
- 0.1943 |
-
-
- | 0.3 |
- 0.0226 |
- 0.0458 |
- 0.0124 |
- 0.0358 |
- 0.1865 |
-
-
- | 0.35 |
- 0.0253 |
- 0.0417 |
- 0.0106 |
- 0.0329 |
- 0.1849 |
-
-
- | 0.4 |
- 0.0242 |
- 0.0424 |
- 0.0115 |
- 0.0312 |
- 0.1852 |
-
-
- | 0.45 |
- 0.0227 |
- 0.0444 |
- 0.0124 |
- 0.0358 |
- 0.1824 |
-
-
- | 0.5 |
- 0.0223 |
- 0.0367 |
- 0.0107 |
- 0.0329 |
- 0.1836 |
-
-
- | 0.55 |
- 0.0231 |
- 0.0386 |
- 0.0091 |
- 0.0328 |
- 0.1801 |
-
-
- | 0.6 |
- 0.0204 |
- 0.0355 |
- 0.0100 |
- 0.0310 |
- 0.1872 |
-
-
- | 0.65 |
- 0.0227 |
- 0.0332 |
- 0.0095 |
- 0.0285 |
- 0.1871 |
-
-
- | 0.7 |
- 0.0222 |
- 0.0365 |
- 0.0089 |
- 0.0291 |
- 0.1884 |
-
-
- | 0.75 |
- 0.0222 |
- 0.0347 |
- 0.0081 |
- 0.0326 |
- 0.1829 |
-
-
- | 0.8 |
- 0.0212 |
- 0.0312 |
- 0.0101 |
- 0.0322 |
- 0.1840 |
-
-
- | 0.85 |
- 0.0223 |
- 0.0307 |
- 0.0090 |
- 0.0334 |
- 0.1816 |
-
-
- | 0.9 |
- 0.0235 |
- 0.0325 |
- 0.0080 |
- 0.0337 |
- 0.1818 |
-
-
- | 0.95 |
- 0.0220 |
- 0.0333 |
- 0.0100 |
- 0.0301 |
- 0.1848 |
-
-
- | 1.0 |
- 0.0227 |
- 0.0307 |
- 0.0079 |
- 0.0301 |
- 0.1850 |
-
-
- | avg |
- 0.0250 |
- 0.0691 |
- 0.0150 |
- 0.0509 |
- 0.1801 |
-
-
-
-
-
-
-
-
-
-
-## 20% positives
-> train: [0.79989987 0.20010013]
-> validation: [0.80006676 0.19993324]
-> bin_sld: 422.895s
-> mul_sld: 162.786s
-> bin_sld_gs: 1128.064s
-> mul_sld_gs: 683.619s
-> bin_sld_gsq: 524.432s
-> bin_pacc: 410.462s
-> mul_pacc: 155.872s
-> binmc_pacc: 407.039s
-> mulmc_pacc: 173.902s
-> binne_pacc: 410.358s
-> mulne_pacc: 167.292s
-> bin_pacc_gs: 732.626s
-> mul_pacc_gs: 261.935s
-> bin_cc: 396.948s
-> mul_cc: 147.743s
-> kfcv: 132.118s
-> ref: 106.145s
-> atc_mc: 127.911s
-> atc_ne: 121.613s
-> doc_feat: 80.220s
-> tot: 1132.799s
-
-
-
-
- |
- bin_pacc |
- mul_pacc |
- binmc_pacc |
- mulmc_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0411 |
- 0.2338 |
- 0.0278 |
- 0.4077 |
- 0.1159 |
-
-
- | 0.05 |
- 0.0660 |
- 0.0772 |
- 0.1122 |
- 0.0569 |
- 0.1303 |
-
-
- | 0.1 |
- 0.0365 |
- 0.0482 |
- 0.0582 |
- 0.0337 |
- 0.0916 |
-
-
- | 0.15 |
- 0.0272 |
- 0.0383 |
- 0.0412 |
- 0.0256 |
- 0.0794 |
-
-
- | 0.2 |
- 0.0234 |
- 0.0308 |
- 0.0262 |
- 0.0232 |
- 0.0673 |
-
-
- | 0.25 |
- 0.0186 |
- 0.0251 |
- 0.0212 |
- 0.0182 |
- 0.0623 |
-
-
- | 0.3 |
- 0.0168 |
- 0.0260 |
- 0.0192 |
- 0.0182 |
- 0.0592 |
-
-
- | 0.35 |
- 0.0135 |
- 0.0194 |
- 0.0128 |
- 0.0136 |
- 0.0518 |
-
-
- | 0.4 |
- 0.0158 |
- 0.0218 |
- 0.0132 |
- 0.0153 |
- 0.0536 |
-
-
- | 0.45 |
- 0.0153 |
- 0.0196 |
- 0.0115 |
- 0.0148 |
- 0.0510 |
-
-
- | 0.5 |
- 0.0139 |
- 0.0198 |
- 0.0106 |
- 0.0136 |
- 0.0518 |
-
-
- | 0.55 |
- 0.0139 |
- 0.0187 |
- 0.0102 |
- 0.0127 |
- 0.0533 |
-
-
- | 0.6 |
- 0.0130 |
- 0.0179 |
- 0.0090 |
- 0.0130 |
- 0.0506 |
-
-
- | 0.65 |
- 0.0145 |
- 0.0180 |
- 0.0095 |
- 0.0139 |
- 0.0480 |
-
-
- | 0.7 |
- 0.0141 |
- 0.0148 |
- 0.0071 |
- 0.0141 |
- 0.0453 |
-
-
- | 0.75 |
- 0.0146 |
- 0.0154 |
- 0.0064 |
- 0.0143 |
- 0.0428 |
-
-
- | 0.8 |
- 0.0130 |
- 0.0148 |
- 0.0058 |
- 0.0121 |
- 0.0472 |
-
-
- | 0.85 |
- 0.0137 |
- 0.0141 |
- 0.0056 |
- 0.0130 |
- 0.0461 |
-
-
- | 0.9 |
- 0.0133 |
- 0.0144 |
- 0.0055 |
- 0.0135 |
- 0.0439 |
-
-
- | 0.95 |
- 0.0123 |
- 0.0140 |
- 0.0053 |
- 0.0117 |
- 0.0468 |
-
-
- | 1.0 |
- 0.0142 |
- 0.0126 |
- 0.0036 |
- 0.0143 |
- 0.0425 |
-
-
- | avg |
- 0.0202 |
- 0.0340 |
- 0.0201 |
- 0.0368 |
- 0.0610 |
-
-
-
-
-
-
-
-
-
-
-## 30% positives
-> train: [0.69993324 0.30006676]
-> validation: [0.70010013 0.29989987]
-> bin_sld: 421.459s
-> mul_sld: 146.321s
-> bin_sld_gs: 1159.421s
-> mul_sld_gs: 690.743s
-> bin_sld_gsq: 531.736s
-> bin_pacc: 423.881s
-> mul_pacc: 166.104s
-> binmc_pacc: 422.818s
-> mulmc_pacc: 164.572s
-> binne_pacc: 409.704s
-> mulne_pacc: 155.476s
-> bin_pacc_gs: 737.229s
-> mul_pacc_gs: 269.465s
-> bin_cc: 400.220s
-> mul_cc: 118.299s
-> kfcv: 131.612s
-> ref: 122.392s
-> atc_mc: 119.095s
-> atc_ne: 108.266s
-> doc_feat: 96.341s
-> tot: 1163.937s
-
-
-
-
- |
- bin_pacc |
- mul_pacc |
- binmc_pacc |
- mulmc_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0275 |
- 0.1629 |
- 0.0065 |
- 0.1298 |
- 0.3301 |
-
-
- | 0.05 |
- 0.0791 |
- 0.0713 |
- 0.1146 |
- 0.0881 |
- 0.0519 |
-
-
- | 0.1 |
- 0.0441 |
- 0.0448 |
- 0.0590 |
- 0.0542 |
- 0.0306 |
-
-
- | 0.15 |
- 0.0276 |
- 0.0302 |
- 0.0352 |
- 0.0364 |
- 0.0252 |
-
-
- | 0.2 |
- 0.0237 |
- 0.0248 |
- 0.0257 |
- 0.0271 |
- 0.0190 |
-
-
- | 0.25 |
- 0.0210 |
- 0.0217 |
- 0.0205 |
- 0.0249 |
- 0.0167 |
-
-
- | 0.3 |
- 0.0165 |
- 0.0170 |
- 0.0161 |
- 0.0192 |
- 0.0132 |
-
-
- | 0.35 |
- 0.0165 |
- 0.0178 |
- 0.0146 |
- 0.0190 |
- 0.0170 |
-
-
- | 0.4 |
- 0.0163 |
- 0.0161 |
- 0.0131 |
- 0.0186 |
- 0.0141 |
-
-
- | 0.45 |
- 0.0144 |
- 0.0160 |
- 0.0099 |
- 0.0158 |
- 0.0135 |
-
-
- | 0.5 |
- 0.0148 |
- 0.0153 |
- 0.0092 |
- 0.0146 |
- 0.0153 |
-
-
- | 0.55 |
- 0.0149 |
- 0.0151 |
- 0.0074 |
- 0.0146 |
- 0.0146 |
-
-
- | 0.6 |
- 0.0124 |
- 0.0145 |
- 0.0076 |
- 0.0134 |
- 0.0142 |
-
-
- | 0.65 |
- 0.0128 |
- 0.0152 |
- 0.0082 |
- 0.0136 |
- 0.0159 |
-
-
- | 0.7 |
- 0.0129 |
- 0.0146 |
- 0.0071 |
- 0.0135 |
- 0.0145 |
-
-
- | 0.75 |
- 0.0121 |
- 0.0142 |
- 0.0069 |
- 0.0123 |
- 0.0144 |
-
-
- | 0.8 |
- 0.0120 |
- 0.0146 |
- 0.0058 |
- 0.0124 |
- 0.0157 |
-
-
- | 0.85 |
- 0.0118 |
- 0.0152 |
- 0.0062 |
- 0.0130 |
- 0.0168 |
-
-
- | 0.9 |
- 0.0111 |
- 0.0148 |
- 0.0057 |
- 0.0126 |
- 0.0155 |
-
-
- | 0.95 |
- 0.0117 |
- 0.0152 |
- 0.0063 |
- 0.0131 |
- 0.0152 |
-
-
- | 1.0 |
- 0.0122 |
- 0.0157 |
- 0.0010 |
- 0.0139 |
- 0.0177 |
-
-
- | avg |
- 0.0203 |
- 0.0279 |
- 0.0184 |
- 0.0276 |
- 0.0334 |
-
-
-
-
-
-
-
-
-
-
-## 40% positives
-> train: [0.59996662 0.40003338]
-> validation: [0.59996662 0.40003338]
-> bin_sld: 434.111s
-> mul_sld: 159.616s
-> bin_sld_gs: 1179.818s
-> mul_sld_gs: 695.793s
-> bin_sld_gsq: 546.801s
-> bin_pacc: 431.189s
-> mul_pacc: 143.236s
-> binmc_pacc: 422.668s
-> mulmc_pacc: 167.615s
-> binne_pacc: 427.798s
-> mulne_pacc: 166.144s
-> bin_pacc_gs: 739.438s
-> mul_pacc_gs: 261.609s
-> bin_cc: 402.646s
-> mul_cc: 152.045s
-> kfcv: 121.176s
-> ref: 127.991s
-> atc_mc: 129.960s
-> atc_ne: 115.970s
-> doc_feat: 79.386s
-> tot: 1183.412s
-
-
-
-
- |
- bin_pacc |
- mul_pacc |
- binmc_pacc |
- mulmc_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.1030 |
- 0.2496 |
- 0.1373 |
- 0.1338 |
- 0.3564 |
-
-
- | 0.05 |
- 0.0737 |
- 0.0640 |
- 0.0865 |
- 0.0585 |
- 0.0506 |
-
-
- | 0.1 |
- 0.0471 |
- 0.0367 |
- 0.0651 |
- 0.0391 |
- 0.0460 |
-
-
- | 0.15 |
- 0.0324 |
- 0.0298 |
- 0.0425 |
- 0.0302 |
- 0.0318 |
-
-
- | 0.2 |
- 0.0248 |
- 0.0238 |
- 0.0312 |
- 0.0278 |
- 0.0254 |
-
-
- | 0.25 |
- 0.0209 |
- 0.0257 |
- 0.0217 |
- 0.0275 |
- 0.0197 |
-
-
- | 0.3 |
- 0.0171 |
- 0.0189 |
- 0.0189 |
- 0.0190 |
- 0.0174 |
-
-
- | 0.35 |
- 0.0170 |
- 0.0194 |
- 0.0158 |
- 0.0195 |
- 0.0129 |
-
-
- | 0.4 |
- 0.0153 |
- 0.0194 |
- 0.0139 |
- 0.0201 |
- 0.0118 |
-
-
- | 0.45 |
- 0.0114 |
- 0.0155 |
- 0.0112 |
- 0.0155 |
- 0.0095 |
-
-
- | 0.5 |
- 0.0116 |
- 0.0157 |
- 0.0101 |
- 0.0148 |
- 0.0088 |
-
-
- | 0.55 |
- 0.0098 |
- 0.0156 |
- 0.0091 |
- 0.0147 |
- 0.0085 |
-
-
- | 0.6 |
- 0.0097 |
- 0.0155 |
- 0.0095 |
- 0.0144 |
- 0.0078 |
-
-
- | 0.65 |
- 0.0093 |
- 0.0150 |
- 0.0099 |
- 0.0139 |
- 0.0093 |
-
-
- | 0.7 |
- 0.0089 |
- 0.0146 |
- 0.0107 |
- 0.0138 |
- 0.0090 |
-
-
- | 0.75 |
- 0.0075 |
- 0.0123 |
- 0.0090 |
- 0.0105 |
- 0.0075 |
-
-
- | 0.8 |
- 0.0070 |
- 0.0126 |
- 0.0096 |
- 0.0108 |
- 0.0066 |
-
-
- | 0.85 |
- 0.0063 |
- 0.0129 |
- 0.0099 |
- 0.0109 |
- 0.0084 |
-
-
- | 0.9 |
- 0.0058 |
- 0.0121 |
- 0.0109 |
- 0.0103 |
- 0.0078 |
-
-
- | 0.95 |
- 0.0054 |
- 0.0126 |
- 0.0104 |
- 0.0101 |
- 0.0097 |
-
-
- | 1.0 |
- 0.0057 |
- 0.0119 |
- 0.0114 |
- 0.0091 |
- 0.0090 |
-
-
- | avg |
- 0.0214 |
- 0.0311 |
- 0.0264 |
- 0.0250 |
- 0.0321 |
-
-
-
-
-
-
-
-
-
-
-## 50% positives
-> train: [0.5 0.5]
-> validation: [0.5 0.5]
-> bin_sld: 441.783s
-> mul_sld: 169.393s
-> bin_sld_gs: 1166.420s
-> mul_sld_gs: 689.481s
-> bin_sld_gsq: 549.038s
-> bin_pacc: 427.369s
-> mul_pacc: 166.563s
-> binmc_pacc: 426.636s
-> mulmc_pacc: 176.801s
-> binne_pacc: 435.657s
-> mulne_pacc: 161.090s
-> bin_pacc_gs: 730.060s
-> mul_pacc_gs: 266.437s
-> bin_cc: 412.726s
-> mul_cc: 152.522s
-> kfcv: 134.253s
-> ref: 128.737s
-> atc_mc: 129.517s
-> atc_ne: 122.889s
-> doc_feat: 88.896s
-> tot: 1170.874s
-
-
-
-
- |
- bin_pacc |
- mul_pacc |
- binmc_pacc |
- mulmc_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0510 |
- 0.1875 |
- 0.0147 |
- 0.0916 |
- 0.5135 |
-
-
- | 0.05 |
- 0.0718 |
- 0.0638 |
- 0.1365 |
- 0.0660 |
- 0.1066 |
-
-
- | 0.1 |
- 0.0492 |
- 0.0389 |
- 0.0999 |
- 0.0430 |
- 0.0476 |
-
-
- | 0.15 |
- 0.0376 |
- 0.0351 |
- 0.0706 |
- 0.0346 |
- 0.0306 |
-
-
- | 0.2 |
- 0.0267 |
- 0.0250 |
- 0.0503 |
- 0.0254 |
- 0.0235 |
-
-
- | 0.25 |
- 0.0221 |
- 0.0213 |
- 0.0388 |
- 0.0199 |
- 0.0158 |
-
-
- | 0.3 |
- 0.0212 |
- 0.0212 |
- 0.0336 |
- 0.0198 |
- 0.0147 |
-
-
- | 0.35 |
- 0.0210 |
- 0.0211 |
- 0.0296 |
- 0.0193 |
- 0.0151 |
-
-
- | 0.4 |
- 0.0162 |
- 0.0174 |
- 0.0233 |
- 0.0149 |
- 0.0105 |
-
-
- | 0.45 |
- 0.0137 |
- 0.0150 |
- 0.0185 |
- 0.0135 |
- 0.0119 |
-
-
- | 0.5 |
- 0.0125 |
- 0.0139 |
- 0.0156 |
- 0.0116 |
- 0.0115 |
-
-
- | 0.55 |
- 0.0100 |
- 0.0110 |
- 0.0110 |
- 0.0102 |
- 0.0105 |
-
-
- | 0.6 |
- 0.0111 |
- 0.0104 |
- 0.0110 |
- 0.0106 |
- 0.0107 |
-
-
- | 0.65 |
- 0.0104 |
- 0.0103 |
- 0.0102 |
- 0.0105 |
- 0.0114 |
-
-
- | 0.7 |
- 0.0104 |
- 0.0111 |
- 0.0101 |
- 0.0112 |
- 0.0103 |
-
-
- | 0.75 |
- 0.0092 |
- 0.0102 |
- 0.0084 |
- 0.0096 |
- 0.0097 |
-
-
- | 0.8 |
- 0.0080 |
- 0.0092 |
- 0.0068 |
- 0.0091 |
- 0.0117 |
-
-
- | 0.85 |
- 0.0067 |
- 0.0086 |
- 0.0060 |
- 0.0076 |
- 0.0104 |
-
-
- | 0.9 |
- 0.0064 |
- 0.0081 |
- 0.0058 |
- 0.0083 |
- 0.0117 |
-
-
- | 0.95 |
- 0.0054 |
- 0.0079 |
- 0.0045 |
- 0.0077 |
- 0.0117 |
-
-
- | 1.0 |
- 0.0035 |
- 0.0077 |
- 0.0019 |
- 0.0061 |
- 0.0128 |
-
-
- | avg |
- 0.0202 |
- 0.0264 |
- 0.0289 |
- 0.0214 |
- 0.0434 |
-
-
-
-
-
-
-
-
-
-
-## 60% positives
-> train: [0.40003338 0.59996662]
-> validation: [0.40003338 0.59996662]
-> bin_sld: 426.378s
-> mul_sld: 153.126s
-> bin_sld_gs: 1140.607s
-> mul_sld_gs: 673.397s
-> bin_sld_gsq: 528.696s
-> bin_pacc: 420.283s
-> mul_pacc: 148.016s
-> binmc_pacc: 405.920s
-> mulmc_pacc: 167.711s
-> binne_pacc: 417.205s
-> mulne_pacc: 145.013s
-> bin_pacc_gs: 730.537s
-> mul_pacc_gs: 261.004s
-> bin_cc: 394.352s
-> mul_cc: 143.652s
-> kfcv: 122.227s
-> ref: 122.352s
-> atc_mc: 120.259s
-> atc_ne: 113.567s
-> doc_feat: 80.306s
-> tot: 1146.639s
-
-
-
-
- |
- bin_pacc |
- mul_pacc |
- binmc_pacc |
- mulmc_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0341 |
- 0.1107 |
- 0.1108 |
- 0.0299 |
- 0.5310 |
-
-
- | 0.05 |
- 0.0700 |
- 0.0541 |
- 0.0536 |
- 0.0827 |
- 0.2044 |
-
-
- | 0.1 |
- 0.0628 |
- 0.0662 |
- 0.0376 |
- 0.0723 |
- 0.1045 |
-
-
- | 0.15 |
- 0.0569 |
- 0.0666 |
- 0.0270 |
- 0.0639 |
- 0.0571 |
-
-
- | 0.2 |
- 0.0410 |
- 0.0541 |
- 0.0240 |
- 0.0481 |
- 0.0407 |
-
-
- | 0.25 |
- 0.0400 |
- 0.0524 |
- 0.0199 |
- 0.0463 |
- 0.0228 |
-
-
- | 0.3 |
- 0.0344 |
- 0.0458 |
- 0.0171 |
- 0.0391 |
- 0.0196 |
-
-
- | 0.35 |
- 0.0320 |
- 0.0417 |
- 0.0173 |
- 0.0371 |
- 0.0125 |
-
-
- | 0.4 |
- 0.0273 |
- 0.0353 |
- 0.0146 |
- 0.0319 |
- 0.0100 |
-
-
- | 0.45 |
- 0.0230 |
- 0.0310 |
- 0.0124 |
- 0.0271 |
- 0.0101 |
-
-
- | 0.5 |
- 0.0211 |
- 0.0274 |
- 0.0136 |
- 0.0251 |
- 0.0081 |
-
-
- | 0.55 |
- 0.0175 |
- 0.0235 |
- 0.0095 |
- 0.0216 |
- 0.0076 |
-
-
- | 0.6 |
- 0.0138 |
- 0.0180 |
- 0.0105 |
- 0.0174 |
- 0.0060 |
-
-
- | 0.65 |
- 0.0122 |
- 0.0163 |
- 0.0089 |
- 0.0158 |
- 0.0060 |
-
-
- | 0.7 |
- 0.0136 |
- 0.0162 |
- 0.0094 |
- 0.0167 |
- 0.0055 |
-
-
- | 0.75 |
- 0.0112 |
- 0.0135 |
- 0.0080 |
- 0.0140 |
- 0.0051 |
-
-
- | 0.8 |
- 0.0095 |
- 0.0106 |
- 0.0083 |
- 0.0117 |
- 0.0042 |
-
-
- | 0.85 |
- 0.0090 |
- 0.0104 |
- 0.0074 |
- 0.0113 |
- 0.0042 |
-
-
- | 0.9 |
- 0.0083 |
- 0.0086 |
- 0.0069 |
- 0.0108 |
- 0.0045 |
-
-
- | 0.95 |
- 0.0069 |
- 0.0065 |
- 0.0064 |
- 0.0083 |
- 0.0037 |
-
-
- | 1.0 |
- 0.0057 |
- 0.0055 |
- 0.0047 |
- 0.0073 |
- 0.0034 |
-
-
- | avg |
- 0.0262 |
- 0.0340 |
- 0.0204 |
- 0.0304 |
- 0.0510 |
-
-
-
-
-
-
-
-
-
-
-## 70% positives
-> train: [0.29989987 0.70010013]
-> validation: [0.30006676 0.69993324]
-> bin_sld: 417.731s
-> mul_sld: 155.451s
-> bin_sld_gs: 1141.720s
-> mul_sld_gs: 680.203s
-> bin_sld_gsq: 527.251s
-> bin_pacc: 413.591s
-> mul_pacc: 130.941s
-> binmc_pacc: 410.011s
-> mulmc_pacc: 160.422s
-> binne_pacc: 411.824s
-> mulne_pacc: 150.120s
-> bin_pacc_gs: 731.866s
-> mul_pacc_gs: 262.250s
-> bin_cc: 396.501s
-> mul_cc: 145.444s
-> kfcv: 127.528s
-> ref: 121.369s
-> atc_mc: 106.641s
-> atc_ne: 101.076s
-> doc_feat: 86.241s
-> tot: 1146.268s
-
-
-
-
- |
- bin_pacc |
- mul_pacc |
- binmc_pacc |
- mulmc_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0048 |
- 0.0014 |
- 0.0004 |
- 0.0013 |
- 0.5749 |
-
-
- | 0.05 |
- 0.1001 |
- 0.1223 |
- 0.1362 |
- 0.1137 |
- 0.3336 |
-
-
- | 0.1 |
- 0.0849 |
- 0.0992 |
- 0.1019 |
- 0.0928 |
- 0.2163 |
-
-
- | 0.15 |
- 0.0803 |
- 0.0877 |
- 0.0892 |
- 0.0824 |
- 0.1450 |
-
-
- | 0.2 |
- 0.0633 |
- 0.0706 |
- 0.0677 |
- 0.0662 |
- 0.1055 |
-
-
- | 0.25 |
- 0.0626 |
- 0.0676 |
- 0.0639 |
- 0.0627 |
- 0.0703 |
-
-
- | 0.3 |
- 0.0521 |
- 0.0575 |
- 0.0512 |
- 0.0524 |
- 0.0549 |
-
-
- | 0.35 |
- 0.0477 |
- 0.0535 |
- 0.0458 |
- 0.0480 |
- 0.0403 |
-
-
- | 0.4 |
- 0.0427 |
- 0.0473 |
- 0.0400 |
- 0.0424 |
- 0.0279 |
-
-
- | 0.45 |
- 0.0356 |
- 0.0419 |
- 0.0329 |
- 0.0373 |
- 0.0225 |
-
-
- | 0.5 |
- 0.0300 |
- 0.0351 |
- 0.0267 |
- 0.0308 |
- 0.0165 |
-
-
- | 0.55 |
- 0.0275 |
- 0.0326 |
- 0.0234 |
- 0.0279 |
- 0.0120 |
-
-
- | 0.6 |
- 0.0202 |
- 0.0258 |
- 0.0169 |
- 0.0215 |
- 0.0095 |
-
-
- | 0.65 |
- 0.0191 |
- 0.0244 |
- 0.0159 |
- 0.0206 |
- 0.0089 |
-
-
- | 0.7 |
- 0.0161 |
- 0.0228 |
- 0.0124 |
- 0.0181 |
- 0.0060 |
-
-
- | 0.75 |
- 0.0132 |
- 0.0199 |
- 0.0103 |
- 0.0156 |
- 0.0047 |
-
-
- | 0.8 |
- 0.0111 |
- 0.0173 |
- 0.0087 |
- 0.0135 |
- 0.0044 |
-
-
- | 0.85 |
- 0.0098 |
- 0.0158 |
- 0.0078 |
- 0.0122 |
- 0.0045 |
-
-
- | 0.9 |
- 0.0067 |
- 0.0131 |
- 0.0050 |
- 0.0092 |
- 0.0036 |
-
-
- | 0.95 |
- 0.0055 |
- 0.0109 |
- 0.0046 |
- 0.0076 |
- 0.0035 |
-
-
- | 1.0 |
- 0.0044 |
- 0.0106 |
- 0.0039 |
- 0.0070 |
- 0.0032 |
-
-
- | avg |
- 0.0351 |
- 0.0418 |
- 0.0364 |
- 0.0373 |
- 0.0794 |
-
-
-
-
-
-
-
-
-
-
-## 80% positives
-> train: [0.19993324 0.80006676]
-> validation: [0.20010013 0.79989987]
-> bin_sld: 437.768s
-> mul_sld: 162.581s
-> bin_sld_gs: 1142.333s
-> mul_sld_gs: 680.247s
-> bin_sld_gsq: 532.404s
-> bin_pacc: 414.897s
-> mul_pacc: 158.907s
-> binmc_pacc: 406.361s
-> mulmc_pacc: 141.227s
-> binne_pacc: 414.412s
-> mulne_pacc: 158.498s
-> bin_pacc_gs: 720.921s
-> mul_pacc_gs: 272.540s
-> bin_cc: 395.525s
-> mul_cc: 139.596s
-> kfcv: 123.479s
-> ref: 124.418s
-> atc_mc: 126.354s
-> atc_ne: 101.451s
-> doc_feat: 111.799s
-> tot: 1146.771s
-
-
-
-
- |
- bin_pacc |
- mul_pacc |
- binmc_pacc |
- mulmc_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.1760 |
- 0.0293 |
- 0.0919 |
- 0.0959 |
- 0.5459 |
-
-
- | 0.05 |
- 0.1147 |
- 0.0324 |
- 0.0430 |
- 0.0480 |
- 0.3941 |
-
-
- | 0.1 |
- 0.0838 |
- 0.0292 |
- 0.0285 |
- 0.0295 |
- 0.2954 |
-
-
- | 0.15 |
- 0.0611 |
- 0.0290 |
- 0.0211 |
- 0.0221 |
- 0.2206 |
-
-
- | 0.2 |
- 0.0485 |
- 0.0264 |
- 0.0162 |
- 0.0165 |
- 0.1701 |
-
-
- | 0.25 |
- 0.0328 |
- 0.0300 |
- 0.0185 |
- 0.0191 |
- 0.1277 |
-
-
- | 0.3 |
- 0.0265 |
- 0.0279 |
- 0.0174 |
- 0.0199 |
- 0.0994 |
-
-
- | 0.35 |
- 0.0207 |
- 0.0254 |
- 0.0184 |
- 0.0192 |
- 0.0774 |
-
-
- | 0.4 |
- 0.0164 |
- 0.0246 |
- 0.0175 |
- 0.0198 |
- 0.0563 |
-
-
- | 0.45 |
- 0.0151 |
- 0.0200 |
- 0.0149 |
- 0.0156 |
- 0.0440 |
-
-
- | 0.5 |
- 0.0110 |
- 0.0181 |
- 0.0136 |
- 0.0145 |
- 0.0323 |
-
-
- | 0.55 |
- 0.0085 |
- 0.0195 |
- 0.0151 |
- 0.0161 |
- 0.0206 |
-
-
- | 0.6 |
- 0.0085 |
- 0.0143 |
- 0.0108 |
- 0.0121 |
- 0.0152 |
-
-
- | 0.65 |
- 0.0073 |
- 0.0145 |
- 0.0117 |
- 0.0126 |
- 0.0098 |
-
-
- | 0.7 |
- 0.0059 |
- 0.0122 |
- 0.0102 |
- 0.0108 |
- 0.0072 |
-
-
- | 0.75 |
- 0.0053 |
- 0.0097 |
- 0.0079 |
- 0.0083 |
- 0.0056 |
-
-
- | 0.8 |
- 0.0043 |
- 0.0093 |
- 0.0072 |
- 0.0081 |
- 0.0049 |
-
-
- | 0.85 |
- 0.0044 |
- 0.0074 |
- 0.0061 |
- 0.0065 |
- 0.0053 |
-
-
- | 0.9 |
- 0.0035 |
- 0.0060 |
- 0.0044 |
- 0.0052 |
- 0.0055 |
-
-
- | 0.95 |
- 0.0038 |
- 0.0047 |
- 0.0039 |
- 0.0042 |
- 0.0068 |
-
-
- | 1.0 |
- 0.0034 |
- 0.0052 |
- 0.0040 |
- 0.0042 |
- 0.0076 |
-
-
- | avg |
- 0.0315 |
- 0.0188 |
- 0.0182 |
- 0.0194 |
- 0.1025 |
-
-
-
-
-
-
-
-
-
-
-## 90% positives
-> train: [0.09996662 0.90003338]
-> validation: [0.09996662 0.90003338]
-> bin_sld: 423.737s
-> mul_sld: 177.588s
-> bin_sld_gs: 1108.736s
-> mul_sld_gs: 666.006s
-> bin_sld_gsq: 518.900s
-> bin_pacc: 406.760s
-> mul_pacc: 133.174s
-> binmc_pacc: 401.789s
-> mulmc_pacc: 147.520s
-> binne_pacc: 400.414s
-> mulne_pacc: 148.167s
-> bin_pacc_gs: 722.523s
-> mul_pacc_gs: 252.340s
-> bin_cc: 378.760s
-> mul_cc: 126.045s
-> kfcv: 109.535s
-> ref: 87.159s
-> atc_mc: 99.104s
-> atc_ne: 101.467s
-> doc_feat: 83.819s
-> tot: 1113.236s
-
-
-
-
- |
- bin_pacc |
- mul_pacc |
- binmc_pacc |
- mulmc_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0176 |
- 0.0053 |
- 0.0007 |
- 0.0463 |
- 0.4745 |
-
-
- | 0.05 |
- 0.0353 |
- 0.0471 |
- 0.0712 |
- 0.0384 |
- 0.4016 |
-
-
- | 0.1 |
- 0.0274 |
- 0.0393 |
- 0.0690 |
- 0.0293 |
- 0.3432 |
-
-
- | 0.15 |
- 0.0193 |
- 0.0328 |
- 0.0630 |
- 0.0231 |
- 0.2909 |
-
-
- | 0.2 |
- 0.0209 |
- 0.0292 |
- 0.0542 |
- 0.0221 |
- 0.2470 |
-
-
- | 0.25 |
- 0.0192 |
- 0.0301 |
- 0.0555 |
- 0.0168 |
- 0.2076 |
-
-
- | 0.3 |
- 0.0169 |
- 0.0256 |
- 0.0509 |
- 0.0165 |
- 0.1759 |
-
-
- | 0.35 |
- 0.0154 |
- 0.0241 |
- 0.0452 |
- 0.0154 |
- 0.1487 |
-
-
- | 0.4 |
- 0.0143 |
- 0.0231 |
- 0.0436 |
- 0.0125 |
- 0.1239 |
-
-
- | 0.45 |
- 0.0112 |
- 0.0172 |
- 0.0380 |
- 0.0119 |
- 0.1027 |
-
-
- | 0.5 |
- 0.0117 |
- 0.0174 |
- 0.0346 |
- 0.0118 |
- 0.0842 |
-
-
- | 0.55 |
- 0.0106 |
- 0.0184 |
- 0.0351 |
- 0.0115 |
- 0.0659 |
-
-
- | 0.6 |
- 0.0086 |
- 0.0137 |
- 0.0280 |
- 0.0110 |
- 0.0530 |
-
-
- | 0.65 |
- 0.0092 |
- 0.0149 |
- 0.0275 |
- 0.0122 |
- 0.0392 |
-
-
- | 0.7 |
- 0.0085 |
- 0.0125 |
- 0.0224 |
- 0.0105 |
- 0.0290 |
-
-
- | 0.75 |
- 0.0068 |
- 0.0103 |
- 0.0187 |
- 0.0094 |
- 0.0196 |
-
-
- | 0.8 |
- 0.0068 |
- 0.0101 |
- 0.0165 |
- 0.0098 |
- 0.0125 |
-
-
- | 0.85 |
- 0.0064 |
- 0.0093 |
- 0.0139 |
- 0.0093 |
- 0.0061 |
-
-
- | 0.9 |
- 0.0054 |
- 0.0075 |
- 0.0108 |
- 0.0086 |
- 0.0036 |
-
-
- | 0.95 |
- 0.0050 |
- 0.0070 |
- 0.0080 |
- 0.0075 |
- 0.0069 |
-
-
- | 1.0 |
- 0.0052 |
- 0.0065 |
- 0.0060 |
- 0.0081 |
- 0.0123 |
-
-
- | avg |
- 0.0134 |
- 0.0191 |
- 0.0340 |
- 0.0163 |
- 0.1356 |
-
-
-
-
-
-
-
-
-
-
-## avg
-### avg on train
-
-
-
- |
- bin_pacc |
- mul_pacc |
- binmc_pacc |
- mulmc_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0554 |
- 0.1647 |
- 0.0493 |
- 0.1435 |
- 0.3827 |
-
-
- | 0.05 |
- 0.0723 |
- 0.0758 |
- 0.0881 |
- 0.0697 |
- 0.2109 |
-
-
- | 0.1 |
- 0.0518 |
- 0.0537 |
- 0.0605 |
- 0.0489 |
- 0.1528 |
-
-
- | 0.15 |
- 0.0407 |
- 0.0457 |
- 0.0454 |
- 0.0395 |
- 0.1203 |
-
-
- | 0.2 |
- 0.0329 |
- 0.0377 |
- 0.0346 |
- 0.0327 |
- 0.0991 |
-
-
- | 0.25 |
- 0.0290 |
- 0.0365 |
- 0.0305 |
- 0.0301 |
- 0.0819 |
-
-
- | 0.3 |
- 0.0249 |
- 0.0317 |
- 0.0263 |
- 0.0266 |
- 0.0712 |
-
-
- | 0.35 |
- 0.0232 |
- 0.0293 |
- 0.0234 |
- 0.0249 |
- 0.0623 |
-
-
- | 0.4 |
- 0.0209 |
- 0.0275 |
- 0.0212 |
- 0.0230 |
- 0.0548 |
-
-
- | 0.45 |
- 0.0180 |
- 0.0245 |
- 0.0180 |
- 0.0208 |
- 0.0497 |
-
-
- | 0.5 |
- 0.0165 |
- 0.0222 |
- 0.0161 |
- 0.0189 |
- 0.0458 |
-
-
- | 0.55 |
- 0.0151 |
- 0.0214 |
- 0.0144 |
- 0.0180 |
- 0.0415 |
-
-
- | 0.6 |
- 0.0131 |
- 0.0184 |
- 0.0126 |
- 0.0160 |
- 0.0394 |
-
-
- | 0.65 |
- 0.0131 |
- 0.0180 |
- 0.0124 |
- 0.0157 |
- 0.0373 |
-
-
- | 0.7 |
- 0.0125 |
- 0.0172 |
- 0.0109 |
- 0.0153 |
- 0.0350 |
-
-
- | 0.75 |
- 0.0113 |
- 0.0156 |
- 0.0093 |
- 0.0141 |
- 0.0325 |
-
-
- | 0.8 |
- 0.0103 |
- 0.0144 |
- 0.0088 |
- 0.0133 |
- 0.0323 |
-
-
- | 0.85 |
- 0.0100 |
- 0.0138 |
- 0.0080 |
- 0.0130 |
- 0.0315 |
-
-
- | 0.9 |
- 0.0093 |
- 0.0130 |
- 0.0070 |
- 0.0125 |
- 0.0309 |
-
-
- | 0.95 |
- 0.0087 |
- 0.0125 |
- 0.0066 |
- 0.0111 |
- 0.0321 |
-
-
- | 1.0 |
- 0.0086 |
- 0.0118 |
- 0.0049 |
- 0.0111 |
- 0.0326 |
-
-
- | avg |
- 0.0237 |
- 0.0336 |
- 0.0242 |
- 0.0295 |
- 0.0798 |
-
-
-
-
-
-
-### avg on test
-
-
-
- |
- bin_pacc |
- mul_pacc |
- binmc_pacc |
- mulmc_pacc |
- atc_mc |
-
-
-
-
- | 0.1 |
- 0.0250 |
- 0.0691 |
- 0.0150 |
- 0.0509 |
- 0.1801 |
-
-
- | 0.2 |
- 0.0202 |
- 0.0340 |
- 0.0201 |
- 0.0368 |
- 0.0610 |
-
-
- | 0.3 |
- 0.0203 |
- 0.0279 |
- 0.0184 |
- 0.0276 |
- 0.0334 |
-
-
- | 0.4 |
- 0.0214 |
- 0.0311 |
- 0.0264 |
- 0.0250 |
- 0.0321 |
-
-
- | 0.5 |
- 0.0202 |
- 0.0264 |
- 0.0289 |
- 0.0214 |
- 0.0434 |
-
-
- | 0.6 |
- 0.0262 |
- 0.0340 |
- 0.0204 |
- 0.0304 |
- 0.0510 |
-
-
- | 0.7 |
- 0.0351 |
- 0.0418 |
- 0.0364 |
- 0.0373 |
- 0.0794 |
-
-
- | 0.8 |
- 0.0315 |
- 0.0188 |
- 0.0182 |
- 0.0194 |
- 0.1025 |
-
-
- | 0.9 |
- 0.0134 |
- 0.0191 |
- 0.0340 |
- 0.0163 |
- 0.1356 |
-
-
- | avg |
- 0.0237 |
- 0.0336 |
- 0.0242 |
- 0.0295 |
- 0.0798 |
-
-
-
-
-
-
-### avg dataset shift
-
diff --git a/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_max_conf_vs_entropy_acc.md b/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_max_conf_vs_entropy_acc.md
deleted file mode 100644
index b2f2060..0000000
--- a/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_max_conf_vs_entropy_acc.md
+++ /dev/null
@@ -1,2205 +0,0 @@
-# rcv1_CCAT_9prevs
-
-## 10% positives
-> train: [0.90003338 0.09996662]
-> validation: [0.90003338 0.09996662]
-> bin_sld: 227.883s
-> mul_sld: 78.248s
-> binmc_sld: 226.732s
-> mulmc_sld: 66.259s
-> binne_sld: 223.276s
-> mulne_sld: 62.735s
-> bin_pacc: 217.001s
-> mul_pacc: 58.470s
-> ref: 48.024s
-> atc_mc: 51.785s
-> tot: 230.591s
-
-
-
-
- |
- binmc_sld |
- mulmc_sld |
- binne_sld |
- mulne_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0012 |
- 0.0010 |
- 0.0004 |
- 0.0004 |
- 0.0088 |
-
-
- | 0.05 |
- 0.0080 |
- 0.0114 |
- 0.0086 |
- 0.0120 |
- 0.0046 |
-
-
- | 0.1 |
- 0.0118 |
- 0.0151 |
- 0.0122 |
- 0.0130 |
- 0.0080 |
-
-
- | 0.15 |
- 0.0151 |
- 0.0149 |
- 0.0140 |
- 0.0112 |
- 0.0128 |
-
-
- | 0.2 |
- 0.0149 |
- 0.0151 |
- 0.0146 |
- 0.0116 |
- 0.0194 |
-
-
- | 0.25 |
- 0.0149 |
- 0.0142 |
- 0.0142 |
- 0.0105 |
- 0.0256 |
-
-
- | 0.3 |
- 0.0140 |
- 0.0132 |
- 0.0141 |
- 0.0096 |
- 0.0348 |
-
-
- | 0.35 |
- 0.0116 |
- 0.0109 |
- 0.0129 |
- 0.0082 |
- 0.0438 |
-
-
- | 0.4 |
- 0.0112 |
- 0.0103 |
- 0.0137 |
- 0.0089 |
- 0.0509 |
-
-
- | 0.45 |
- 0.0130 |
- 0.0101 |
- 0.0151 |
- 0.0101 |
- 0.0568 |
-
-
- | 0.5 |
- 0.0137 |
- 0.0109 |
- 0.0204 |
- 0.0114 |
- 0.0633 |
-
-
- | 0.55 |
- 0.0168 |
- 0.0126 |
- 0.0196 |
- 0.0122 |
- 0.0728 |
-
-
- | 0.6 |
- 0.0243 |
- 0.0194 |
- 0.0287 |
- 0.0170 |
- 0.0748 |
-
-
- | 0.65 |
- 0.0292 |
- 0.0279 |
- 0.0322 |
- 0.0191 |
- 0.0843 |
-
-
- | 0.7 |
- 0.0347 |
- 0.0325 |
- 0.0322 |
- 0.0218 |
- 0.0916 |
-
-
- | 0.75 |
- 0.0399 |
- 0.0410 |
- 0.0351 |
- 0.0238 |
- 0.1005 |
-
-
- | 0.8 |
- 0.0461 |
- 0.0522 |
- 0.0393 |
- 0.0291 |
- 0.1064 |
-
-
- | 0.85 |
- 0.0570 |
- 0.0688 |
- 0.0454 |
- 0.0323 |
- 0.1147 |
-
-
- | 0.9 |
- 0.0576 |
- 0.1009 |
- 0.0432 |
- 0.0339 |
- 0.1204 |
-
-
- | 0.95 |
- 0.0544 |
- 0.0927 |
- 0.0464 |
- 0.0339 |
- 0.1244 |
-
-
- | 1.0 |
- 0.0027 |
- 0.0132 |
- 0.0030 |
- 0.0095 |
- 0.1336 |
-
-
- | avg |
- 0.0234 |
- 0.0280 |
- 0.0221 |
- 0.0162 |
- 0.0644 |
-
-
-
-
-
-
-
-
-
-
-## 20% positives
-> train: [0.79989987 0.20010013]
-> validation: [0.80006676 0.19993324]
-> bin_sld: 224.734s
-> mul_sld: 70.409s
-> binmc_sld: 223.361s
-> mulmc_sld: 67.028s
-> binne_sld: 223.604s
-> mulne_sld: 67.347s
-> bin_pacc: 218.304s
-> mul_pacc: 60.326s
-> ref: 49.515s
-> atc_mc: 54.802s
-> tot: 229.075s
-
-
-
-
- |
- binmc_sld |
- mulmc_sld |
- binne_sld |
- mulne_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0031 |
- 0.0031 |
- 0.0013 |
- 0.0016 |
- 0.0097 |
-
-
- | 0.05 |
- 0.0068 |
- 0.0063 |
- 0.0079 |
- 0.0076 |
- 0.0071 |
-
-
- | 0.1 |
- 0.0076 |
- 0.0074 |
- 0.0087 |
- 0.0083 |
- 0.0062 |
-
-
- | 0.15 |
- 0.0088 |
- 0.0081 |
- 0.0093 |
- 0.0082 |
- 0.0064 |
-
-
- | 0.2 |
- 0.0093 |
- 0.0102 |
- 0.0094 |
- 0.0102 |
- 0.0088 |
-
-
- | 0.25 |
- 0.0092 |
- 0.0104 |
- 0.0090 |
- 0.0105 |
- 0.0093 |
-
-
- | 0.3 |
- 0.0094 |
- 0.0104 |
- 0.0091 |
- 0.0106 |
- 0.0124 |
-
-
- | 0.35 |
- 0.0076 |
- 0.0094 |
- 0.0088 |
- 0.0103 |
- 0.0161 |
-
-
- | 0.4 |
- 0.0091 |
- 0.0101 |
- 0.0093 |
- 0.0114 |
- 0.0190 |
-
-
- | 0.45 |
- 0.0090 |
- 0.0106 |
- 0.0095 |
- 0.0121 |
- 0.0207 |
-
-
- | 0.5 |
- 0.0088 |
- 0.0106 |
- 0.0099 |
- 0.0133 |
- 0.0222 |
-
-
- | 0.55 |
- 0.0090 |
- 0.0102 |
- 0.0099 |
- 0.0132 |
- 0.0247 |
-
-
- | 0.6 |
- 0.0095 |
- 0.0110 |
- 0.0123 |
- 0.0147 |
- 0.0272 |
-
-
- | 0.65 |
- 0.0103 |
- 0.0124 |
- 0.0125 |
- 0.0163 |
- 0.0331 |
-
-
- | 0.7 |
- 0.0101 |
- 0.0126 |
- 0.0130 |
- 0.0152 |
- 0.0384 |
-
-
- | 0.75 |
- 0.0115 |
- 0.0142 |
- 0.0137 |
- 0.0164 |
- 0.0425 |
-
-
- | 0.8 |
- 0.0137 |
- 0.0166 |
- 0.0158 |
- 0.0178 |
- 0.0407 |
-
-
- | 0.85 |
- 0.0163 |
- 0.0186 |
- 0.0167 |
- 0.0184 |
- 0.0447 |
-
-
- | 0.9 |
- 0.0189 |
- 0.0211 |
- 0.0172 |
- 0.0172 |
- 0.0493 |
-
-
- | 0.95 |
- 0.0206 |
- 0.0236 |
- 0.0158 |
- 0.0166 |
- 0.0492 |
-
-
- | 1.0 |
- 0.0011 |
- 0.0083 |
- 0.0010 |
- 0.0091 |
- 0.0571 |
-
-
- | avg |
- 0.0100 |
- 0.0117 |
- 0.0105 |
- 0.0123 |
- 0.0259 |
-
-
-
-
-
-
-
-
-
-
-## 30% positives
-> train: [0.69993324 0.30006676]
-> validation: [0.70010013 0.29989987]
-> bin_sld: 218.651s
-> mul_sld: 65.273s
-> binmc_sld: 221.260s
-> mulmc_sld: 64.594s
-> binne_sld: 218.686s
-> mulne_sld: 63.905s
-> bin_pacc: 215.149s
-> mul_pacc: 58.011s
-> ref: 48.157s
-> atc_mc: 52.112s
-> tot: 224.561s
-
-
-
-
- |
- binmc_sld |
- mulmc_sld |
- binne_sld |
- mulne_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0034 |
- 0.0033 |
- 0.0019 |
- 0.0023 |
- 0.0103 |
-
-
- | 0.05 |
- 0.0077 |
- 0.0075 |
- 0.0077 |
- 0.0087 |
- 0.0072 |
-
-
- | 0.1 |
- 0.0099 |
- 0.0096 |
- 0.0118 |
- 0.0127 |
- 0.0049 |
-
-
- | 0.15 |
- 0.0114 |
- 0.0120 |
- 0.0135 |
- 0.0148 |
- 0.0060 |
-
-
- | 0.2 |
- 0.0124 |
- 0.0140 |
- 0.0137 |
- 0.0157 |
- 0.0082 |
-
-
- | 0.25 |
- 0.0127 |
- 0.0165 |
- 0.0134 |
- 0.0174 |
- 0.0101 |
-
-
- | 0.3 |
- 0.0110 |
- 0.0150 |
- 0.0111 |
- 0.0152 |
- 0.0119 |
-
-
- | 0.35 |
- 0.0114 |
- 0.0154 |
- 0.0110 |
- 0.0146 |
- 0.0160 |
-
-
- | 0.4 |
- 0.0113 |
- 0.0169 |
- 0.0104 |
- 0.0150 |
- 0.0190 |
-
-
- | 0.45 |
- 0.0094 |
- 0.0155 |
- 0.0092 |
- 0.0137 |
- 0.0222 |
-
-
- | 0.5 |
- 0.0090 |
- 0.0149 |
- 0.0089 |
- 0.0127 |
- 0.0259 |
-
-
- | 0.55 |
- 0.0081 |
- 0.0155 |
- 0.0077 |
- 0.0124 |
- 0.0297 |
-
-
- | 0.6 |
- 0.0086 |
- 0.0138 |
- 0.0102 |
- 0.0114 |
- 0.0307 |
-
-
- | 0.65 |
- 0.0091 |
- 0.0128 |
- 0.0115 |
- 0.0105 |
- 0.0368 |
-
-
- | 0.7 |
- 0.0093 |
- 0.0123 |
- 0.0121 |
- 0.0115 |
- 0.0400 |
-
-
- | 0.75 |
- 0.0109 |
- 0.0118 |
- 0.0138 |
- 0.0111 |
- 0.0427 |
-
-
- | 0.8 |
- 0.0117 |
- 0.0107 |
- 0.0151 |
- 0.0107 |
- 0.0464 |
-
-
- | 0.85 |
- 0.0138 |
- 0.0103 |
- 0.0163 |
- 0.0102 |
- 0.0517 |
-
-
- | 0.9 |
- 0.0168 |
- 0.0107 |
- 0.0177 |
- 0.0100 |
- 0.0521 |
-
-
- | 0.95 |
- 0.0175 |
- 0.0105 |
- 0.0157 |
- 0.0088 |
- 0.0548 |
-
-
- | 1.0 |
- 0.0005 |
- 0.0061 |
- 0.0005 |
- 0.0085 |
- 0.0625 |
-
-
- | avg |
- 0.0103 |
- 0.0122 |
- 0.0111 |
- 0.0118 |
- 0.0280 |
-
-
-
-
-
-
-
-
-
-
-## 40% positives
-> train: [0.59996662 0.40003338]
-> validation: [0.59996662 0.40003338]
-> bin_sld: 213.191s
-> mul_sld: 64.472s
-> binmc_sld: 212.647s
-> mulmc_sld: 64.187s
-> binne_sld: 214.524s
-> mulne_sld: 63.741s
-> bin_pacc: 208.132s
-> mul_pacc: 57.195s
-> ref: 48.218s
-> atc_mc: 52.342s
-> tot: 219.577s
-
-
-
-
- |
- binmc_sld |
- mulmc_sld |
- binne_sld |
- mulne_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0047 |
- 0.0033 |
- 0.0020 |
- 0.0029 |
- 0.0190 |
-
-
- | 0.05 |
- 0.0089 |
- 0.0081 |
- 0.0070 |
- 0.0095 |
- 0.0166 |
-
-
- | 0.1 |
- 0.0089 |
- 0.0094 |
- 0.0100 |
- 0.0137 |
- 0.0147 |
-
-
- | 0.15 |
- 0.0108 |
- 0.0120 |
- 0.0140 |
- 0.0181 |
- 0.0117 |
-
-
- | 0.2 |
- 0.0120 |
- 0.0131 |
- 0.0159 |
- 0.0200 |
- 0.0105 |
-
-
- | 0.25 |
- 0.0147 |
- 0.0169 |
- 0.0194 |
- 0.0241 |
- 0.0089 |
-
-
- | 0.3 |
- 0.0126 |
- 0.0148 |
- 0.0167 |
- 0.0211 |
- 0.0085 |
-
-
- | 0.35 |
- 0.0142 |
- 0.0160 |
- 0.0174 |
- 0.0209 |
- 0.0076 |
-
-
- | 0.4 |
- 0.0147 |
- 0.0176 |
- 0.0163 |
- 0.0214 |
- 0.0079 |
-
-
- | 0.45 |
- 0.0126 |
- 0.0154 |
- 0.0141 |
- 0.0190 |
- 0.0073 |
-
-
- | 0.5 |
- 0.0127 |
- 0.0160 |
- 0.0136 |
- 0.0189 |
- 0.0081 |
-
-
- | 0.55 |
- 0.0110 |
- 0.0168 |
- 0.0109 |
- 0.0192 |
- 0.0099 |
-
-
- | 0.6 |
- 0.0112 |
- 0.0161 |
- 0.0105 |
- 0.0174 |
- 0.0112 |
-
-
- | 0.65 |
- 0.0103 |
- 0.0153 |
- 0.0104 |
- 0.0159 |
- 0.0156 |
-
-
- | 0.7 |
- 0.0105 |
- 0.0145 |
- 0.0107 |
- 0.0146 |
- 0.0168 |
-
-
- | 0.75 |
- 0.0095 |
- 0.0119 |
- 0.0104 |
- 0.0120 |
- 0.0160 |
-
-
- | 0.8 |
- 0.0083 |
- 0.0121 |
- 0.0095 |
- 0.0117 |
- 0.0180 |
-
-
- | 0.85 |
- 0.0082 |
- 0.0108 |
- 0.0104 |
- 0.0108 |
- 0.0218 |
-
-
- | 0.9 |
- 0.0090 |
- 0.0090 |
- 0.0111 |
- 0.0088 |
- 0.0224 |
-
-
- | 0.95 |
- 0.0093 |
- 0.0087 |
- 0.0106 |
- 0.0085 |
- 0.0278 |
-
-
- | 1.0 |
- 0.0007 |
- 0.0043 |
- 0.0005 |
- 0.0054 |
- 0.0285 |
-
-
- | avg |
- 0.0102 |
- 0.0125 |
- 0.0115 |
- 0.0149 |
- 0.0147 |
-
-
-
-
-
-
-
-
-
-
-## 50% positives
-> train: [0.5 0.5]
-> validation: [0.5 0.5]
-> bin_sld: 214.324s
-> mul_sld: 66.924s
-> binmc_sld: 214.469s
-> mulmc_sld: 65.323s
-> binne_sld: 214.727s
-> mulne_sld: 65.665s
-> bin_pacc: 209.386s
-> mul_pacc: 57.380s
-> ref: 47.729s
-> atc_mc: 52.153s
-> tot: 220.021s
-
-
-
-
- |
- binmc_sld |
- mulmc_sld |
- binne_sld |
- mulne_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0045 |
- 0.0049 |
- 0.0025 |
- 0.0050 |
- 0.0088 |
-
-
- | 0.05 |
- 0.0106 |
- 0.0095 |
- 0.0093 |
- 0.0090 |
- 0.0080 |
-
-
- | 0.1 |
- 0.0094 |
- 0.0097 |
- 0.0079 |
- 0.0100 |
- 0.0082 |
-
-
- | 0.15 |
- 0.0108 |
- 0.0123 |
- 0.0100 |
- 0.0131 |
- 0.0077 |
-
-
- | 0.2 |
- 0.0122 |
- 0.0130 |
- 0.0123 |
- 0.0153 |
- 0.0083 |
-
-
- | 0.25 |
- 0.0123 |
- 0.0135 |
- 0.0145 |
- 0.0169 |
- 0.0066 |
-
-
- | 0.3 |
- 0.0143 |
- 0.0153 |
- 0.0162 |
- 0.0178 |
- 0.0082 |
-
-
- | 0.35 |
- 0.0161 |
- 0.0155 |
- 0.0178 |
- 0.0174 |
- 0.0103 |
-
-
- | 0.4 |
- 0.0151 |
- 0.0157 |
- 0.0177 |
- 0.0184 |
- 0.0085 |
-
-
- | 0.45 |
- 0.0145 |
- 0.0150 |
- 0.0168 |
- 0.0173 |
- 0.0110 |
-
-
- | 0.5 |
- 0.0146 |
- 0.0150 |
- 0.0174 |
- 0.0176 |
- 0.0122 |
-
-
- | 0.55 |
- 0.0121 |
- 0.0126 |
- 0.0142 |
- 0.0147 |
- 0.0125 |
-
-
- | 0.6 |
- 0.0147 |
- 0.0148 |
- 0.0165 |
- 0.0164 |
- 0.0144 |
-
-
- | 0.65 |
- 0.0142 |
- 0.0143 |
- 0.0147 |
- 0.0153 |
- 0.0168 |
-
-
- | 0.7 |
- 0.0143 |
- 0.0144 |
- 0.0144 |
- 0.0151 |
- 0.0164 |
-
-
- | 0.75 |
- 0.0130 |
- 0.0125 |
- 0.0125 |
- 0.0130 |
- 0.0170 |
-
-
- | 0.8 |
- 0.0110 |
- 0.0121 |
- 0.0101 |
- 0.0127 |
- 0.0211 |
-
-
- | 0.85 |
- 0.0093 |
- 0.0102 |
- 0.0097 |
- 0.0109 |
- 0.0205 |
-
-
- | 0.9 |
- 0.0098 |
- 0.0100 |
- 0.0102 |
- 0.0102 |
- 0.0239 |
-
-
- | 0.95 |
- 0.0079 |
- 0.0082 |
- 0.0088 |
- 0.0083 |
- 0.0253 |
-
-
- | 1.0 |
- 0.0020 |
- 0.0041 |
- 0.0009 |
- 0.0038 |
- 0.0289 |
-
-
- | avg |
- 0.0116 |
- 0.0120 |
- 0.0121 |
- 0.0133 |
- 0.0140 |
-
-
-
-
-
-
-
-
-
-
-## 60% positives
-> train: [0.40003338 0.59996662]
-> validation: [0.40003338 0.59996662]
-> bin_sld: 214.994s
-> mul_sld: 67.090s
-> binmc_sld: 213.157s
-> mulmc_sld: 66.108s
-> binne_sld: 214.970s
-> mulne_sld: 66.024s
-> bin_pacc: 209.135s
-> mul_pacc: 57.235s
-> ref: 48.002s
-> atc_mc: 52.217s
-> tot: 220.124s
-
-
-
-
- |
- binmc_sld |
- mulmc_sld |
- binne_sld |
- mulne_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0118 |
- 0.0066 |
- 0.0076 |
- 0.0064 |
- 0.0106 |
-
-
- | 0.05 |
- 0.0215 |
- 0.0131 |
- 0.0182 |
- 0.0128 |
- 0.0101 |
-
-
- | 0.1 |
- 0.0195 |
- 0.0111 |
- 0.0172 |
- 0.0113 |
- 0.0092 |
-
-
- | 0.15 |
- 0.0206 |
- 0.0120 |
- 0.0184 |
- 0.0122 |
- 0.0083 |
-
-
- | 0.2 |
- 0.0170 |
- 0.0124 |
- 0.0150 |
- 0.0125 |
- 0.0089 |
-
-
- | 0.25 |
- 0.0203 |
- 0.0135 |
- 0.0190 |
- 0.0136 |
- 0.0090 |
-
-
- | 0.3 |
- 0.0211 |
- 0.0151 |
- 0.0208 |
- 0.0155 |
- 0.0084 |
-
-
- | 0.35 |
- 0.0231 |
- 0.0161 |
- 0.0224 |
- 0.0165 |
- 0.0084 |
-
-
- | 0.4 |
- 0.0225 |
- 0.0157 |
- 0.0224 |
- 0.0160 |
- 0.0082 |
-
-
- | 0.45 |
- 0.0202 |
- 0.0143 |
- 0.0203 |
- 0.0146 |
- 0.0086 |
-
-
- | 0.5 |
- 0.0226 |
- 0.0174 |
- 0.0231 |
- 0.0177 |
- 0.0085 |
-
-
- | 0.55 |
- 0.0193 |
- 0.0145 |
- 0.0195 |
- 0.0144 |
- 0.0085 |
-
-
- | 0.6 |
- 0.0184 |
- 0.0135 |
- 0.0187 |
- 0.0140 |
- 0.0072 |
-
-
- | 0.65 |
- 0.0181 |
- 0.0139 |
- 0.0182 |
- 0.0137 |
- 0.0079 |
-
-
- | 0.7 |
- 0.0212 |
- 0.0162 |
- 0.0211 |
- 0.0156 |
- 0.0076 |
-
-
- | 0.75 |
- 0.0203 |
- 0.0151 |
- 0.0201 |
- 0.0147 |
- 0.0075 |
-
-
- | 0.8 |
- 0.0195 |
- 0.0145 |
- 0.0192 |
- 0.0141 |
- 0.0066 |
-
-
- | 0.85 |
- 0.0203 |
- 0.0155 |
- 0.0195 |
- 0.0144 |
- 0.0070 |
-
-
- | 0.9 |
- 0.0195 |
- 0.0143 |
- 0.0180 |
- 0.0127 |
- 0.0078 |
-
-
- | 0.95 |
- 0.0154 |
- 0.0119 |
- 0.0142 |
- 0.0110 |
- 0.0071 |
-
-
- | 1.0 |
- 0.0078 |
- 0.0075 |
- 0.0039 |
- 0.0053 |
- 0.0071 |
-
-
- | avg |
- 0.0190 |
- 0.0135 |
- 0.0180 |
- 0.0133 |
- 0.0082 |
-
-
-
-
-
-
-
-
-
-
-## 70% positives
-> train: [0.29989987 0.70010013]
-> validation: [0.30006676 0.69993324]
-> bin_sld: 217.809s
-> mul_sld: 67.454s
-> binmc_sld: 215.345s
-> mulmc_sld: 65.596s
-> binne_sld: 216.897s
-> mulne_sld: 66.048s
-> bin_pacc: 210.063s
-> mul_pacc: 56.905s
-> ref: 47.823s
-> atc_mc: 51.936s
-> tot: 222.297s
-
-
-
-
- |
- binmc_sld |
- mulmc_sld |
- binne_sld |
- mulne_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0116 |
- 0.0100 |
- 0.0070 |
- 0.0107 |
- 0.0238 |
-
-
- | 0.05 |
- 0.0279 |
- 0.0217 |
- 0.0216 |
- 0.0198 |
- 0.0222 |
-
-
- | 0.1 |
- 0.0259 |
- 0.0207 |
- 0.0214 |
- 0.0200 |
- 0.0216 |
-
-
- | 0.15 |
- 0.0279 |
- 0.0209 |
- 0.0243 |
- 0.0221 |
- 0.0197 |
-
-
- | 0.2 |
- 0.0232 |
- 0.0176 |
- 0.0206 |
- 0.0190 |
- 0.0206 |
-
-
- | 0.25 |
- 0.0252 |
- 0.0192 |
- 0.0229 |
- 0.0215 |
- 0.0160 |
-
-
- | 0.3 |
- 0.0270 |
- 0.0195 |
- 0.0260 |
- 0.0223 |
- 0.0160 |
-
-
- | 0.35 |
- 0.0256 |
- 0.0200 |
- 0.0246 |
- 0.0231 |
- 0.0149 |
-
-
- | 0.4 |
- 0.0253 |
- 0.0187 |
- 0.0238 |
- 0.0214 |
- 0.0122 |
-
-
- | 0.45 |
- 0.0251 |
- 0.0188 |
- 0.0242 |
- 0.0213 |
- 0.0123 |
-
-
- | 0.5 |
- 0.0235 |
- 0.0187 |
- 0.0230 |
- 0.0204 |
- 0.0111 |
-
-
- | 0.55 |
- 0.0251 |
- 0.0186 |
- 0.0242 |
- 0.0200 |
- 0.0102 |
-
-
- | 0.6 |
- 0.0211 |
- 0.0153 |
- 0.0203 |
- 0.0163 |
- 0.0096 |
-
-
- | 0.65 |
- 0.0240 |
- 0.0179 |
- 0.0246 |
- 0.0187 |
- 0.0100 |
-
-
- | 0.7 |
- 0.0215 |
- 0.0158 |
- 0.0213 |
- 0.0158 |
- 0.0080 |
-
-
- | 0.75 |
- 0.0220 |
- 0.0164 |
- 0.0214 |
- 0.0155 |
- 0.0070 |
-
-
- | 0.8 |
- 0.0226 |
- 0.0163 |
- 0.0230 |
- 0.0154 |
- 0.0071 |
-
-
- | 0.85 |
- 0.0231 |
- 0.0175 |
- 0.0235 |
- 0.0158 |
- 0.0076 |
-
-
- | 0.9 |
- 0.0204 |
- 0.0150 |
- 0.0203 |
- 0.0125 |
- 0.0062 |
-
-
- | 0.95 |
- 0.0184 |
- 0.0130 |
- 0.0168 |
- 0.0097 |
- 0.0063 |
-
-
- | 1.0 |
- 0.0102 |
- 0.0096 |
- 0.0056 |
- 0.0053 |
- 0.0059 |
-
-
- | avg |
- 0.0227 |
- 0.0172 |
- 0.0210 |
- 0.0175 |
- 0.0128 |
-
-
-
-
-
-
-
-
-
-
-## 80% positives
-> train: [0.19993324 0.80006676]
-> validation: [0.20010013 0.79989987]
-> bin_sld: 216.605s
-> mul_sld: 66.881s
-> binmc_sld: 215.549s
-> mulmc_sld: 65.843s
-> binne_sld: 217.993s
-> mulne_sld: 64.859s
-> bin_pacc: 208.788s
-> mul_pacc: 56.643s
-> ref: 47.697s
-> atc_mc: 52.089s
-> tot: 223.227s
-
-
-
-
- |
- binmc_sld |
- mulmc_sld |
- binne_sld |
- mulne_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0098 |
- 0.0158 |
- 0.0037 |
- 0.0182 |
- 0.0311 |
-
-
- | 0.05 |
- 0.0354 |
- 0.0379 |
- 0.0216 |
- 0.0316 |
- 0.0274 |
-
-
- | 0.1 |
- 0.0304 |
- 0.0337 |
- 0.0206 |
- 0.0296 |
- 0.0267 |
-
-
- | 0.15 |
- 0.0288 |
- 0.0319 |
- 0.0205 |
- 0.0312 |
- 0.0227 |
-
-
- | 0.2 |
- 0.0237 |
- 0.0261 |
- 0.0180 |
- 0.0268 |
- 0.0214 |
-
-
- | 0.25 |
- 0.0233 |
- 0.0247 |
- 0.0189 |
- 0.0279 |
- 0.0201 |
-
-
- | 0.3 |
- 0.0272 |
- 0.0252 |
- 0.0219 |
- 0.0302 |
- 0.0178 |
-
-
- | 0.35 |
- 0.0225 |
- 0.0232 |
- 0.0195 |
- 0.0292 |
- 0.0196 |
-
-
- | 0.4 |
- 0.0219 |
- 0.0203 |
- 0.0192 |
- 0.0274 |
- 0.0168 |
-
-
- | 0.45 |
- 0.0202 |
- 0.0183 |
- 0.0179 |
- 0.0255 |
- 0.0147 |
-
-
- | 0.5 |
- 0.0168 |
- 0.0160 |
- 0.0157 |
- 0.0226 |
- 0.0136 |
-
-
- | 0.55 |
- 0.0193 |
- 0.0169 |
- 0.0171 |
- 0.0242 |
- 0.0111 |
-
-
- | 0.6 |
- 0.0148 |
- 0.0134 |
- 0.0120 |
- 0.0179 |
- 0.0110 |
-
-
- | 0.65 |
- 0.0167 |
- 0.0145 |
- 0.0151 |
- 0.0199 |
- 0.0097 |
-
-
- | 0.7 |
- 0.0152 |
- 0.0130 |
- 0.0134 |
- 0.0170 |
- 0.0106 |
-
-
- | 0.75 |
- 0.0141 |
- 0.0114 |
- 0.0139 |
- 0.0139 |
- 0.0091 |
-
-
- | 0.8 |
- 0.0180 |
- 0.0134 |
- 0.0168 |
- 0.0155 |
- 0.0100 |
-
-
- | 0.85 |
- 0.0159 |
- 0.0122 |
- 0.0161 |
- 0.0128 |
- 0.0104 |
-
-
- | 0.9 |
- 0.0168 |
- 0.0129 |
- 0.0172 |
- 0.0116 |
- 0.0108 |
-
-
- | 0.95 |
- 0.0144 |
- 0.0112 |
- 0.0139 |
- 0.0093 |
- 0.0130 |
-
-
- | 1.0 |
- 0.0084 |
- 0.0074 |
- 0.0045 |
- 0.0038 |
- 0.0147 |
-
-
- | avg |
- 0.0197 |
- 0.0190 |
- 0.0161 |
- 0.0212 |
- 0.0163 |
-
-
-
-
-
-
-
-
-
-
-## 90% positives
-> train: [0.09996662 0.90003338]
-> validation: [0.09996662 0.90003338]
-> bin_sld: 218.933s
-> mul_sld: 73.768s
-> binmc_sld: 218.003s
-> mulmc_sld: 61.731s
-> binne_sld: 219.245s
-> mulne_sld: 62.751s
-> bin_pacc: 208.227s
-> mul_pacc: 56.657s
-> ref: 48.071s
-> atc_mc: 52.099s
-> tot: 224.345s
-
-
-
-
- |
- binmc_sld |
- mulmc_sld |
- binne_sld |
- mulne_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0007 |
- 0.0454 |
- 0.0007 |
- 0.0338 |
- 0.1704 |
-
-
- | 0.05 |
- 0.0499 |
- 0.0900 |
- 0.0408 |
- 0.0700 |
- 0.1614 |
-
-
- | 0.1 |
- 0.0647 |
- 0.0934 |
- 0.0471 |
- 0.0706 |
- 0.1528 |
-
-
- | 0.15 |
- 0.0641 |
- 0.0912 |
- 0.0491 |
- 0.0689 |
- 0.1426 |
-
-
- | 0.2 |
- 0.0597 |
- 0.0827 |
- 0.0475 |
- 0.0643 |
- 0.1334 |
-
-
- | 0.25 |
- 0.0598 |
- 0.0830 |
- 0.0500 |
- 0.0696 |
- 0.1217 |
-
-
- | 0.3 |
- 0.0544 |
- 0.0759 |
- 0.0473 |
- 0.0650 |
- 0.1131 |
-
-
- | 0.35 |
- 0.0510 |
- 0.0708 |
- 0.0461 |
- 0.0626 |
- 0.1040 |
-
-
- | 0.4 |
- 0.0474 |
- 0.0655 |
- 0.0445 |
- 0.0612 |
- 0.0943 |
-
-
- | 0.45 |
- 0.0421 |
- 0.0581 |
- 0.0410 |
- 0.0546 |
- 0.0847 |
-
-
- | 0.5 |
- 0.0365 |
- 0.0512 |
- 0.0369 |
- 0.0503 |
- 0.0749 |
-
-
- | 0.55 |
- 0.0367 |
- 0.0491 |
- 0.0381 |
- 0.0503 |
- 0.0622 |
-
-
- | 0.6 |
- 0.0272 |
- 0.0382 |
- 0.0297 |
- 0.0404 |
- 0.0541 |
-
-
- | 0.65 |
- 0.0284 |
- 0.0364 |
- 0.0318 |
- 0.0416 |
- 0.0422 |
-
-
- | 0.7 |
- 0.0228 |
- 0.0288 |
- 0.0265 |
- 0.0342 |
- 0.0334 |
-
-
- | 0.75 |
- 0.0177 |
- 0.0220 |
- 0.0216 |
- 0.0286 |
- 0.0239 |
-
-
- | 0.8 |
- 0.0163 |
- 0.0193 |
- 0.0198 |
- 0.0237 |
- 0.0168 |
-
-
- | 0.85 |
- 0.0138 |
- 0.0156 |
- 0.0163 |
- 0.0194 |
- 0.0090 |
-
-
- | 0.9 |
- 0.0107 |
- 0.0102 |
- 0.0122 |
- 0.0133 |
- 0.0070 |
-
-
- | 0.95 |
- 0.0091 |
- 0.0086 |
- 0.0091 |
- 0.0094 |
- 0.0134 |
-
-
- | 1.0 |
- 0.0089 |
- 0.0078 |
- 0.0058 |
- 0.0045 |
- 0.0243 |
-
-
- | avg |
- 0.0344 |
- 0.0497 |
- 0.0315 |
- 0.0446 |
- 0.0781 |
-
-
-
-
-
-
-
-
-
-
-## avg
-### avg on train
-
-
-
- |
- binmc_sld |
- mulmc_sld |
- binne_sld |
- mulne_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0056 |
- 0.0104 |
- 0.0030 |
- 0.0090 |
- 0.0325 |
-
-
- | 0.05 |
- 0.0196 |
- 0.0228 |
- 0.0158 |
- 0.0201 |
- 0.0294 |
-
-
- | 0.1 |
- 0.0209 |
- 0.0233 |
- 0.0174 |
- 0.0210 |
- 0.0280 |
-
-
- | 0.15 |
- 0.0220 |
- 0.0239 |
- 0.0192 |
- 0.0222 |
- 0.0264 |
-
-
- | 0.2 |
- 0.0205 |
- 0.0227 |
- 0.0186 |
- 0.0217 |
- 0.0266 |
-
-
- | 0.25 |
- 0.0214 |
- 0.0236 |
- 0.0201 |
- 0.0235 |
- 0.0252 |
-
-
- | 0.3 |
- 0.0212 |
- 0.0227 |
- 0.0204 |
- 0.0230 |
- 0.0257 |
-
-
- | 0.35 |
- 0.0203 |
- 0.0219 |
- 0.0201 |
- 0.0225 |
- 0.0267 |
-
-
- | 0.4 |
- 0.0198 |
- 0.0212 |
- 0.0197 |
- 0.0224 |
- 0.0263 |
-
-
- | 0.45 |
- 0.0185 |
- 0.0196 |
- 0.0187 |
- 0.0209 |
- 0.0265 |
-
-
- | 0.5 |
- 0.0176 |
- 0.0189 |
- 0.0188 |
- 0.0206 |
- 0.0266 |
-
-
- | 0.55 |
- 0.0175 |
- 0.0185 |
- 0.0179 |
- 0.0201 |
- 0.0268 |
-
-
- | 0.6 |
- 0.0166 |
- 0.0173 |
- 0.0177 |
- 0.0184 |
- 0.0267 |
-
-
- | 0.65 |
- 0.0178 |
- 0.0184 |
- 0.0190 |
- 0.0190 |
- 0.0285 |
-
-
- | 0.7 |
- 0.0177 |
- 0.0178 |
- 0.0183 |
- 0.0179 |
- 0.0292 |
-
-
- | 0.75 |
- 0.0177 |
- 0.0174 |
- 0.0181 |
- 0.0166 |
- 0.0296 |
-
-
- | 0.8 |
- 0.0186 |
- 0.0186 |
- 0.0187 |
- 0.0167 |
- 0.0303 |
-
-
- | 0.85 |
- 0.0197 |
- 0.0200 |
- 0.0193 |
- 0.0161 |
- 0.0319 |
-
-
- | 0.9 |
- 0.0199 |
- 0.0227 |
- 0.0186 |
- 0.0145 |
- 0.0333 |
-
-
- | 0.95 |
- 0.0186 |
- 0.0209 |
- 0.0168 |
- 0.0128 |
- 0.0357 |
-
-
- | 1.0 |
- 0.0047 |
- 0.0076 |
- 0.0029 |
- 0.0061 |
- 0.0403 |
-
-
- | avg |
- 0.0179 |
- 0.0195 |
- 0.0171 |
- 0.0183 |
- 0.0292 |
-
-
-
-
-
-
-### avg on test
-
-
-
- |
- binmc_sld |
- mulmc_sld |
- binne_sld |
- mulne_sld |
- atc_mc |
-
-
-
-
- | 0.1 |
- 0.0234 |
- 0.0280 |
- 0.0221 |
- 0.0162 |
- 0.0644 |
-
-
- | 0.2 |
- 0.0100 |
- 0.0117 |
- 0.0105 |
- 0.0123 |
- 0.0259 |
-
-
- | 0.3 |
- 0.0103 |
- 0.0122 |
- 0.0111 |
- 0.0118 |
- 0.0280 |
-
-
- | 0.4 |
- 0.0102 |
- 0.0125 |
- 0.0115 |
- 0.0149 |
- 0.0147 |
-
-
- | 0.5 |
- 0.0116 |
- 0.0120 |
- 0.0121 |
- 0.0133 |
- 0.0140 |
-
-
- | 0.6 |
- 0.0190 |
- 0.0135 |
- 0.0180 |
- 0.0133 |
- 0.0082 |
-
-
- | 0.7 |
- 0.0227 |
- 0.0172 |
- 0.0210 |
- 0.0175 |
- 0.0128 |
-
-
- | 0.8 |
- 0.0197 |
- 0.0190 |
- 0.0161 |
- 0.0212 |
- 0.0163 |
-
-
- | 0.9 |
- 0.0344 |
- 0.0497 |
- 0.0315 |
- 0.0446 |
- 0.0781 |
-
-
- | avg |
- 0.0179 |
- 0.0195 |
- 0.0171 |
- 0.0183 |
- 0.0292 |
-
-
-
-
-
-
-### avg dataset shift
-
diff --git a/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_max_conf_vs_entropy_f1.md b/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_max_conf_vs_entropy_f1.md
deleted file mode 100644
index 27d6303..0000000
--- a/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_max_conf_vs_entropy_f1.md
+++ /dev/null
@@ -1,2205 +0,0 @@
-# rcv1_CCAT_9prevs
-
-## 10% positives
-> train: [0.90003338 0.09996662]
-> validation: [0.90003338 0.09996662]
-> bin_sld: 227.883s
-> mul_sld: 78.248s
-> binmc_sld: 226.732s
-> mulmc_sld: 66.259s
-> binne_sld: 223.276s
-> mulne_sld: 62.735s
-> bin_pacc: 217.001s
-> mul_pacc: 58.470s
-> ref: 48.024s
-> atc_mc: 51.785s
-> tot: 230.591s
-
-
-
-
- |
- binmc_sld |
- mulmc_sld |
- binne_sld |
- mulne_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0060 |
- 0.0303 |
- 0.0178 |
- 0.0473 |
- 0.0022 |
-
-
- | 0.05 |
- 0.2103 |
- 0.1076 |
- 0.2183 |
- 0.1130 |
- 0.2253 |
-
-
- | 0.1 |
- 0.0993 |
- 0.0664 |
- 0.1152 |
- 0.0584 |
- 0.1997 |
-
-
- | 0.15 |
- 0.1033 |
- 0.0388 |
- 0.1011 |
- 0.0319 |
- 0.2018 |
-
-
- | 0.2 |
- 0.0624 |
- 0.0297 |
- 0.0672 |
- 0.0244 |
- 0.1936 |
-
-
- | 0.25 |
- 0.0498 |
- 0.0226 |
- 0.0533 |
- 0.0201 |
- 0.1943 |
-
-
- | 0.3 |
- 0.0395 |
- 0.0195 |
- 0.0491 |
- 0.0178 |
- 0.1865 |
-
-
- | 0.35 |
- 0.0264 |
- 0.0126 |
- 0.0338 |
- 0.0127 |
- 0.1849 |
-
-
- | 0.4 |
- 0.0212 |
- 0.0161 |
- 0.0312 |
- 0.0164 |
- 0.1852 |
-
-
- | 0.45 |
- 0.0179 |
- 0.0154 |
- 0.0214 |
- 0.0150 |
- 0.1824 |
-
-
- | 0.5 |
- 0.0163 |
- 0.0183 |
- 0.0313 |
- 0.0170 |
- 0.1836 |
-
-
- | 0.55 |
- 0.0156 |
- 0.0183 |
- 0.0205 |
- 0.0157 |
- 0.1801 |
-
-
- | 0.6 |
- 0.0214 |
- 0.0241 |
- 0.0319 |
- 0.0194 |
- 0.1872 |
-
-
- | 0.65 |
- 0.0259 |
- 0.0335 |
- 0.0350 |
- 0.0211 |
- 0.1871 |
-
-
- | 0.7 |
- 0.0258 |
- 0.0330 |
- 0.0263 |
- 0.0209 |
- 0.1884 |
-
-
- | 0.75 |
- 0.0255 |
- 0.0381 |
- 0.0252 |
- 0.0207 |
- 0.1829 |
-
-
- | 0.8 |
- 0.0224 |
- 0.0428 |
- 0.0229 |
- 0.0224 |
- 0.1840 |
-
-
- | 0.85 |
- 0.0306 |
- 0.0552 |
- 0.0271 |
- 0.0229 |
- 0.1816 |
-
-
- | 0.9 |
- 0.0229 |
- 0.0841 |
- 0.0198 |
- 0.0227 |
- 0.1818 |
-
-
- | 0.95 |
- 0.0254 |
- 0.0788 |
- 0.0262 |
- 0.0225 |
- 0.1848 |
-
-
- | 1.0 |
- 0.0034 |
- 0.0165 |
- 0.0038 |
- 0.0120 |
- 0.1850 |
-
-
- | avg |
- 0.0415 |
- 0.0382 |
- 0.0466 |
- 0.0274 |
- 0.1801 |
-
-
-
-
-
-
-
-
-
-
-## 20% positives
-> train: [0.79989987 0.20010013]
-> validation: [0.80006676 0.19993324]
-> bin_sld: 224.734s
-> mul_sld: 70.409s
-> binmc_sld: 223.361s
-> mulmc_sld: 67.028s
-> binne_sld: 223.604s
-> mulne_sld: 67.347s
-> bin_pacc: 218.304s
-> mul_pacc: 60.326s
-> ref: 49.515s
-> atc_mc: 54.802s
-> tot: 229.075s
-
-
-
-
- |
- binmc_sld |
- mulmc_sld |
- binne_sld |
- mulne_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0034 |
- 0.0313 |
- 0.0009 |
- 0.0924 |
- 0.1159 |
-
-
- | 0.05 |
- 0.0799 |
- 0.0743 |
- 0.1030 |
- 0.0861 |
- 0.1303 |
-
-
- | 0.1 |
- 0.0458 |
- 0.0454 |
- 0.0537 |
- 0.0472 |
- 0.0916 |
-
-
- | 0.15 |
- 0.0355 |
- 0.0352 |
- 0.0378 |
- 0.0349 |
- 0.0794 |
-
-
- | 0.2 |
- 0.0262 |
- 0.0293 |
- 0.0260 |
- 0.0300 |
- 0.0673 |
-
-
- | 0.25 |
- 0.0209 |
- 0.0247 |
- 0.0195 |
- 0.0261 |
- 0.0623 |
-
-
- | 0.3 |
- 0.0175 |
- 0.0207 |
- 0.0163 |
- 0.0237 |
- 0.0592 |
-
-
- | 0.35 |
- 0.0109 |
- 0.0149 |
- 0.0118 |
- 0.0175 |
- 0.0518 |
-
-
- | 0.4 |
- 0.0123 |
- 0.0153 |
- 0.0117 |
- 0.0190 |
- 0.0536 |
-
-
- | 0.45 |
- 0.0097 |
- 0.0136 |
- 0.0095 |
- 0.0165 |
- 0.0510 |
-
-
- | 0.5 |
- 0.0088 |
- 0.0127 |
- 0.0092 |
- 0.0174 |
- 0.0518 |
-
-
- | 0.55 |
- 0.0080 |
- 0.0115 |
- 0.0082 |
- 0.0161 |
- 0.0533 |
-
-
- | 0.6 |
- 0.0078 |
- 0.0115 |
- 0.0095 |
- 0.0156 |
- 0.0506 |
-
-
- | 0.65 |
- 0.0078 |
- 0.0119 |
- 0.0090 |
- 0.0164 |
- 0.0480 |
-
-
- | 0.7 |
- 0.0069 |
- 0.0113 |
- 0.0086 |
- 0.0135 |
- 0.0453 |
-
-
- | 0.75 |
- 0.0074 |
- 0.0120 |
- 0.0086 |
- 0.0139 |
- 0.0428 |
-
-
- | 0.8 |
- 0.0080 |
- 0.0128 |
- 0.0092 |
- 0.0137 |
- 0.0472 |
-
-
- | 0.85 |
- 0.0093 |
- 0.0136 |
- 0.0093 |
- 0.0138 |
- 0.0461 |
-
-
- | 0.9 |
- 0.0099 |
- 0.0139 |
- 0.0090 |
- 0.0120 |
- 0.0439 |
-
-
- | 0.95 |
- 0.0104 |
- 0.0147 |
- 0.0080 |
- 0.0114 |
- 0.0468 |
-
-
- | 1.0 |
- 0.0009 |
- 0.0066 |
- 0.0008 |
- 0.0073 |
- 0.0425 |
-
-
- | avg |
- 0.0165 |
- 0.0208 |
- 0.0181 |
- 0.0259 |
- 0.0610 |
-
-
-
-
-
-
-
-
-
-
-## 30% positives
-> train: [0.69993324 0.30006676]
-> validation: [0.70010013 0.29989987]
-> bin_sld: 218.651s
-> mul_sld: 65.273s
-> binmc_sld: 221.260s
-> mulmc_sld: 64.594s
-> binne_sld: 218.686s
-> mulne_sld: 63.905s
-> bin_pacc: 215.149s
-> mul_pacc: 58.011s
-> ref: 48.157s
-> atc_mc: 52.112s
-> tot: 224.561s
-
-
-
-
- |
- binmc_sld |
- mulmc_sld |
- binne_sld |
- mulne_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0005 |
- 0.0089 |
- 0.0003 |
- 0.0143 |
- 0.3301 |
-
-
- | 0.05 |
- 0.0759 |
- 0.0712 |
- 0.0807 |
- 0.0817 |
- 0.0519 |
-
-
- | 0.1 |
- 0.0513 |
- 0.0479 |
- 0.0617 |
- 0.0617 |
- 0.0306 |
-
-
- | 0.15 |
- 0.0417 |
- 0.0419 |
- 0.0488 |
- 0.0501 |
- 0.0252 |
-
-
- | 0.2 |
- 0.0340 |
- 0.0372 |
- 0.0377 |
- 0.0418 |
- 0.0190 |
-
-
- | 0.25 |
- 0.0281 |
- 0.0350 |
- 0.0297 |
- 0.0368 |
- 0.0167 |
-
-
- | 0.3 |
- 0.0205 |
- 0.0268 |
- 0.0201 |
- 0.0270 |
- 0.0132 |
-
-
- | 0.35 |
- 0.0177 |
- 0.0239 |
- 0.0165 |
- 0.0225 |
- 0.0170 |
-
-
- | 0.4 |
- 0.0153 |
- 0.0227 |
- 0.0135 |
- 0.0204 |
- 0.0141 |
-
-
- | 0.45 |
- 0.0111 |
- 0.0189 |
- 0.0101 |
- 0.0166 |
- 0.0135 |
-
-
- | 0.5 |
- 0.0097 |
- 0.0164 |
- 0.0088 |
- 0.0140 |
- 0.0153 |
-
-
- | 0.55 |
- 0.0077 |
- 0.0154 |
- 0.0065 |
- 0.0123 |
- 0.0146 |
-
-
- | 0.6 |
- 0.0072 |
- 0.0129 |
- 0.0078 |
- 0.0106 |
- 0.0142 |
-
-
- | 0.65 |
- 0.0066 |
- 0.0110 |
- 0.0079 |
- 0.0090 |
- 0.0159 |
-
-
- | 0.7 |
- 0.0062 |
- 0.0098 |
- 0.0079 |
- 0.0090 |
- 0.0145 |
-
-
- | 0.75 |
- 0.0067 |
- 0.0085 |
- 0.0084 |
- 0.0079 |
- 0.0144 |
-
-
- | 0.8 |
- 0.0067 |
- 0.0073 |
- 0.0087 |
- 0.0071 |
- 0.0157 |
-
-
- | 0.85 |
- 0.0076 |
- 0.0066 |
- 0.0090 |
- 0.0066 |
- 0.0168 |
-
-
- | 0.9 |
- 0.0089 |
- 0.0062 |
- 0.0094 |
- 0.0059 |
- 0.0155 |
-
-
- | 0.95 |
- 0.0089 |
- 0.0057 |
- 0.0080 |
- 0.0050 |
- 0.0152 |
-
-
- | 1.0 |
- 0.0003 |
- 0.0039 |
- 0.0003 |
- 0.0054 |
- 0.0177 |
-
-
- | avg |
- 0.0177 |
- 0.0209 |
- 0.0191 |
- 0.0222 |
- 0.0334 |
-
-
-
-
-
-
-
-
-
-
-## 40% positives
-> train: [0.59996662 0.40003338]
-> validation: [0.59996662 0.40003338]
-> bin_sld: 213.191s
-> mul_sld: 64.472s
-> binmc_sld: 212.647s
-> mulmc_sld: 64.187s
-> binne_sld: 214.524s
-> mulne_sld: 63.741s
-> bin_pacc: 208.132s
-> mul_pacc: 57.195s
-> ref: 48.218s
-> atc_mc: 52.342s
-> tot: 219.577s
-
-
-
-
- |
- binmc_sld |
- mulmc_sld |
- binne_sld |
- mulne_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0010 |
- 0.0076 |
- 0.0002 |
- 0.0070 |
- 0.3564 |
-
-
- | 0.05 |
- 0.0652 |
- 0.0630 |
- 0.0600 |
- 0.0774 |
- 0.0506 |
-
-
- | 0.1 |
- 0.0398 |
- 0.0416 |
- 0.0450 |
- 0.0609 |
- 0.0460 |
-
-
- | 0.15 |
- 0.0335 |
- 0.0383 |
- 0.0442 |
- 0.0578 |
- 0.0318 |
-
-
- | 0.2 |
- 0.0289 |
- 0.0319 |
- 0.0400 |
- 0.0501 |
- 0.0254 |
-
-
- | 0.25 |
- 0.0300 |
- 0.0346 |
- 0.0408 |
- 0.0493 |
- 0.0197 |
-
-
- | 0.3 |
- 0.0220 |
- 0.0254 |
- 0.0299 |
- 0.0367 |
- 0.0174 |
-
-
- | 0.35 |
- 0.0208 |
- 0.0237 |
- 0.0264 |
- 0.0310 |
- 0.0129 |
-
-
- | 0.4 |
- 0.0197 |
- 0.0232 |
- 0.0218 |
- 0.0282 |
- 0.0118 |
-
-
- | 0.45 |
- 0.0149 |
- 0.0181 |
- 0.0169 |
- 0.0224 |
- 0.0095 |
-
-
- | 0.5 |
- 0.0136 |
- 0.0170 |
- 0.0145 |
- 0.0202 |
- 0.0088 |
-
-
- | 0.55 |
- 0.0108 |
- 0.0162 |
- 0.0108 |
- 0.0186 |
- 0.0085 |
-
-
- | 0.6 |
- 0.0100 |
- 0.0144 |
- 0.0094 |
- 0.0157 |
- 0.0078 |
-
-
- | 0.65 |
- 0.0083 |
- 0.0127 |
- 0.0080 |
- 0.0132 |
- 0.0093 |
-
-
- | 0.7 |
- 0.0076 |
- 0.0111 |
- 0.0074 |
- 0.0111 |
- 0.0090 |
-
-
- | 0.75 |
- 0.0063 |
- 0.0083 |
- 0.0066 |
- 0.0084 |
- 0.0075 |
-
-
- | 0.8 |
- 0.0051 |
- 0.0081 |
- 0.0056 |
- 0.0078 |
- 0.0066 |
-
-
- | 0.85 |
- 0.0046 |
- 0.0069 |
- 0.0057 |
- 0.0068 |
- 0.0084 |
-
-
- | 0.9 |
- 0.0048 |
- 0.0052 |
- 0.0058 |
- 0.0051 |
- 0.0078 |
-
-
- | 0.95 |
- 0.0048 |
- 0.0049 |
- 0.0054 |
- 0.0048 |
- 0.0097 |
-
-
- | 1.0 |
- 0.0004 |
- 0.0025 |
- 0.0003 |
- 0.0031 |
- 0.0090 |
-
-
- | avg |
- 0.0168 |
- 0.0198 |
- 0.0193 |
- 0.0255 |
- 0.0321 |
-
-
-
-
-
-
-
-
-
-
-## 50% positives
-> train: [0.5 0.5]
-> validation: [0.5 0.5]
-> bin_sld: 214.324s
-> mul_sld: 66.924s
-> binmc_sld: 214.469s
-> mulmc_sld: 65.323s
-> binne_sld: 214.727s
-> mulne_sld: 65.665s
-> bin_pacc: 209.386s
-> mul_pacc: 57.380s
-> ref: 47.729s
-> atc_mc: 52.153s
-> tot: 220.021s
-
-
-
-
- |
- binmc_sld |
- mulmc_sld |
- binne_sld |
- mulne_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0002 |
- 0.0010 |
- 0.0002 |
- 0.0011 |
- 0.5135 |
-
-
- | 0.05 |
- 0.0778 |
- 0.0616 |
- 0.0827 |
- 0.0607 |
- 0.1066 |
-
-
- | 0.1 |
- 0.0407 |
- 0.0362 |
- 0.0405 |
- 0.0383 |
- 0.0476 |
-
-
- | 0.15 |
- 0.0310 |
- 0.0339 |
- 0.0301 |
- 0.0362 |
- 0.0306 |
-
-
- | 0.2 |
- 0.0270 |
- 0.0283 |
- 0.0272 |
- 0.0332 |
- 0.0235 |
-
-
- | 0.25 |
- 0.0226 |
- 0.0257 |
- 0.0265 |
- 0.0318 |
- 0.0158 |
-
-
- | 0.3 |
- 0.0224 |
- 0.0241 |
- 0.0252 |
- 0.0282 |
- 0.0147 |
-
-
- | 0.35 |
- 0.0219 |
- 0.0210 |
- 0.0241 |
- 0.0238 |
- 0.0151 |
-
-
- | 0.4 |
- 0.0187 |
- 0.0192 |
- 0.0219 |
- 0.0227 |
- 0.0105 |
-
-
- | 0.45 |
- 0.0162 |
- 0.0166 |
- 0.0188 |
- 0.0194 |
- 0.0119 |
-
-
- | 0.5 |
- 0.0147 |
- 0.0151 |
- 0.0177 |
- 0.0178 |
- 0.0115 |
-
-
- | 0.55 |
- 0.0115 |
- 0.0119 |
- 0.0137 |
- 0.0139 |
- 0.0105 |
-
-
- | 0.6 |
- 0.0126 |
- 0.0126 |
- 0.0143 |
- 0.0141 |
- 0.0107 |
-
-
- | 0.65 |
- 0.0112 |
- 0.0112 |
- 0.0117 |
- 0.0121 |
- 0.0114 |
-
-
- | 0.7 |
- 0.0105 |
- 0.0104 |
- 0.0105 |
- 0.0110 |
- 0.0103 |
-
-
- | 0.75 |
- 0.0090 |
- 0.0086 |
- 0.0086 |
- 0.0089 |
- 0.0097 |
-
-
- | 0.8 |
- 0.0071 |
- 0.0078 |
- 0.0064 |
- 0.0081 |
- 0.0117 |
-
-
- | 0.85 |
- 0.0055 |
- 0.0061 |
- 0.0055 |
- 0.0065 |
- 0.0104 |
-
-
- | 0.9 |
- 0.0054 |
- 0.0057 |
- 0.0055 |
- 0.0058 |
- 0.0117 |
-
-
- | 0.95 |
- 0.0041 |
- 0.0044 |
- 0.0045 |
- 0.0045 |
- 0.0117 |
-
-
- | 1.0 |
- 0.0011 |
- 0.0023 |
- 0.0005 |
- 0.0021 |
- 0.0128 |
-
-
- | avg |
- 0.0177 |
- 0.0173 |
- 0.0189 |
- 0.0191 |
- 0.0434 |
-
-
-
-
-
-
-
-
-
-
-## 60% positives
-> train: [0.40003338 0.59996662]
-> validation: [0.40003338 0.59996662]
-> bin_sld: 214.994s
-> mul_sld: 67.090s
-> binmc_sld: 213.157s
-> mulmc_sld: 66.108s
-> binne_sld: 214.970s
-> mulne_sld: 66.024s
-> bin_pacc: 209.135s
-> mul_pacc: 57.235s
-> ref: 48.002s
-> atc_mc: 52.217s
-> tot: 220.124s
-
-
-
-
- |
- binmc_sld |
- mulmc_sld |
- binne_sld |
- mulne_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0002 |
- 0.0002 |
- 0.0002 |
- 0.0004 |
- 0.5310 |
-
-
- | 0.05 |
- 0.0837 |
- 0.0546 |
- 0.0832 |
- 0.0542 |
- 0.2044 |
-
-
- | 0.1 |
- 0.0599 |
- 0.0360 |
- 0.0603 |
- 0.0374 |
- 0.1045 |
-
-
- | 0.15 |
- 0.0468 |
- 0.0271 |
- 0.0465 |
- 0.0284 |
- 0.0571 |
-
-
- | 0.2 |
- 0.0324 |
- 0.0231 |
- 0.0310 |
- 0.0234 |
- 0.0407 |
-
-
- | 0.25 |
- 0.0324 |
- 0.0217 |
- 0.0315 |
- 0.0221 |
- 0.0228 |
-
-
- | 0.3 |
- 0.0299 |
- 0.0209 |
- 0.0302 |
- 0.0217 |
- 0.0196 |
-
-
- | 0.35 |
- 0.0284 |
- 0.0200 |
- 0.0282 |
- 0.0205 |
- 0.0125 |
-
-
- | 0.4 |
- 0.0254 |
- 0.0178 |
- 0.0255 |
- 0.0183 |
- 0.0100 |
-
-
- | 0.45 |
- 0.0207 |
- 0.0148 |
- 0.0210 |
- 0.0152 |
- 0.0101 |
-
-
- | 0.5 |
- 0.0211 |
- 0.0160 |
- 0.0214 |
- 0.0163 |
- 0.0081 |
-
-
- | 0.55 |
- 0.0168 |
- 0.0125 |
- 0.0169 |
- 0.0123 |
- 0.0076 |
-
-
- | 0.6 |
- 0.0148 |
- 0.0109 |
- 0.0148 |
- 0.0112 |
- 0.0060 |
-
-
- | 0.65 |
- 0.0137 |
- 0.0103 |
- 0.0136 |
- 0.0102 |
- 0.0060 |
-
-
- | 0.7 |
- 0.0152 |
- 0.0116 |
- 0.0149 |
- 0.0110 |
- 0.0055 |
-
-
- | 0.75 |
- 0.0135 |
- 0.0099 |
- 0.0131 |
- 0.0095 |
- 0.0051 |
-
-
- | 0.8 |
- 0.0122 |
- 0.0090 |
- 0.0117 |
- 0.0087 |
- 0.0042 |
-
-
- | 0.85 |
- 0.0120 |
- 0.0091 |
- 0.0113 |
- 0.0084 |
- 0.0042 |
-
-
- | 0.9 |
- 0.0110 |
- 0.0081 |
- 0.0099 |
- 0.0071 |
- 0.0045 |
-
-
- | 0.95 |
- 0.0083 |
- 0.0064 |
- 0.0074 |
- 0.0059 |
- 0.0037 |
-
-
- | 1.0 |
- 0.0042 |
- 0.0040 |
- 0.0021 |
- 0.0028 |
- 0.0034 |
-
-
- | avg |
- 0.0239 |
- 0.0164 |
- 0.0236 |
- 0.0164 |
- 0.0510 |
-
-
-
-
-
-
-
-
-
-
-## 70% positives
-> train: [0.29989987 0.70010013]
-> validation: [0.30006676 0.69993324]
-> bin_sld: 217.809s
-> mul_sld: 67.454s
-> binmc_sld: 215.345s
-> mulmc_sld: 65.596s
-> binne_sld: 216.897s
-> mulne_sld: 66.048s
-> bin_pacc: 210.063s
-> mul_pacc: 56.905s
-> ref: 47.823s
-> atc_mc: 51.936s
-> tot: 222.297s
-
-
-
-
- |
- binmc_sld |
- mulmc_sld |
- binne_sld |
- mulne_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0001 |
- 0.0000 |
- 0.0001 |
- 0.0001 |
- 0.5749 |
-
-
- | 0.05 |
- 0.0875 |
- 0.0694 |
- 0.0774 |
- 0.0566 |
- 0.3336 |
-
-
- | 0.1 |
- 0.0668 |
- 0.0546 |
- 0.0642 |
- 0.0515 |
- 0.2163 |
-
-
- | 0.15 |
- 0.0559 |
- 0.0434 |
- 0.0555 |
- 0.0449 |
- 0.1450 |
-
-
- | 0.2 |
- 0.0405 |
- 0.0319 |
- 0.0407 |
- 0.0343 |
- 0.1055 |
-
-
- | 0.25 |
- 0.0387 |
- 0.0303 |
- 0.0389 |
- 0.0336 |
- 0.0703 |
-
-
- | 0.3 |
- 0.0350 |
- 0.0266 |
- 0.0361 |
- 0.0302 |
- 0.0549 |
-
-
- | 0.35 |
- 0.0311 |
- 0.0251 |
- 0.0319 |
- 0.0288 |
- 0.0403 |
-
-
- | 0.4 |
- 0.0276 |
- 0.0211 |
- 0.0276 |
- 0.0239 |
- 0.0279 |
-
-
- | 0.45 |
- 0.0244 |
- 0.0190 |
- 0.0244 |
- 0.0213 |
- 0.0225 |
-
-
- | 0.5 |
- 0.0213 |
- 0.0174 |
- 0.0214 |
- 0.0189 |
- 0.0165 |
-
-
- | 0.55 |
- 0.0210 |
- 0.0161 |
- 0.0206 |
- 0.0171 |
- 0.0120 |
-
-
- | 0.6 |
- 0.0163 |
- 0.0123 |
- 0.0159 |
- 0.0130 |
- 0.0095 |
-
-
- | 0.65 |
- 0.0175 |
- 0.0134 |
- 0.0180 |
- 0.0138 |
- 0.0089 |
-
-
- | 0.7 |
- 0.0149 |
- 0.0112 |
- 0.0147 |
- 0.0110 |
- 0.0060 |
-
-
- | 0.75 |
- 0.0142 |
- 0.0108 |
- 0.0138 |
- 0.0101 |
- 0.0047 |
-
-
- | 0.8 |
- 0.0138 |
- 0.0101 |
- 0.0139 |
- 0.0094 |
- 0.0044 |
-
-
- | 0.85 |
- 0.0135 |
- 0.0103 |
- 0.0135 |
- 0.0091 |
- 0.0045 |
-
-
- | 0.9 |
- 0.0113 |
- 0.0083 |
- 0.0111 |
- 0.0068 |
- 0.0036 |
-
-
- | 0.95 |
- 0.0098 |
- 0.0069 |
- 0.0088 |
- 0.0051 |
- 0.0035 |
-
-
- | 1.0 |
- 0.0053 |
- 0.0050 |
- 0.0029 |
- 0.0027 |
- 0.0032 |
-
-
- | avg |
- 0.0270 |
- 0.0211 |
- 0.0263 |
- 0.0211 |
- 0.0794 |
-
-
-
-
-
-
-
-
-
-
-## 80% positives
-> train: [0.19993324 0.80006676]
-> validation: [0.20010013 0.79989987]
-> bin_sld: 216.605s
-> mul_sld: 66.881s
-> binmc_sld: 215.549s
-> mulmc_sld: 65.843s
-> binne_sld: 217.993s
-> mulne_sld: 64.859s
-> bin_pacc: 208.788s
-> mul_pacc: 56.643s
-> ref: 47.697s
-> atc_mc: 52.089s
-> tot: 223.227s
-
-
-
-
- |
- binmc_sld |
- mulmc_sld |
- binne_sld |
- mulne_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0001 |
- 0.0000 |
- 0.0001 |
- 0.0001 |
- 0.5459 |
-
-
- | 0.05 |
- 0.0870 |
- 0.0767 |
- 0.0615 |
- 0.0466 |
- 0.3941 |
-
-
- | 0.1 |
- 0.0656 |
- 0.0597 |
- 0.0526 |
- 0.0447 |
- 0.2954 |
-
-
- | 0.15 |
- 0.0510 |
- 0.0472 |
- 0.0441 |
- 0.0415 |
- 0.2206 |
-
-
- | 0.2 |
- 0.0363 |
- 0.0339 |
- 0.0334 |
- 0.0332 |
- 0.1701 |
-
-
- | 0.25 |
- 0.0333 |
- 0.0306 |
- 0.0318 |
- 0.0332 |
- 0.1277 |
-
-
- | 0.3 |
- 0.0303 |
- 0.0268 |
- 0.0289 |
- 0.0315 |
- 0.0994 |
-
-
- | 0.35 |
- 0.0247 |
- 0.0233 |
- 0.0250 |
- 0.0292 |
- 0.0774 |
-
-
- | 0.4 |
- 0.0216 |
- 0.0188 |
- 0.0218 |
- 0.0254 |
- 0.0563 |
-
-
- | 0.45 |
- 0.0180 |
- 0.0156 |
- 0.0179 |
- 0.0217 |
- 0.0440 |
-
-
- | 0.5 |
- 0.0140 |
- 0.0128 |
- 0.0147 |
- 0.0183 |
- 0.0323 |
-
-
- | 0.55 |
- 0.0151 |
- 0.0129 |
- 0.0148 |
- 0.0184 |
- 0.0206 |
-
-
- | 0.6 |
- 0.0106 |
- 0.0096 |
- 0.0096 |
- 0.0128 |
- 0.0152 |
-
-
- | 0.65 |
- 0.0116 |
- 0.0099 |
- 0.0110 |
- 0.0136 |
- 0.0098 |
-
-
- | 0.7 |
- 0.0100 |
- 0.0085 |
- 0.0092 |
- 0.0111 |
- 0.0072 |
-
-
- | 0.75 |
- 0.0087 |
- 0.0072 |
- 0.0088 |
- 0.0087 |
- 0.0056 |
-
-
- | 0.8 |
- 0.0105 |
- 0.0078 |
- 0.0098 |
- 0.0090 |
- 0.0049 |
-
-
- | 0.85 |
- 0.0089 |
- 0.0069 |
- 0.0090 |
- 0.0072 |
- 0.0053 |
-
-
- | 0.9 |
- 0.0090 |
- 0.0069 |
- 0.0091 |
- 0.0062 |
- 0.0055 |
-
-
- | 0.95 |
- 0.0075 |
- 0.0058 |
- 0.0072 |
- 0.0048 |
- 0.0068 |
-
-
- | 1.0 |
- 0.0043 |
- 0.0038 |
- 0.0023 |
- 0.0019 |
- 0.0076 |
-
-
- | avg |
- 0.0228 |
- 0.0202 |
- 0.0201 |
- 0.0200 |
- 0.1025 |
-
-
-
-
-
-
-
-
-
-
-## 90% positives
-> train: [0.09996662 0.90003338]
-> validation: [0.09996662 0.90003338]
-> bin_sld: 218.933s
-> mul_sld: 73.768s
-> binmc_sld: 218.003s
-> mulmc_sld: 61.731s
-> binne_sld: 219.245s
-> mulne_sld: 62.751s
-> bin_pacc: 208.227s
-> mul_pacc: 56.657s
-> ref: 48.071s
-> atc_mc: 52.099s
-> tot: 224.345s
-
-
-
-
- |
- binmc_sld |
- mulmc_sld |
- binne_sld |
- mulne_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0000 |
- 0.0000 |
- 0.0000 |
- 0.0000 |
- 0.4745 |
-
-
- | 0.05 |
- 0.1081 |
- 0.1023 |
- 0.0873 |
- 0.0657 |
- 0.4016 |
-
-
- | 0.1 |
- 0.1276 |
- 0.1099 |
- 0.0908 |
- 0.0715 |
- 0.3432 |
-
-
- | 0.15 |
- 0.1131 |
- 0.1009 |
- 0.0852 |
- 0.0697 |
- 0.2909 |
-
-
- | 0.2 |
- 0.0950 |
- 0.0873 |
- 0.0747 |
- 0.0633 |
- 0.2470 |
-
-
- | 0.25 |
- 0.0855 |
- 0.0819 |
- 0.0706 |
- 0.0641 |
- 0.2076 |
-
-
- | 0.3 |
- 0.0712 |
- 0.0701 |
- 0.0615 |
- 0.0576 |
- 0.1759 |
-
-
- | 0.35 |
- 0.0611 |
- 0.0623 |
- 0.0551 |
- 0.0537 |
- 0.1487 |
-
-
- | 0.4 |
- 0.0523 |
- 0.0545 |
- 0.0490 |
- 0.0497 |
- 0.1239 |
-
-
- | 0.45 |
- 0.0418 |
- 0.0446 |
- 0.0407 |
- 0.0419 |
- 0.1027 |
-
-
- | 0.5 |
- 0.0341 |
- 0.0375 |
- 0.0345 |
- 0.0371 |
- 0.0842 |
-
-
- | 0.55 |
- 0.0311 |
- 0.0344 |
- 0.0324 |
- 0.0355 |
- 0.0659 |
-
-
- | 0.6 |
- 0.0219 |
- 0.0252 |
- 0.0240 |
- 0.0272 |
- 0.0530 |
-
-
- | 0.65 |
- 0.0210 |
- 0.0235 |
- 0.0236 |
- 0.0271 |
- 0.0392 |
-
-
- | 0.7 |
- 0.0160 |
- 0.0180 |
- 0.0186 |
- 0.0216 |
- 0.0290 |
-
-
- | 0.75 |
- 0.0116 |
- 0.0131 |
- 0.0143 |
- 0.0173 |
- 0.0196 |
-
-
- | 0.8 |
- 0.0100 |
- 0.0111 |
- 0.0122 |
- 0.0139 |
- 0.0125 |
-
-
- | 0.85 |
- 0.0080 |
- 0.0087 |
- 0.0095 |
- 0.0109 |
- 0.0061 |
-
-
- | 0.9 |
- 0.0059 |
- 0.0056 |
- 0.0068 |
- 0.0072 |
- 0.0036 |
-
-
- | 0.95 |
- 0.0048 |
- 0.0045 |
- 0.0048 |
- 0.0049 |
- 0.0069 |
-
-
- | 1.0 |
- 0.0045 |
- 0.0039 |
- 0.0029 |
- 0.0023 |
- 0.0123 |
-
-
- | avg |
- 0.0440 |
- 0.0428 |
- 0.0380 |
- 0.0353 |
- 0.1356 |
-
-
-
-
-
-
-
-
-
-
-## avg
-### avg on train
-
-
-
- |
- binmc_sld |
- mulmc_sld |
- binne_sld |
- mulne_sld |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0013 |
- 0.0088 |
- 0.0022 |
- 0.0181 |
- 0.3827 |
-
-
- | 0.05 |
- 0.0973 |
- 0.0756 |
- 0.0949 |
- 0.0713 |
- 0.2109 |
-
-
- | 0.1 |
- 0.0663 |
- 0.0553 |
- 0.0649 |
- 0.0524 |
- 0.1528 |
-
-
- | 0.15 |
- 0.0569 |
- 0.0452 |
- 0.0548 |
- 0.0439 |
- 0.1203 |
-
-
- | 0.2 |
- 0.0425 |
- 0.0370 |
- 0.0420 |
- 0.0371 |
- 0.0991 |
-
-
- | 0.25 |
- 0.0379 |
- 0.0341 |
- 0.0381 |
- 0.0352 |
- 0.0819 |
-
-
- | 0.3 |
- 0.0320 |
- 0.0290 |
- 0.0330 |
- 0.0305 |
- 0.0712 |
-
-
- | 0.35 |
- 0.0270 |
- 0.0252 |
- 0.0281 |
- 0.0266 |
- 0.0623 |
-
-
- | 0.4 |
- 0.0238 |
- 0.0232 |
- 0.0249 |
- 0.0249 |
- 0.0548 |
-
-
- | 0.45 |
- 0.0194 |
- 0.0196 |
- 0.0201 |
- 0.0211 |
- 0.0497 |
-
-
- | 0.5 |
- 0.0171 |
- 0.0181 |
- 0.0193 |
- 0.0197 |
- 0.0458 |
-
-
- | 0.55 |
- 0.0153 |
- 0.0166 |
- 0.0160 |
- 0.0178 |
- 0.0415 |
-
-
- | 0.6 |
- 0.0136 |
- 0.0148 |
- 0.0152 |
- 0.0155 |
- 0.0394 |
-
-
- | 0.65 |
- 0.0137 |
- 0.0153 |
- 0.0153 |
- 0.0152 |
- 0.0373 |
-
-
- | 0.7 |
- 0.0126 |
- 0.0139 |
- 0.0131 |
- 0.0134 |
- 0.0350 |
-
-
- | 0.75 |
- 0.0114 |
- 0.0129 |
- 0.0119 |
- 0.0117 |
- 0.0325 |
-
-
- | 0.8 |
- 0.0107 |
- 0.0130 |
- 0.0112 |
- 0.0111 |
- 0.0323 |
-
-
- | 0.85 |
- 0.0111 |
- 0.0137 |
- 0.0111 |
- 0.0102 |
- 0.0315 |
-
-
- | 0.9 |
- 0.0099 |
- 0.0160 |
- 0.0096 |
- 0.0087 |
- 0.0309 |
-
-
- | 0.95 |
- 0.0093 |
- 0.0147 |
- 0.0089 |
- 0.0077 |
- 0.0321 |
-
-
- | 1.0 |
- 0.0027 |
- 0.0054 |
- 0.0018 |
- 0.0044 |
- 0.0326 |
-
-
- | avg |
- 0.0253 |
- 0.0242 |
- 0.0255 |
- 0.0236 |
- 0.0798 |
-
-
-
-
-
-
-### avg on test
-
-
-
- |
- binmc_sld |
- mulmc_sld |
- binne_sld |
- mulne_sld |
- atc_mc |
-
-
-
-
- | 0.1 |
- 0.0415 |
- 0.0382 |
- 0.0466 |
- 0.0274 |
- 0.1801 |
-
-
- | 0.2 |
- 0.0165 |
- 0.0208 |
- 0.0181 |
- 0.0259 |
- 0.0610 |
-
-
- | 0.3 |
- 0.0177 |
- 0.0209 |
- 0.0191 |
- 0.0222 |
- 0.0334 |
-
-
- | 0.4 |
- 0.0168 |
- 0.0198 |
- 0.0193 |
- 0.0255 |
- 0.0321 |
-
-
- | 0.5 |
- 0.0177 |
- 0.0173 |
- 0.0189 |
- 0.0191 |
- 0.0434 |
-
-
- | 0.6 |
- 0.0239 |
- 0.0164 |
- 0.0236 |
- 0.0164 |
- 0.0510 |
-
-
- | 0.7 |
- 0.0270 |
- 0.0211 |
- 0.0263 |
- 0.0211 |
- 0.0794 |
-
-
- | 0.8 |
- 0.0228 |
- 0.0202 |
- 0.0201 |
- 0.0200 |
- 0.1025 |
-
-
- | 0.9 |
- 0.0440 |
- 0.0428 |
- 0.0380 |
- 0.0353 |
- 0.1356 |
-
-
- | avg |
- 0.0253 |
- 0.0242 |
- 0.0255 |
- 0.0236 |
- 0.0798 |
-
-
-
-
-
-
-### avg dataset shift
-
diff --git a/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_max_conf_vs_entropy_pacc_acc.md b/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_max_conf_vs_entropy_pacc_acc.md
deleted file mode 100644
index 22ce787..0000000
--- a/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_max_conf_vs_entropy_pacc_acc.md
+++ /dev/null
@@ -1,2294 +0,0 @@
-# rcv1_CCAT_9prevs
-
-## 10% positives
-> train: [0.90003338 0.09996662]
-> validation: [0.90003338 0.09996662]
-> bin_sld: 426.003s
-> mul_sld: 199.118s
-> bin_sld_gs: 1070.285s
-> mul_sld_gs: 686.591s
-> bin_pacc: 409.897s
-> mul_pacc: 169.591s
-> binmc_pacc: 412.906s
-> mulmc_pacc: 173.043s
-> binne_pacc: 411.128s
-> mulne_pacc: 146.658s
-> bin_pacc_gs: 710.525s
-> mul_pacc_gs: 245.764s
-> bin_cc: 389.472s
-> mul_cc: 148.220s
-> kfcv: 130.095s
-> ref: 120.267s
-> atc_mc: 125.236s
-> atc_ne: 121.957s
-> doc_feat: 83.796s
-> tot: 1073.769s
-
-
-
-
- |
- binmc_pacc |
- mulmc_pacc |
- binne_pacc |
- mulne_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0011 |
- 0.0026 |
- 0.0015 |
- 0.0040 |
- 0.0088 |
-
-
- | 0.05 |
- 0.0060 |
- 0.0058 |
- 0.0054 |
- 0.0053 |
- 0.0046 |
-
-
- | 0.1 |
- 0.0080 |
- 0.0100 |
- 0.0075 |
- 0.0071 |
- 0.0080 |
-
-
- | 0.15 |
- 0.0086 |
- 0.0125 |
- 0.0085 |
- 0.0079 |
- 0.0128 |
-
-
- | 0.2 |
- 0.0109 |
- 0.0175 |
- 0.0106 |
- 0.0112 |
- 0.0194 |
-
-
- | 0.25 |
- 0.0127 |
- 0.0224 |
- 0.0128 |
- 0.0133 |
- 0.0256 |
-
-
- | 0.3 |
- 0.0150 |
- 0.0278 |
- 0.0152 |
- 0.0165 |
- 0.0348 |
-
-
- | 0.35 |
- 0.0195 |
- 0.0345 |
- 0.0200 |
- 0.0205 |
- 0.0438 |
-
-
- | 0.4 |
- 0.0205 |
- 0.0370 |
- 0.0211 |
- 0.0217 |
- 0.0509 |
-
-
- | 0.45 |
- 0.0214 |
- 0.0422 |
- 0.0222 |
- 0.0250 |
- 0.0568 |
-
-
- | 0.5 |
- 0.0226 |
- 0.0459 |
- 0.0241 |
- 0.0268 |
- 0.0633 |
-
-
- | 0.55 |
- 0.0252 |
- 0.0516 |
- 0.0264 |
- 0.0305 |
- 0.0728 |
-
-
- | 0.6 |
- 0.0236 |
- 0.0528 |
- 0.0261 |
- 0.0292 |
- 0.0748 |
-
-
- | 0.65 |
- 0.0294 |
- 0.0588 |
- 0.0317 |
- 0.0339 |
- 0.0843 |
-
-
- | 0.7 |
- 0.0314 |
- 0.0641 |
- 0.0346 |
- 0.0369 |
- 0.0916 |
-
-
- | 0.75 |
- 0.0336 |
- 0.0706 |
- 0.0366 |
- 0.0405 |
- 0.1005 |
-
-
- | 0.8 |
- 0.0326 |
- 0.0725 |
- 0.0359 |
- 0.0410 |
- 0.1064 |
-
-
- | 0.85 |
- 0.0363 |
- 0.0794 |
- 0.0397 |
- 0.0464 |
- 0.1147 |
-
-
- | 0.9 |
- 0.0395 |
- 0.0854 |
- 0.0434 |
- 0.0508 |
- 0.1204 |
-
-
- | 0.95 |
- 0.0402 |
- 0.0855 |
- 0.0436 |
- 0.0500 |
- 0.1244 |
-
-
- | 1.0 |
- 0.0440 |
- 0.0922 |
- 0.0490 |
- 0.0542 |
- 0.1336 |
-
-
- | avg |
- 0.0230 |
- 0.0462 |
- 0.0246 |
- 0.0273 |
- 0.0644 |
-
-
-
-
-
-
-
-
-
-
-## 20% positives
-> train: [0.79989987 0.20010013]
-> validation: [0.80006676 0.19993324]
-> bin_sld: 422.895s
-> mul_sld: 162.786s
-> bin_sld_gs: 1128.064s
-> mul_sld_gs: 683.619s
-> bin_sld_gsq: 524.432s
-> bin_pacc: 410.462s
-> mul_pacc: 155.872s
-> binmc_pacc: 407.039s
-> mulmc_pacc: 173.902s
-> binne_pacc: 410.358s
-> mulne_pacc: 167.292s
-> bin_pacc_gs: 732.626s
-> mul_pacc_gs: 261.935s
-> bin_cc: 396.948s
-> mul_cc: 147.743s
-> kfcv: 132.118s
-> ref: 106.145s
-> atc_mc: 127.911s
-> atc_ne: 121.613s
-> doc_feat: 80.220s
-> tot: 1132.799s
-
-
-
-
- |
- binmc_pacc |
- mulmc_pacc |
- binne_pacc |
- mulne_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0140 |
- 0.0097 |
- 0.0095 |
- 0.0040 |
- 0.0097 |
-
-
- | 0.05 |
- 0.0145 |
- 0.0100 |
- 0.0088 |
- 0.0063 |
- 0.0071 |
-
-
- | 0.1 |
- 0.0139 |
- 0.0107 |
- 0.0075 |
- 0.0073 |
- 0.0062 |
-
-
- | 0.15 |
- 0.0129 |
- 0.0104 |
- 0.0069 |
- 0.0072 |
- 0.0064 |
-
-
- | 0.2 |
- 0.0115 |
- 0.0104 |
- 0.0079 |
- 0.0091 |
- 0.0088 |
-
-
- | 0.25 |
- 0.0112 |
- 0.0098 |
- 0.0082 |
- 0.0101 |
- 0.0093 |
-
-
- | 0.3 |
- 0.0117 |
- 0.0098 |
- 0.0091 |
- 0.0101 |
- 0.0124 |
-
-
- | 0.35 |
- 0.0100 |
- 0.0095 |
- 0.0102 |
- 0.0102 |
- 0.0161 |
-
-
- | 0.4 |
- 0.0101 |
- 0.0089 |
- 0.0133 |
- 0.0119 |
- 0.0190 |
-
-
- | 0.45 |
- 0.0107 |
- 0.0097 |
- 0.0154 |
- 0.0132 |
- 0.0207 |
-
-
- | 0.5 |
- 0.0107 |
- 0.0097 |
- 0.0164 |
- 0.0130 |
- 0.0222 |
-
-
- | 0.55 |
- 0.0113 |
- 0.0092 |
- 0.0193 |
- 0.0154 |
- 0.0247 |
-
-
- | 0.6 |
- 0.0110 |
- 0.0098 |
- 0.0191 |
- 0.0144 |
- 0.0272 |
-
-
- | 0.65 |
- 0.0121 |
- 0.0110 |
- 0.0240 |
- 0.0178 |
- 0.0331 |
-
-
- | 0.7 |
- 0.0101 |
- 0.0111 |
- 0.0271 |
- 0.0198 |
- 0.0384 |
-
-
- | 0.75 |
- 0.0096 |
- 0.0117 |
- 0.0295 |
- 0.0206 |
- 0.0425 |
-
-
- | 0.8 |
- 0.0099 |
- 0.0118 |
- 0.0297 |
- 0.0196 |
- 0.0407 |
-
-
- | 0.85 |
- 0.0092 |
- 0.0128 |
- 0.0325 |
- 0.0222 |
- 0.0447 |
-
-
- | 0.9 |
- 0.0101 |
- 0.0157 |
- 0.0344 |
- 0.0248 |
- 0.0493 |
-
-
- | 0.95 |
- 0.0105 |
- 0.0145 |
- 0.0352 |
- 0.0230 |
- 0.0492 |
-
-
- | 1.0 |
- 0.0074 |
- 0.0205 |
- 0.0406 |
- 0.0289 |
- 0.0571 |
-
-
- | avg |
- 0.0111 |
- 0.0113 |
- 0.0193 |
- 0.0147 |
- 0.0259 |
-
-
-
-
-
-
-
-
-
-
-## 30% positives
-> train: [0.69993324 0.30006676]
-> validation: [0.70010013 0.29989987]
-> bin_sld: 421.459s
-> mul_sld: 146.321s
-> bin_sld_gs: 1159.421s
-> mul_sld_gs: 690.743s
-> bin_sld_gsq: 531.736s
-> bin_pacc: 423.881s
-> mul_pacc: 166.104s
-> binmc_pacc: 422.818s
-> mulmc_pacc: 164.572s
-> binne_pacc: 409.704s
-> mulne_pacc: 155.476s
-> bin_pacc_gs: 737.229s
-> mul_pacc_gs: 269.465s
-> bin_cc: 400.220s
-> mul_cc: 118.299s
-> kfcv: 131.612s
-> ref: 122.392s
-> atc_mc: 119.095s
-> atc_ne: 108.266s
-> doc_feat: 96.341s
-> tot: 1163.937s
-
-
-
-
- |
- binmc_pacc |
- mulmc_pacc |
- binne_pacc |
- mulne_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0128 |
- 0.0132 |
- 0.0157 |
- 0.0107 |
- 0.0103 |
-
-
- | 0.05 |
- 0.0153 |
- 0.0126 |
- 0.0151 |
- 0.0113 |
- 0.0072 |
-
-
- | 0.1 |
- 0.0145 |
- 0.0133 |
- 0.0148 |
- 0.0121 |
- 0.0049 |
-
-
- | 0.15 |
- 0.0119 |
- 0.0117 |
- 0.0123 |
- 0.0099 |
- 0.0060 |
-
-
- | 0.2 |
- 0.0110 |
- 0.0109 |
- 0.0116 |
- 0.0108 |
- 0.0082 |
-
-
- | 0.25 |
- 0.0104 |
- 0.0112 |
- 0.0103 |
- 0.0105 |
- 0.0101 |
-
-
- | 0.3 |
- 0.0105 |
- 0.0109 |
- 0.0109 |
- 0.0110 |
- 0.0119 |
-
-
- | 0.35 |
- 0.0109 |
- 0.0118 |
- 0.0115 |
- 0.0110 |
- 0.0160 |
-
-
- | 0.4 |
- 0.0108 |
- 0.0129 |
- 0.0105 |
- 0.0113 |
- 0.0190 |
-
-
- | 0.45 |
- 0.0098 |
- 0.0117 |
- 0.0103 |
- 0.0104 |
- 0.0222 |
-
-
- | 0.5 |
- 0.0098 |
- 0.0123 |
- 0.0100 |
- 0.0105 |
- 0.0259 |
-
-
- | 0.55 |
- 0.0088 |
- 0.0134 |
- 0.0090 |
- 0.0104 |
- 0.0297 |
-
-
- | 0.6 |
- 0.0099 |
- 0.0125 |
- 0.0101 |
- 0.0108 |
- 0.0307 |
-
-
- | 0.65 |
- 0.0114 |
- 0.0141 |
- 0.0111 |
- 0.0113 |
- 0.0368 |
-
-
- | 0.7 |
- 0.0104 |
- 0.0150 |
- 0.0101 |
- 0.0124 |
- 0.0400 |
-
-
- | 0.75 |
- 0.0111 |
- 0.0148 |
- 0.0109 |
- 0.0128 |
- 0.0427 |
-
-
- | 0.8 |
- 0.0099 |
- 0.0156 |
- 0.0099 |
- 0.0114 |
- 0.0464 |
-
-
- | 0.85 |
- 0.0112 |
- 0.0176 |
- 0.0111 |
- 0.0132 |
- 0.0517 |
-
-
- | 0.9 |
- 0.0108 |
- 0.0179 |
- 0.0106 |
- 0.0137 |
- 0.0521 |
-
-
- | 0.95 |
- 0.0124 |
- 0.0205 |
- 0.0115 |
- 0.0160 |
- 0.0548 |
-
-
- | 1.0 |
- 0.0020 |
- 0.0231 |
- 0.0018 |
- 0.0173 |
- 0.0625 |
-
-
- | avg |
- 0.0107 |
- 0.0141 |
- 0.0109 |
- 0.0119 |
- 0.0280 |
-
-
-
-
-
-
-
-
-
-
-## 40% positives
-> train: [0.59996662 0.40003338]
-> validation: [0.59996662 0.40003338]
-> bin_sld: 434.111s
-> mul_sld: 159.616s
-> bin_sld_gs: 1179.818s
-> mul_sld_gs: 695.793s
-> bin_sld_gsq: 546.801s
-> bin_pacc: 431.189s
-> mul_pacc: 143.236s
-> binmc_pacc: 422.668s
-> mulmc_pacc: 167.615s
-> binne_pacc: 427.798s
-> mulne_pacc: 166.144s
-> bin_pacc_gs: 739.438s
-> mul_pacc_gs: 261.609s
-> bin_cc: 402.646s
-> mul_cc: 152.045s
-> kfcv: 121.176s
-> ref: 127.991s
-> atc_mc: 129.960s
-> atc_ne: 115.970s
-> doc_feat: 79.386s
-> tot: 1183.412s
-
-
-
-
- |
- binmc_pacc |
- mulmc_pacc |
- binne_pacc |
- mulne_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0243 |
- 0.0065 |
- 0.0157 |
- 0.0175 |
- 0.0190 |
-
-
- | 0.05 |
- 0.0216 |
- 0.0089 |
- 0.0155 |
- 0.0178 |
- 0.0166 |
-
-
- | 0.1 |
- 0.0207 |
- 0.0094 |
- 0.0148 |
- 0.0181 |
- 0.0147 |
-
-
- | 0.15 |
- 0.0171 |
- 0.0098 |
- 0.0129 |
- 0.0164 |
- 0.0117 |
-
-
- | 0.2 |
- 0.0159 |
- 0.0114 |
- 0.0120 |
- 0.0164 |
- 0.0105 |
-
-
- | 0.25 |
- 0.0124 |
- 0.0136 |
- 0.0109 |
- 0.0142 |
- 0.0089 |
-
-
- | 0.3 |
- 0.0126 |
- 0.0111 |
- 0.0114 |
- 0.0164 |
- 0.0085 |
-
-
- | 0.35 |
- 0.0116 |
- 0.0134 |
- 0.0117 |
- 0.0161 |
- 0.0076 |
-
-
- | 0.4 |
- 0.0110 |
- 0.0151 |
- 0.0110 |
- 0.0147 |
- 0.0079 |
-
-
- | 0.45 |
- 0.0100 |
- 0.0133 |
- 0.0103 |
- 0.0157 |
- 0.0073 |
-
-
- | 0.5 |
- 0.0095 |
- 0.0139 |
- 0.0102 |
- 0.0132 |
- 0.0081 |
-
-
- | 0.55 |
- 0.0093 |
- 0.0153 |
- 0.0098 |
- 0.0126 |
- 0.0099 |
-
-
- | 0.6 |
- 0.0107 |
- 0.0161 |
- 0.0111 |
- 0.0123 |
- 0.0112 |
-
-
- | 0.65 |
- 0.0122 |
- 0.0169 |
- 0.0119 |
- 0.0126 |
- 0.0156 |
-
-
- | 0.7 |
- 0.0141 |
- 0.0179 |
- 0.0138 |
- 0.0131 |
- 0.0168 |
-
-
- | 0.75 |
- 0.0132 |
- 0.0150 |
- 0.0124 |
- 0.0139 |
- 0.0160 |
-
-
- | 0.8 |
- 0.0151 |
- 0.0164 |
- 0.0129 |
- 0.0108 |
- 0.0180 |
-
-
- | 0.85 |
- 0.0164 |
- 0.0174 |
- 0.0146 |
- 0.0128 |
- 0.0218 |
-
-
- | 0.9 |
- 0.0194 |
- 0.0177 |
- 0.0156 |
- 0.0116 |
- 0.0224 |
-
-
- | 0.95 |
- 0.0197 |
- 0.0184 |
- 0.0156 |
- 0.0142 |
- 0.0278 |
-
-
- | 1.0 |
- 0.0231 |
- 0.0180 |
- 0.0180 |
- 0.0125 |
- 0.0285 |
-
-
- | avg |
- 0.0152 |
- 0.0141 |
- 0.0130 |
- 0.0144 |
- 0.0147 |
-
-
-
-
-
-
-
-
-
-
-## 50% positives
-> train: [0.5 0.5]
-> validation: [0.5 0.5]
-> bin_sld: 441.783s
-> mul_sld: 169.393s
-> bin_sld_gs: 1166.420s
-> mul_sld_gs: 689.481s
-> bin_sld_gsq: 549.038s
-> bin_pacc: 427.369s
-> mul_pacc: 166.563s
-> binmc_pacc: 426.636s
-> mulmc_pacc: 176.801s
-> binne_pacc: 435.657s
-> mulne_pacc: 161.090s
-> bin_pacc_gs: 730.060s
-> mul_pacc_gs: 266.437s
-> bin_cc: 412.726s
-> mul_cc: 152.522s
-> kfcv: 134.253s
-> ref: 128.737s
-> atc_mc: 129.517s
-> atc_ne: 122.889s
-> doc_feat: 88.896s
-> tot: 1170.874s
-
-
-
-
- |
- binmc_pacc |
- mulmc_pacc |
- binne_pacc |
- mulne_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0310 |
- 0.0143 |
- 0.0284 |
- 0.0402 |
- 0.0088 |
-
-
- | 0.05 |
- 0.0352 |
- 0.0163 |
- 0.0305 |
- 0.0382 |
- 0.0080 |
-
-
- | 0.1 |
- 0.0338 |
- 0.0141 |
- 0.0287 |
- 0.0361 |
- 0.0082 |
-
-
- | 0.15 |
- 0.0306 |
- 0.0138 |
- 0.0259 |
- 0.0337 |
- 0.0077 |
-
-
- | 0.2 |
- 0.0264 |
- 0.0121 |
- 0.0227 |
- 0.0298 |
- 0.0083 |
-
-
- | 0.25 |
- 0.0239 |
- 0.0115 |
- 0.0212 |
- 0.0278 |
- 0.0066 |
-
-
- | 0.3 |
- 0.0235 |
- 0.0129 |
- 0.0208 |
- 0.0266 |
- 0.0082 |
-
-
- | 0.35 |
- 0.0236 |
- 0.0143 |
- 0.0218 |
- 0.0271 |
- 0.0103 |
-
-
- | 0.4 |
- 0.0206 |
- 0.0123 |
- 0.0186 |
- 0.0238 |
- 0.0085 |
-
-
- | 0.45 |
- 0.0181 |
- 0.0122 |
- 0.0162 |
- 0.0218 |
- 0.0110 |
-
-
- | 0.5 |
- 0.0166 |
- 0.0115 |
- 0.0153 |
- 0.0195 |
- 0.0122 |
-
-
- | 0.55 |
- 0.0126 |
- 0.0107 |
- 0.0119 |
- 0.0154 |
- 0.0125 |
-
-
- | 0.6 |
- 0.0132 |
- 0.0123 |
- 0.0125 |
- 0.0145 |
- 0.0144 |
-
-
- | 0.65 |
- 0.0132 |
- 0.0133 |
- 0.0124 |
- 0.0145 |
- 0.0168 |
-
-
- | 0.7 |
- 0.0141 |
- 0.0150 |
- 0.0136 |
- 0.0149 |
- 0.0164 |
-
-
- | 0.75 |
- 0.0121 |
- 0.0138 |
- 0.0125 |
- 0.0141 |
- 0.0170 |
-
-
- | 0.8 |
- 0.0104 |
- 0.0139 |
- 0.0109 |
- 0.0134 |
- 0.0211 |
-
-
- | 0.85 |
- 0.0101 |
- 0.0126 |
- 0.0101 |
- 0.0125 |
- 0.0205 |
-
-
- | 0.9 |
- 0.0103 |
- 0.0144 |
- 0.0099 |
- 0.0138 |
- 0.0239 |
-
-
- | 0.95 |
- 0.0084 |
- 0.0142 |
- 0.0086 |
- 0.0137 |
- 0.0253 |
-
-
- | 1.0 |
- 0.0037 |
- 0.0121 |
- 0.0055 |
- 0.0118 |
- 0.0289 |
-
-
- | avg |
- 0.0186 |
- 0.0132 |
- 0.0170 |
- 0.0221 |
- 0.0140 |
-
-
-
-
-
-
-
-
-
-
-## 60% positives
-> train: [0.40003338 0.59996662]
-> validation: [0.40003338 0.59996662]
-> bin_sld: 426.378s
-> mul_sld: 153.126s
-> bin_sld_gs: 1140.607s
-> mul_sld_gs: 673.397s
-> bin_sld_gsq: 528.696s
-> bin_pacc: 420.283s
-> mul_pacc: 148.016s
-> binmc_pacc: 405.920s
-> mulmc_pacc: 167.711s
-> binne_pacc: 417.205s
-> mulne_pacc: 145.013s
-> bin_pacc_gs: 730.537s
-> mul_pacc_gs: 261.004s
-> bin_cc: 394.352s
-> mul_cc: 143.652s
-> kfcv: 122.227s
-> ref: 122.352s
-> atc_mc: 120.259s
-> atc_ne: 113.567s
-> doc_feat: 80.306s
-> tot: 1146.639s
-
-
-
-
- |
- binmc_pacc |
- mulmc_pacc |
- binne_pacc |
- mulne_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0110 |
- 0.0334 |
- 0.0391 |
- 0.0533 |
- 0.0106 |
-
-
- | 0.05 |
- 0.0137 |
- 0.0345 |
- 0.0415 |
- 0.0543 |
- 0.0101 |
-
-
- | 0.1 |
- 0.0138 |
- 0.0321 |
- 0.0377 |
- 0.0501 |
- 0.0092 |
-
-
- | 0.15 |
- 0.0129 |
- 0.0330 |
- 0.0383 |
- 0.0495 |
- 0.0083 |
-
-
- | 0.2 |
- 0.0123 |
- 0.0283 |
- 0.0332 |
- 0.0439 |
- 0.0089 |
-
-
- | 0.25 |
- 0.0125 |
- 0.0298 |
- 0.0336 |
- 0.0442 |
- 0.0090 |
-
-
- | 0.3 |
- 0.0125 |
- 0.0281 |
- 0.0322 |
- 0.0414 |
- 0.0084 |
-
-
- | 0.35 |
- 0.0140 |
- 0.0292 |
- 0.0323 |
- 0.0413 |
- 0.0084 |
-
-
- | 0.4 |
- 0.0129 |
- 0.0275 |
- 0.0305 |
- 0.0380 |
- 0.0082 |
-
-
- | 0.45 |
- 0.0117 |
- 0.0255 |
- 0.0277 |
- 0.0345 |
- 0.0086 |
-
-
- | 0.5 |
- 0.0142 |
- 0.0257 |
- 0.0265 |
- 0.0330 |
- 0.0085 |
-
-
- | 0.55 |
- 0.0105 |
- 0.0234 |
- 0.0244 |
- 0.0302 |
- 0.0085 |
-
-
- | 0.6 |
- 0.0127 |
- 0.0205 |
- 0.0206 |
- 0.0253 |
- 0.0072 |
-
-
- | 0.65 |
- 0.0116 |
- 0.0195 |
- 0.0194 |
- 0.0235 |
- 0.0079 |
-
-
- | 0.7 |
- 0.0130 |
- 0.0220 |
- 0.0210 |
- 0.0246 |
- 0.0076 |
-
-
- | 0.75 |
- 0.0119 |
- 0.0196 |
- 0.0189 |
- 0.0219 |
- 0.0075 |
-
-
- | 0.8 |
- 0.0131 |
- 0.0173 |
- 0.0159 |
- 0.0184 |
- 0.0066 |
-
-
- | 0.85 |
- 0.0123 |
- 0.0176 |
- 0.0158 |
- 0.0180 |
- 0.0070 |
-
-
- | 0.9 |
- 0.0121 |
- 0.0178 |
- 0.0151 |
- 0.0165 |
- 0.0078 |
-
-
- | 0.95 |
- 0.0120 |
- 0.0143 |
- 0.0128 |
- 0.0138 |
- 0.0071 |
-
-
- | 1.0 |
- 0.0094 |
- 0.0131 |
- 0.0108 |
- 0.0125 |
- 0.0071 |
-
-
- | avg |
- 0.0124 |
- 0.0244 |
- 0.0261 |
- 0.0328 |
- 0.0082 |
-
-
-
-
-
-
-
-
-
-
-## 70% positives
-> train: [0.29989987 0.70010013]
-> validation: [0.30006676 0.69993324]
-> bin_sld: 417.731s
-> mul_sld: 155.451s
-> bin_sld_gs: 1141.720s
-> mul_sld_gs: 680.203s
-> bin_sld_gsq: 527.251s
-> bin_pacc: 413.591s
-> mul_pacc: 130.941s
-> binmc_pacc: 410.011s
-> mulmc_pacc: 160.422s
-> binne_pacc: 411.824s
-> mulne_pacc: 150.120s
-> bin_pacc_gs: 731.866s
-> mul_pacc_gs: 262.250s
-> bin_cc: 396.501s
-> mul_cc: 145.444s
-> kfcv: 127.528s
-> ref: 121.369s
-> atc_mc: 106.641s
-> atc_ne: 101.076s
-> doc_feat: 86.241s
-> tot: 1146.268s
-
-
-
-
- |
- binmc_pacc |
- mulmc_pacc |
- binne_pacc |
- mulne_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0365 |
- 0.0474 |
- 0.0389 |
- 0.0475 |
- 0.0238 |
-
-
- | 0.05 |
- 0.0583 |
- 0.0554 |
- 0.0702 |
- 0.0507 |
- 0.0222 |
-
-
- | 0.1 |
- 0.0516 |
- 0.0500 |
- 0.0625 |
- 0.0468 |
- 0.0216 |
-
-
- | 0.15 |
- 0.0516 |
- 0.0499 |
- 0.0609 |
- 0.0464 |
- 0.0197 |
-
-
- | 0.2 |
- 0.0456 |
- 0.0453 |
- 0.0536 |
- 0.0427 |
- 0.0206 |
-
-
- | 0.25 |
- 0.0461 |
- 0.0463 |
- 0.0543 |
- 0.0435 |
- 0.0160 |
-
-
- | 0.3 |
- 0.0422 |
- 0.0438 |
- 0.0504 |
- 0.0417 |
- 0.0160 |
-
-
- | 0.35 |
- 0.0402 |
- 0.0428 |
- 0.0477 |
- 0.0407 |
- 0.0149 |
-
-
- | 0.4 |
- 0.0384 |
- 0.0412 |
- 0.0444 |
- 0.0389 |
- 0.0122 |
-
-
- | 0.45 |
- 0.0349 |
- 0.0399 |
- 0.0402 |
- 0.0375 |
- 0.0123 |
-
-
- | 0.5 |
- 0.0299 |
- 0.0348 |
- 0.0347 |
- 0.0338 |
- 0.0111 |
-
-
- | 0.55 |
- 0.0282 |
- 0.0337 |
- 0.0323 |
- 0.0336 |
- 0.0102 |
-
-
- | 0.6 |
- 0.0220 |
- 0.0279 |
- 0.0250 |
- 0.0281 |
- 0.0096 |
-
-
- | 0.65 |
- 0.0216 |
- 0.0280 |
- 0.0243 |
- 0.0286 |
- 0.0100 |
-
-
- | 0.7 |
- 0.0177 |
- 0.0261 |
- 0.0201 |
- 0.0269 |
- 0.0080 |
-
-
- | 0.75 |
- 0.0157 |
- 0.0239 |
- 0.0167 |
- 0.0247 |
- 0.0070 |
-
-
- | 0.8 |
- 0.0140 |
- 0.0218 |
- 0.0145 |
- 0.0226 |
- 0.0071 |
-
-
- | 0.85 |
- 0.0132 |
- 0.0208 |
- 0.0133 |
- 0.0217 |
- 0.0076 |
-
-
- | 0.9 |
- 0.0088 |
- 0.0163 |
- 0.0093 |
- 0.0187 |
- 0.0062 |
-
-
- | 0.95 |
- 0.0084 |
- 0.0141 |
- 0.0086 |
- 0.0153 |
- 0.0063 |
-
-
- | 1.0 |
- 0.0075 |
- 0.0135 |
- 0.0070 |
- 0.0155 |
- 0.0059 |
-
-
- | avg |
- 0.0301 |
- 0.0344 |
- 0.0347 |
- 0.0336 |
- 0.0128 |
-
-
-
-
-
-
-
-
-
-
-## 80% positives
-> train: [0.19993324 0.80006676]
-> validation: [0.20010013 0.79989987]
-> bin_sld: 437.768s
-> mul_sld: 162.581s
-> bin_sld_gs: 1142.333s
-> mul_sld_gs: 680.247s
-> bin_sld_gsq: 532.404s
-> bin_pacc: 414.897s
-> mul_pacc: 158.907s
-> binmc_pacc: 406.361s
-> mulmc_pacc: 141.227s
-> binne_pacc: 414.412s
-> mulne_pacc: 158.498s
-> bin_pacc_gs: 720.921s
-> mul_pacc_gs: 272.540s
-> bin_cc: 395.525s
-> mul_cc: 139.596s
-> kfcv: 123.479s
-> ref: 124.418s
-> atc_mc: 126.354s
-> atc_ne: 101.451s
-> doc_feat: 111.799s
-> tot: 1146.771s
-
-
-
-
- |
- binmc_pacc |
- mulmc_pacc |
- binne_pacc |
- mulne_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0419 |
- 0.0439 |
- 0.0471 |
- 0.0612 |
- 0.0311 |
-
-
- | 0.05 |
- 0.0435 |
- 0.0461 |
- 0.0569 |
- 0.0647 |
- 0.0274 |
-
-
- | 0.1 |
- 0.0392 |
- 0.0409 |
- 0.0527 |
- 0.0565 |
- 0.0267 |
-
-
- | 0.15 |
- 0.0379 |
- 0.0412 |
- 0.0506 |
- 0.0557 |
- 0.0227 |
-
-
- | 0.2 |
- 0.0330 |
- 0.0355 |
- 0.0451 |
- 0.0486 |
- 0.0214 |
-
-
- | 0.25 |
- 0.0342 |
- 0.0365 |
- 0.0465 |
- 0.0493 |
- 0.0201 |
-
-
- | 0.3 |
- 0.0321 |
- 0.0363 |
- 0.0439 |
- 0.0469 |
- 0.0178 |
-
-
- | 0.35 |
- 0.0297 |
- 0.0318 |
- 0.0406 |
- 0.0422 |
- 0.0196 |
-
-
- | 0.4 |
- 0.0282 |
- 0.0312 |
- 0.0392 |
- 0.0397 |
- 0.0168 |
-
-
- | 0.45 |
- 0.0252 |
- 0.0278 |
- 0.0351 |
- 0.0355 |
- 0.0147 |
-
-
- | 0.5 |
- 0.0228 |
- 0.0245 |
- 0.0322 |
- 0.0313 |
- 0.0136 |
-
-
- | 0.55 |
- 0.0240 |
- 0.0263 |
- 0.0337 |
- 0.0329 |
- 0.0111 |
-
-
- | 0.6 |
- 0.0180 |
- 0.0200 |
- 0.0258 |
- 0.0249 |
- 0.0110 |
-
-
- | 0.65 |
- 0.0187 |
- 0.0205 |
- 0.0261 |
- 0.0246 |
- 0.0097 |
-
-
- | 0.7 |
- 0.0167 |
- 0.0178 |
- 0.0237 |
- 0.0202 |
- 0.0106 |
-
-
- | 0.75 |
- 0.0131 |
- 0.0140 |
- 0.0189 |
- 0.0159 |
- 0.0091 |
-
-
- | 0.8 |
- 0.0124 |
- 0.0142 |
- 0.0188 |
- 0.0150 |
- 0.0100 |
-
-
- | 0.85 |
- 0.0105 |
- 0.0115 |
- 0.0154 |
- 0.0122 |
- 0.0104 |
-
-
- | 0.9 |
- 0.0079 |
- 0.0094 |
- 0.0126 |
- 0.0096 |
- 0.0108 |
-
-
- | 0.95 |
- 0.0074 |
- 0.0080 |
- 0.0101 |
- 0.0089 |
- 0.0130 |
-
-
- | 1.0 |
- 0.0078 |
- 0.0083 |
- 0.0104 |
- 0.0085 |
- 0.0147 |
-
-
- | avg |
- 0.0240 |
- 0.0260 |
- 0.0326 |
- 0.0335 |
- 0.0163 |
-
-
-
-
-
-
-
-
-
-
-## 90% positives
-> train: [0.09996662 0.90003338]
-> validation: [0.09996662 0.90003338]
-> bin_sld: 423.737s
-> mul_sld: 177.588s
-> bin_sld_gs: 1108.736s
-> mul_sld_gs: 666.006s
-> bin_sld_gsq: 518.900s
-> bin_pacc: 406.760s
-> mul_pacc: 133.174s
-> binmc_pacc: 401.789s
-> mulmc_pacc: 147.520s
-> binne_pacc: 400.414s
-> mulne_pacc: 148.167s
-> bin_pacc_gs: 722.523s
-> mul_pacc_gs: 252.340s
-> bin_cc: 378.760s
-> mul_cc: 126.045s
-> kfcv: 109.535s
-> ref: 87.159s
-> atc_mc: 99.104s
-> atc_ne: 101.467s
-> doc_feat: 83.819s
-> tot: 1113.236s
-
-
-
-
- |
- binmc_pacc |
- mulmc_pacc |
- binne_pacc |
- mulne_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0633 |
- 0.0281 |
- 0.0431 |
- 0.0305 |
- 0.1704 |
-
-
- | 0.05 |
- 0.0908 |
- 0.0293 |
- 0.0777 |
- 0.0370 |
- 0.1614 |
-
-
- | 0.1 |
- 0.0901 |
- 0.0264 |
- 0.0795 |
- 0.0292 |
- 0.1528 |
-
-
- | 0.15 |
- 0.0843 |
- 0.0239 |
- 0.0754 |
- 0.0253 |
- 0.1426 |
-
-
- | 0.2 |
- 0.0682 |
- 0.0250 |
- 0.0671 |
- 0.0283 |
- 0.1334 |
-
-
- | 0.25 |
- 0.0711 |
- 0.0241 |
- 0.0639 |
- 0.0252 |
- 0.1217 |
-
-
- | 0.3 |
- 0.0704 |
- 0.0272 |
- 0.0643 |
- 0.0254 |
- 0.1131 |
-
-
- | 0.35 |
- 0.0643 |
- 0.0235 |
- 0.0552 |
- 0.0234 |
- 0.1040 |
-
-
- | 0.4 |
- 0.0614 |
- 0.0207 |
- 0.0572 |
- 0.0210 |
- 0.0943 |
-
-
- | 0.45 |
- 0.0569 |
- 0.0208 |
- 0.0531 |
- 0.0208 |
- 0.0847 |
-
-
- | 0.5 |
- 0.0518 |
- 0.0205 |
- 0.0500 |
- 0.0170 |
- 0.0749 |
-
-
- | 0.55 |
- 0.0540 |
- 0.0198 |
- 0.0513 |
- 0.0198 |
- 0.0622 |
-
-
- | 0.6 |
- 0.0447 |
- 0.0195 |
- 0.0420 |
- 0.0154 |
- 0.0541 |
-
-
- | 0.65 |
- 0.0444 |
- 0.0208 |
- 0.0439 |
- 0.0189 |
- 0.0422 |
-
-
- | 0.7 |
- 0.0369 |
- 0.0179 |
- 0.0379 |
- 0.0153 |
- 0.0334 |
-
-
- | 0.75 |
- 0.0319 |
- 0.0160 |
- 0.0308 |
- 0.0137 |
- 0.0239 |
-
-
- | 0.8 |
- 0.0287 |
- 0.0172 |
- 0.0311 |
- 0.0137 |
- 0.0168 |
-
-
- | 0.85 |
- 0.0252 |
- 0.0165 |
- 0.0259 |
- 0.0140 |
- 0.0090 |
-
-
- | 0.9 |
- 0.0201 |
- 0.0158 |
- 0.0211 |
- 0.0112 |
- 0.0070 |
-
-
- | 0.95 |
- 0.0152 |
- 0.0142 |
- 0.0173 |
- 0.0110 |
- 0.0134 |
-
-
- | 1.0 |
- 0.0120 |
- 0.0161 |
- 0.0143 |
- 0.0116 |
- 0.0243 |
-
-
- | avg |
- 0.0517 |
- 0.0211 |
- 0.0477 |
- 0.0204 |
- 0.0781 |
-
-
-
-
-
-
-
-
-
-
-## avg
-### avg on train
-
-
-
- |
- binmc_pacc |
- mulmc_pacc |
- binne_pacc |
- mulne_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0262 |
- 0.0221 |
- 0.0265 |
- 0.0299 |
- 0.0325 |
-
-
- | 0.05 |
- 0.0332 |
- 0.0243 |
- 0.0357 |
- 0.0317 |
- 0.0294 |
-
-
- | 0.1 |
- 0.0317 |
- 0.0230 |
- 0.0340 |
- 0.0293 |
- 0.0280 |
-
-
- | 0.15 |
- 0.0298 |
- 0.0229 |
- 0.0324 |
- 0.0280 |
- 0.0264 |
-
-
- | 0.2 |
- 0.0261 |
- 0.0218 |
- 0.0293 |
- 0.0268 |
- 0.0266 |
-
-
- | 0.25 |
- 0.0261 |
- 0.0228 |
- 0.0291 |
- 0.0265 |
- 0.0252 |
-
-
- | 0.3 |
- 0.0256 |
- 0.0231 |
- 0.0287 |
- 0.0262 |
- 0.0257 |
-
-
- | 0.35 |
- 0.0249 |
- 0.0234 |
- 0.0279 |
- 0.0258 |
- 0.0267 |
-
-
- | 0.4 |
- 0.0238 |
- 0.0230 |
- 0.0273 |
- 0.0246 |
- 0.0263 |
-
-
- | 0.45 |
- 0.0221 |
- 0.0226 |
- 0.0256 |
- 0.0238 |
- 0.0265 |
-
-
- | 0.5 |
- 0.0209 |
- 0.0221 |
- 0.0244 |
- 0.0220 |
- 0.0266 |
-
-
- | 0.55 |
- 0.0204 |
- 0.0226 |
- 0.0242 |
- 0.0223 |
- 0.0268 |
-
-
- | 0.6 |
- 0.0184 |
- 0.0213 |
- 0.0214 |
- 0.0194 |
- 0.0267 |
-
-
- | 0.65 |
- 0.0194 |
- 0.0225 |
- 0.0228 |
- 0.0206 |
- 0.0285 |
-
-
- | 0.7 |
- 0.0183 |
- 0.0230 |
- 0.0224 |
- 0.0204 |
- 0.0292 |
-
-
- | 0.75 |
- 0.0169 |
- 0.0221 |
- 0.0208 |
- 0.0198 |
- 0.0296 |
-
-
- | 0.8 |
- 0.0162 |
- 0.0223 |
- 0.0200 |
- 0.0184 |
- 0.0303 |
-
-
- | 0.85 |
- 0.0160 |
- 0.0229 |
- 0.0198 |
- 0.0192 |
- 0.0319 |
-
-
- | 0.9 |
- 0.0155 |
- 0.0234 |
- 0.0191 |
- 0.0190 |
- 0.0333 |
-
-
- | 0.95 |
- 0.0149 |
- 0.0226 |
- 0.0181 |
- 0.0184 |
- 0.0357 |
-
-
- | 1.0 |
- 0.0130 |
- 0.0241 |
- 0.0175 |
- 0.0192 |
- 0.0403 |
-
-
- | avg |
- 0.0219 |
- 0.0228 |
- 0.0251 |
- 0.0234 |
- 0.0292 |
-
-
-
-
-
-
-### avg on test
-
-
-
- |
- binmc_pacc |
- mulmc_pacc |
- binne_pacc |
- mulne_pacc |
- atc_mc |
-
-
-
-
- | 0.1 |
- 0.0230 |
- 0.0462 |
- 0.0246 |
- 0.0273 |
- 0.0644 |
-
-
- | 0.2 |
- 0.0111 |
- 0.0113 |
- 0.0193 |
- 0.0147 |
- 0.0259 |
-
-
- | 0.3 |
- 0.0107 |
- 0.0141 |
- 0.0109 |
- 0.0119 |
- 0.0280 |
-
-
- | 0.4 |
- 0.0152 |
- 0.0141 |
- 0.0130 |
- 0.0144 |
- 0.0147 |
-
-
- | 0.5 |
- 0.0186 |
- 0.0132 |
- 0.0170 |
- 0.0221 |
- 0.0140 |
-
-
- | 0.6 |
- 0.0124 |
- 0.0244 |
- 0.0261 |
- 0.0328 |
- 0.0082 |
-
-
- | 0.7 |
- 0.0301 |
- 0.0344 |
- 0.0347 |
- 0.0336 |
- 0.0128 |
-
-
- | 0.8 |
- 0.0240 |
- 0.0260 |
- 0.0326 |
- 0.0335 |
- 0.0163 |
-
-
- | 0.9 |
- 0.0517 |
- 0.0211 |
- 0.0477 |
- 0.0204 |
- 0.0781 |
-
-
- | avg |
- 0.0219 |
- 0.0228 |
- 0.0251 |
- 0.0234 |
- 0.0292 |
-
-
-
-
-
-
-### avg dataset shift
-
diff --git a/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_max_conf_vs_entropy_pacc_f1.md b/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_max_conf_vs_entropy_pacc_f1.md
deleted file mode 100644
index c42d49f..0000000
--- a/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_max_conf_vs_entropy_pacc_f1.md
+++ /dev/null
@@ -1,2294 +0,0 @@
-# rcv1_CCAT_9prevs
-
-## 10% positives
-> train: [0.90003338 0.09996662]
-> validation: [0.90003338 0.09996662]
-> bin_sld: 426.003s
-> mul_sld: 199.118s
-> bin_sld_gs: 1070.285s
-> mul_sld_gs: 686.591s
-> bin_pacc: 409.897s
-> mul_pacc: 169.591s
-> binmc_pacc: 412.906s
-> mulmc_pacc: 173.043s
-> binne_pacc: 411.128s
-> mulne_pacc: 146.658s
-> bin_pacc_gs: 710.525s
-> mul_pacc_gs: 245.764s
-> bin_cc: 389.472s
-> mul_cc: 148.220s
-> kfcv: 130.095s
-> ref: 120.267s
-> atc_mc: 125.236s
-> atc_ne: 121.957s
-> doc_feat: 83.796s
-> tot: 1073.769s
-
-
-
-
- |
- binmc_pacc |
- mulmc_pacc |
- binne_pacc |
- mulne_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0538 |
- 0.3547 |
- 0.0467 |
- 0.1040 |
- 0.0022 |
-
-
- | 0.05 |
- 0.0395 |
- 0.0752 |
- 0.0388 |
- 0.0797 |
- 0.2253 |
-
-
- | 0.1 |
- 0.0252 |
- 0.0458 |
- 0.0273 |
- 0.0447 |
- 0.1997 |
-
-
- | 0.15 |
- 0.0184 |
- 0.0369 |
- 0.0197 |
- 0.0367 |
- 0.2018 |
-
-
- | 0.2 |
- 0.0161 |
- 0.0382 |
- 0.0187 |
- 0.0327 |
- 0.1936 |
-
-
- | 0.25 |
- 0.0146 |
- 0.0351 |
- 0.0174 |
- 0.0289 |
- 0.1943 |
-
-
- | 0.3 |
- 0.0124 |
- 0.0358 |
- 0.0170 |
- 0.0251 |
- 0.1865 |
-
-
- | 0.35 |
- 0.0106 |
- 0.0329 |
- 0.0185 |
- 0.0234 |
- 0.1849 |
-
-
- | 0.4 |
- 0.0115 |
- 0.0312 |
- 0.0170 |
- 0.0251 |
- 0.1852 |
-
-
- | 0.45 |
- 0.0124 |
- 0.0358 |
- 0.0163 |
- 0.0260 |
- 0.1824 |
-
-
- | 0.5 |
- 0.0107 |
- 0.0329 |
- 0.0154 |
- 0.0224 |
- 0.1836 |
-
-
- | 0.55 |
- 0.0091 |
- 0.0328 |
- 0.0157 |
- 0.0231 |
- 0.1801 |
-
-
- | 0.6 |
- 0.0100 |
- 0.0310 |
- 0.0142 |
- 0.0201 |
- 0.1872 |
-
-
- | 0.65 |
- 0.0095 |
- 0.0285 |
- 0.0154 |
- 0.0197 |
- 0.1871 |
-
-
- | 0.7 |
- 0.0089 |
- 0.0291 |
- 0.0156 |
- 0.0191 |
- 0.1884 |
-
-
- | 0.75 |
- 0.0081 |
- 0.0326 |
- 0.0154 |
- 0.0194 |
- 0.1829 |
-
-
- | 0.8 |
- 0.0101 |
- 0.0322 |
- 0.0145 |
- 0.0199 |
- 0.1840 |
-
-
- | 0.85 |
- 0.0090 |
- 0.0334 |
- 0.0150 |
- 0.0226 |
- 0.1816 |
-
-
- | 0.9 |
- 0.0080 |
- 0.0337 |
- 0.0159 |
- 0.0226 |
- 0.1818 |
-
-
- | 0.95 |
- 0.0100 |
- 0.0301 |
- 0.0148 |
- 0.0196 |
- 0.1848 |
-
-
- | 1.0 |
- 0.0079 |
- 0.0301 |
- 0.0158 |
- 0.0201 |
- 0.1850 |
-
-
- | avg |
- 0.0150 |
- 0.0509 |
- 0.0193 |
- 0.0312 |
- 0.1801 |
-
-
-
-
-
-
-
-
-
-
-## 20% positives
-> train: [0.79989987 0.20010013]
-> validation: [0.80006676 0.19993324]
-> bin_sld: 422.895s
-> mul_sld: 162.786s
-> bin_sld_gs: 1128.064s
-> mul_sld_gs: 683.619s
-> bin_sld_gsq: 524.432s
-> bin_pacc: 410.462s
-> mul_pacc: 155.872s
-> binmc_pacc: 407.039s
-> mulmc_pacc: 173.902s
-> binne_pacc: 410.358s
-> mulne_pacc: 167.292s
-> bin_pacc_gs: 732.626s
-> mul_pacc_gs: 261.935s
-> bin_cc: 396.948s
-> mul_cc: 147.743s
-> kfcv: 132.118s
-> ref: 106.145s
-> atc_mc: 127.911s
-> atc_ne: 121.613s
-> doc_feat: 80.220s
-> tot: 1132.799s
-
-
-
-
- |
- binmc_pacc |
- mulmc_pacc |
- binne_pacc |
- mulne_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0278 |
- 0.4077 |
- 0.0208 |
- 0.5209 |
- 0.1159 |
-
-
- | 0.05 |
- 0.1122 |
- 0.0569 |
- 0.0754 |
- 0.0639 |
- 0.1303 |
-
-
- | 0.1 |
- 0.0582 |
- 0.0337 |
- 0.0363 |
- 0.0380 |
- 0.0916 |
-
-
- | 0.15 |
- 0.0412 |
- 0.0256 |
- 0.0253 |
- 0.0280 |
- 0.0794 |
-
-
- | 0.2 |
- 0.0262 |
- 0.0232 |
- 0.0219 |
- 0.0269 |
- 0.0673 |
-
-
- | 0.25 |
- 0.0212 |
- 0.0182 |
- 0.0185 |
- 0.0245 |
- 0.0623 |
-
-
- | 0.3 |
- 0.0192 |
- 0.0182 |
- 0.0166 |
- 0.0213 |
- 0.0592 |
-
-
- | 0.35 |
- 0.0128 |
- 0.0136 |
- 0.0150 |
- 0.0174 |
- 0.0518 |
-
-
- | 0.4 |
- 0.0132 |
- 0.0153 |
- 0.0175 |
- 0.0184 |
- 0.0536 |
-
-
- | 0.45 |
- 0.0115 |
- 0.0148 |
- 0.0174 |
- 0.0176 |
- 0.0510 |
-
-
- | 0.5 |
- 0.0106 |
- 0.0136 |
- 0.0165 |
- 0.0166 |
- 0.0518 |
-
-
- | 0.55 |
- 0.0102 |
- 0.0127 |
- 0.0175 |
- 0.0160 |
- 0.0533 |
-
-
- | 0.6 |
- 0.0090 |
- 0.0130 |
- 0.0158 |
- 0.0153 |
- 0.0506 |
-
-
- | 0.65 |
- 0.0095 |
- 0.0139 |
- 0.0179 |
- 0.0165 |
- 0.0480 |
-
-
- | 0.7 |
- 0.0071 |
- 0.0141 |
- 0.0188 |
- 0.0162 |
- 0.0453 |
-
-
- | 0.75 |
- 0.0064 |
- 0.0143 |
- 0.0189 |
- 0.0161 |
- 0.0428 |
-
-
- | 0.8 |
- 0.0058 |
- 0.0121 |
- 0.0179 |
- 0.0138 |
- 0.0472 |
-
-
- | 0.85 |
- 0.0056 |
- 0.0130 |
- 0.0181 |
- 0.0149 |
- 0.0461 |
-
-
- | 0.9 |
- 0.0055 |
- 0.0135 |
- 0.0182 |
- 0.0154 |
- 0.0439 |
-
-
- | 0.95 |
- 0.0053 |
- 0.0117 |
- 0.0175 |
- 0.0139 |
- 0.0468 |
-
-
- | 1.0 |
- 0.0036 |
- 0.0143 |
- 0.0195 |
- 0.0158 |
- 0.0425 |
-
-
- | avg |
- 0.0201 |
- 0.0368 |
- 0.0220 |
- 0.0451 |
- 0.0610 |
-
-
-
-
-
-
-
-
-
-
-## 30% positives
-> train: [0.69993324 0.30006676]
-> validation: [0.70010013 0.29989987]
-> bin_sld: 421.459s
-> mul_sld: 146.321s
-> bin_sld_gs: 1159.421s
-> mul_sld_gs: 690.743s
-> bin_sld_gsq: 531.736s
-> bin_pacc: 423.881s
-> mul_pacc: 166.104s
-> binmc_pacc: 422.818s
-> mulmc_pacc: 164.572s
-> binne_pacc: 409.704s
-> mulne_pacc: 155.476s
-> bin_pacc_gs: 737.229s
-> mul_pacc_gs: 269.465s
-> bin_cc: 400.220s
-> mul_cc: 118.299s
-> kfcv: 131.612s
-> ref: 122.392s
-> atc_mc: 119.095s
-> atc_ne: 108.266s
-> doc_feat: 96.341s
-> tot: 1163.937s
-
-
-
-
- |
- binmc_pacc |
- mulmc_pacc |
- binne_pacc |
- mulne_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0065 |
- 0.1298 |
- 0.0591 |
- 0.3616 |
- 0.3301 |
-
-
- | 0.05 |
- 0.1146 |
- 0.0881 |
- 0.0889 |
- 0.0746 |
- 0.0519 |
-
-
- | 0.1 |
- 0.0590 |
- 0.0542 |
- 0.0527 |
- 0.0473 |
- 0.0306 |
-
-
- | 0.15 |
- 0.0352 |
- 0.0364 |
- 0.0327 |
- 0.0290 |
- 0.0252 |
-
-
- | 0.2 |
- 0.0257 |
- 0.0271 |
- 0.0240 |
- 0.0263 |
- 0.0190 |
-
-
- | 0.25 |
- 0.0205 |
- 0.0249 |
- 0.0186 |
- 0.0232 |
- 0.0167 |
-
-
- | 0.3 |
- 0.0161 |
- 0.0192 |
- 0.0157 |
- 0.0183 |
- 0.0132 |
-
-
- | 0.35 |
- 0.0146 |
- 0.0190 |
- 0.0146 |
- 0.0171 |
- 0.0170 |
-
-
- | 0.4 |
- 0.0131 |
- 0.0186 |
- 0.0120 |
- 0.0167 |
- 0.0141 |
-
-
- | 0.45 |
- 0.0099 |
- 0.0158 |
- 0.0100 |
- 0.0139 |
- 0.0135 |
-
-
- | 0.5 |
- 0.0092 |
- 0.0146 |
- 0.0092 |
- 0.0128 |
- 0.0153 |
-
-
- | 0.55 |
- 0.0074 |
- 0.0146 |
- 0.0074 |
- 0.0117 |
- 0.0146 |
-
-
- | 0.6 |
- 0.0076 |
- 0.0134 |
- 0.0078 |
- 0.0113 |
- 0.0142 |
-
-
- | 0.65 |
- 0.0082 |
- 0.0136 |
- 0.0078 |
- 0.0112 |
- 0.0159 |
-
-
- | 0.7 |
- 0.0071 |
- 0.0135 |
- 0.0067 |
- 0.0114 |
- 0.0145 |
-
-
- | 0.75 |
- 0.0069 |
- 0.0123 |
- 0.0067 |
- 0.0103 |
- 0.0144 |
-
-
- | 0.8 |
- 0.0058 |
- 0.0124 |
- 0.0057 |
- 0.0093 |
- 0.0157 |
-
-
- | 0.85 |
- 0.0062 |
- 0.0130 |
- 0.0062 |
- 0.0100 |
- 0.0168 |
-
-
- | 0.9 |
- 0.0057 |
- 0.0126 |
- 0.0056 |
- 0.0097 |
- 0.0155 |
-
-
- | 0.95 |
- 0.0063 |
- 0.0131 |
- 0.0059 |
- 0.0104 |
- 0.0152 |
-
-
- | 1.0 |
- 0.0010 |
- 0.0139 |
- 0.0009 |
- 0.0106 |
- 0.0177 |
-
-
- | avg |
- 0.0184 |
- 0.0276 |
- 0.0190 |
- 0.0356 |
- 0.0334 |
-
-
-
-
-
-
-
-
-
-
-## 40% positives
-> train: [0.59996662 0.40003338]
-> validation: [0.59996662 0.40003338]
-> bin_sld: 434.111s
-> mul_sld: 159.616s
-> bin_sld_gs: 1179.818s
-> mul_sld_gs: 695.793s
-> bin_sld_gsq: 546.801s
-> bin_pacc: 431.189s
-> mul_pacc: 143.236s
-> binmc_pacc: 422.668s
-> mulmc_pacc: 167.615s
-> binne_pacc: 427.798s
-> mulne_pacc: 166.144s
-> bin_pacc_gs: 739.438s
-> mul_pacc_gs: 261.609s
-> bin_cc: 402.646s
-> mul_cc: 152.045s
-> kfcv: 121.176s
-> ref: 127.991s
-> atc_mc: 129.960s
-> atc_ne: 115.970s
-> doc_feat: 79.386s
-> tot: 1183.412s
-
-
-
-
- |
- binmc_pacc |
- mulmc_pacc |
- binne_pacc |
- mulne_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.1373 |
- 0.1338 |
- 0.0947 |
- 0.1355 |
- 0.3564 |
-
-
- | 0.05 |
- 0.0865 |
- 0.0585 |
- 0.0772 |
- 0.0855 |
- 0.0506 |
-
-
- | 0.1 |
- 0.0651 |
- 0.0391 |
- 0.0517 |
- 0.0637 |
- 0.0460 |
-
-
- | 0.15 |
- 0.0425 |
- 0.0302 |
- 0.0349 |
- 0.0449 |
- 0.0318 |
-
-
- | 0.2 |
- 0.0312 |
- 0.0278 |
- 0.0257 |
- 0.0360 |
- 0.0254 |
-
-
- | 0.25 |
- 0.0217 |
- 0.0275 |
- 0.0206 |
- 0.0269 |
- 0.0197 |
-
-
- | 0.3 |
- 0.0189 |
- 0.0190 |
- 0.0180 |
- 0.0268 |
- 0.0174 |
-
-
- | 0.35 |
- 0.0158 |
- 0.0195 |
- 0.0168 |
- 0.0237 |
- 0.0129 |
-
-
- | 0.4 |
- 0.0139 |
- 0.0201 |
- 0.0145 |
- 0.0198 |
- 0.0118 |
-
-
- | 0.45 |
- 0.0112 |
- 0.0155 |
- 0.0121 |
- 0.0188 |
- 0.0095 |
-
-
- | 0.5 |
- 0.0101 |
- 0.0148 |
- 0.0109 |
- 0.0145 |
- 0.0088 |
-
-
- | 0.55 |
- 0.0091 |
- 0.0147 |
- 0.0096 |
- 0.0132 |
- 0.0085 |
-
-
- | 0.6 |
- 0.0095 |
- 0.0144 |
- 0.0099 |
- 0.0117 |
- 0.0078 |
-
-
- | 0.65 |
- 0.0099 |
- 0.0139 |
- 0.0097 |
- 0.0110 |
- 0.0093 |
-
-
- | 0.7 |
- 0.0107 |
- 0.0138 |
- 0.0106 |
- 0.0106 |
- 0.0090 |
-
-
- | 0.75 |
- 0.0090 |
- 0.0105 |
- 0.0085 |
- 0.0110 |
- 0.0075 |
-
-
- | 0.8 |
- 0.0096 |
- 0.0108 |
- 0.0083 |
- 0.0083 |
- 0.0066 |
-
-
- | 0.85 |
- 0.0099 |
- 0.0109 |
- 0.0090 |
- 0.0089 |
- 0.0084 |
-
-
- | 0.9 |
- 0.0109 |
- 0.0103 |
- 0.0088 |
- 0.0076 |
- 0.0078 |
-
-
- | 0.95 |
- 0.0104 |
- 0.0101 |
- 0.0083 |
- 0.0086 |
- 0.0097 |
-
-
- | 1.0 |
- 0.0114 |
- 0.0091 |
- 0.0091 |
- 0.0074 |
- 0.0090 |
-
-
- | avg |
- 0.0264 |
- 0.0250 |
- 0.0223 |
- 0.0283 |
- 0.0321 |
-
-
-
-
-
-
-
-
-
-
-## 50% positives
-> train: [0.5 0.5]
-> validation: [0.5 0.5]
-> bin_sld: 441.783s
-> mul_sld: 169.393s
-> bin_sld_gs: 1166.420s
-> mul_sld_gs: 689.481s
-> bin_sld_gsq: 549.038s
-> bin_pacc: 427.369s
-> mul_pacc: 166.563s
-> binmc_pacc: 426.636s
-> mulmc_pacc: 176.801s
-> binne_pacc: 435.657s
-> mulne_pacc: 161.090s
-> bin_pacc_gs: 730.060s
-> mul_pacc_gs: 266.437s
-> bin_cc: 412.726s
-> mul_cc: 152.522s
-> kfcv: 134.253s
-> ref: 128.737s
-> atc_mc: 129.517s
-> atc_ne: 122.889s
-> doc_feat: 88.896s
-> tot: 1170.874s
-
-
-
-
- |
- binmc_pacc |
- mulmc_pacc |
- binne_pacc |
- mulne_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0147 |
- 0.0916 |
- 0.0253 |
- 0.0433 |
- 0.5135 |
-
-
- | 0.05 |
- 0.1365 |
- 0.0660 |
- 0.1054 |
- 0.1115 |
- 0.1066 |
-
-
- | 0.1 |
- 0.0999 |
- 0.0430 |
- 0.0808 |
- 0.0932 |
- 0.0476 |
-
-
- | 0.15 |
- 0.0706 |
- 0.0346 |
- 0.0580 |
- 0.0702 |
- 0.0306 |
-
-
- | 0.2 |
- 0.0503 |
- 0.0254 |
- 0.0421 |
- 0.0532 |
- 0.0235 |
-
-
- | 0.25 |
- 0.0388 |
- 0.0199 |
- 0.0341 |
- 0.0429 |
- 0.0158 |
-
-
- | 0.3 |
- 0.0336 |
- 0.0198 |
- 0.0295 |
- 0.0370 |
- 0.0147 |
-
-
- | 0.35 |
- 0.0296 |
- 0.0193 |
- 0.0273 |
- 0.0338 |
- 0.0151 |
-
-
- | 0.4 |
- 0.0233 |
- 0.0149 |
- 0.0211 |
- 0.0270 |
- 0.0105 |
-
-
- | 0.45 |
- 0.0185 |
- 0.0135 |
- 0.0167 |
- 0.0220 |
- 0.0119 |
-
-
- | 0.5 |
- 0.0156 |
- 0.0116 |
- 0.0145 |
- 0.0184 |
- 0.0115 |
-
-
- | 0.55 |
- 0.0110 |
- 0.0102 |
- 0.0107 |
- 0.0138 |
- 0.0105 |
-
-
- | 0.6 |
- 0.0110 |
- 0.0106 |
- 0.0106 |
- 0.0120 |
- 0.0107 |
-
-
- | 0.65 |
- 0.0102 |
- 0.0105 |
- 0.0097 |
- 0.0112 |
- 0.0114 |
-
-
- | 0.7 |
- 0.0101 |
- 0.0112 |
- 0.0100 |
- 0.0109 |
- 0.0103 |
-
-
- | 0.75 |
- 0.0084 |
- 0.0096 |
- 0.0087 |
- 0.0098 |
- 0.0097 |
-
-
- | 0.8 |
- 0.0068 |
- 0.0091 |
- 0.0073 |
- 0.0088 |
- 0.0117 |
-
-
- | 0.85 |
- 0.0060 |
- 0.0076 |
- 0.0061 |
- 0.0077 |
- 0.0104 |
-
-
- | 0.9 |
- 0.0058 |
- 0.0083 |
- 0.0057 |
- 0.0081 |
- 0.0117 |
-
-
- | 0.95 |
- 0.0045 |
- 0.0077 |
- 0.0047 |
- 0.0076 |
- 0.0117 |
-
-
- | 1.0 |
- 0.0019 |
- 0.0061 |
- 0.0028 |
- 0.0063 |
- 0.0128 |
-
-
- | avg |
- 0.0289 |
- 0.0214 |
- 0.0253 |
- 0.0309 |
- 0.0434 |
-
-
-
-
-
-
-
-
-
-
-## 60% positives
-> train: [0.40003338 0.59996662]
-> validation: [0.40003338 0.59996662]
-> bin_sld: 426.378s
-> mul_sld: 153.126s
-> bin_sld_gs: 1140.607s
-> mul_sld_gs: 673.397s
-> bin_sld_gsq: 528.696s
-> bin_pacc: 420.283s
-> mul_pacc: 148.016s
-> binmc_pacc: 405.920s
-> mulmc_pacc: 167.711s
-> binne_pacc: 417.205s
-> mulne_pacc: 145.013s
-> bin_pacc_gs: 730.537s
-> mul_pacc_gs: 261.004s
-> bin_cc: 394.352s
-> mul_cc: 143.652s
-> kfcv: 122.227s
-> ref: 122.352s
-> atc_mc: 120.259s
-> atc_ne: 113.567s
-> doc_feat: 80.306s
-> tot: 1146.639s
-
-
-
-
- |
- binmc_pacc |
- mulmc_pacc |
- binne_pacc |
- mulne_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.1108 |
- 0.0299 |
- 0.0622 |
- 0.0386 |
- 0.5310 |
-
-
- | 0.05 |
- 0.0536 |
- 0.0827 |
- 0.0623 |
- 0.0979 |
- 0.2044 |
-
-
- | 0.1 |
- 0.0376 |
- 0.0723 |
- 0.0644 |
- 0.0933 |
- 0.1045 |
-
-
- | 0.15 |
- 0.0270 |
- 0.0639 |
- 0.0629 |
- 0.0848 |
- 0.0571 |
-
-
- | 0.2 |
- 0.0240 |
- 0.0481 |
- 0.0483 |
- 0.0671 |
- 0.0407 |
-
-
- | 0.25 |
- 0.0199 |
- 0.0463 |
- 0.0460 |
- 0.0627 |
- 0.0228 |
-
-
- | 0.3 |
- 0.0171 |
- 0.0391 |
- 0.0405 |
- 0.0529 |
- 0.0196 |
-
-
- | 0.35 |
- 0.0173 |
- 0.0371 |
- 0.0375 |
- 0.0489 |
- 0.0125 |
-
-
- | 0.4 |
- 0.0146 |
- 0.0319 |
- 0.0326 |
- 0.0411 |
- 0.0100 |
-
-
- | 0.45 |
- 0.0124 |
- 0.0271 |
- 0.0272 |
- 0.0341 |
- 0.0101 |
-
-
- | 0.5 |
- 0.0136 |
- 0.0251 |
- 0.0245 |
- 0.0306 |
- 0.0081 |
-
-
- | 0.55 |
- 0.0095 |
- 0.0216 |
- 0.0212 |
- 0.0264 |
- 0.0076 |
-
-
- | 0.6 |
- 0.0105 |
- 0.0174 |
- 0.0166 |
- 0.0206 |
- 0.0060 |
-
-
- | 0.65 |
- 0.0089 |
- 0.0158 |
- 0.0150 |
- 0.0181 |
- 0.0060 |
-
-
- | 0.7 |
- 0.0094 |
- 0.0167 |
- 0.0154 |
- 0.0181 |
- 0.0055 |
-
-
- | 0.75 |
- 0.0080 |
- 0.0140 |
- 0.0131 |
- 0.0152 |
- 0.0051 |
-
-
- | 0.8 |
- 0.0083 |
- 0.0117 |
- 0.0104 |
- 0.0121 |
- 0.0042 |
-
-
- | 0.85 |
- 0.0074 |
- 0.0113 |
- 0.0099 |
- 0.0113 |
- 0.0042 |
-
-
- | 0.9 |
- 0.0069 |
- 0.0108 |
- 0.0090 |
- 0.0099 |
- 0.0045 |
-
-
- | 0.95 |
- 0.0064 |
- 0.0083 |
- 0.0072 |
- 0.0078 |
- 0.0037 |
-
-
- | 1.0 |
- 0.0047 |
- 0.0073 |
- 0.0059 |
- 0.0068 |
- 0.0034 |
-
-
- | avg |
- 0.0204 |
- 0.0304 |
- 0.0301 |
- 0.0380 |
- 0.0510 |
-
-
-
-
-
-
-
-
-
-
-## 70% positives
-> train: [0.29989987 0.70010013]
-> validation: [0.30006676 0.69993324]
-> bin_sld: 417.731s
-> mul_sld: 155.451s
-> bin_sld_gs: 1141.720s
-> mul_sld_gs: 680.203s
-> bin_sld_gsq: 527.251s
-> bin_pacc: 413.591s
-> mul_pacc: 130.941s
-> binmc_pacc: 410.011s
-> mulmc_pacc: 160.422s
-> binne_pacc: 411.824s
-> mulne_pacc: 150.120s
-> bin_pacc_gs: 731.866s
-> mul_pacc_gs: 262.250s
-> bin_cc: 396.501s
-> mul_cc: 145.444s
-> kfcv: 127.528s
-> ref: 121.369s
-> atc_mc: 106.641s
-> atc_ne: 101.076s
-> doc_feat: 86.241s
-> tot: 1146.268s
-
-
-
-
- |
- binmc_pacc |
- mulmc_pacc |
- binne_pacc |
- mulne_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0004 |
- 0.0013 |
- 0.0000 |
- 0.0367 |
- 0.5749 |
-
-
- | 0.05 |
- 0.1362 |
- 0.1137 |
- 0.1870 |
- 0.0413 |
- 0.3336 |
-
-
- | 0.1 |
- 0.1019 |
- 0.0928 |
- 0.1367 |
- 0.0482 |
- 0.2163 |
-
-
- | 0.15 |
- 0.0892 |
- 0.0824 |
- 0.1136 |
- 0.0516 |
- 0.1450 |
-
-
- | 0.2 |
- 0.0677 |
- 0.0662 |
- 0.0857 |
- 0.0463 |
- 0.1055 |
-
-
- | 0.25 |
- 0.0639 |
- 0.0627 |
- 0.0786 |
- 0.0482 |
- 0.0703 |
-
-
- | 0.3 |
- 0.0512 |
- 0.0524 |
- 0.0635 |
- 0.0431 |
- 0.0549 |
-
-
- | 0.35 |
- 0.0458 |
- 0.0480 |
- 0.0557 |
- 0.0406 |
- 0.0403 |
-
-
- | 0.4 |
- 0.0400 |
- 0.0424 |
- 0.0473 |
- 0.0367 |
- 0.0279 |
-
-
- | 0.45 |
- 0.0329 |
- 0.0373 |
- 0.0388 |
- 0.0331 |
- 0.0225 |
-
-
- | 0.5 |
- 0.0267 |
- 0.0308 |
- 0.0313 |
- 0.0286 |
- 0.0165 |
-
-
- | 0.55 |
- 0.0234 |
- 0.0279 |
- 0.0271 |
- 0.0269 |
- 0.0120 |
-
-
- | 0.6 |
- 0.0169 |
- 0.0215 |
- 0.0193 |
- 0.0212 |
- 0.0095 |
-
-
- | 0.65 |
- 0.0159 |
- 0.0206 |
- 0.0180 |
- 0.0207 |
- 0.0089 |
-
-
- | 0.7 |
- 0.0124 |
- 0.0181 |
- 0.0141 |
- 0.0186 |
- 0.0060 |
-
-
- | 0.75 |
- 0.0103 |
- 0.0156 |
- 0.0110 |
- 0.0162 |
- 0.0047 |
-
-
- | 0.8 |
- 0.0087 |
- 0.0135 |
- 0.0091 |
- 0.0141 |
- 0.0044 |
-
-
- | 0.85 |
- 0.0078 |
- 0.0122 |
- 0.0079 |
- 0.0130 |
- 0.0045 |
-
-
- | 0.9 |
- 0.0050 |
- 0.0092 |
- 0.0053 |
- 0.0107 |
- 0.0036 |
-
-
- | 0.95 |
- 0.0046 |
- 0.0076 |
- 0.0047 |
- 0.0084 |
- 0.0035 |
-
-
- | 1.0 |
- 0.0039 |
- 0.0070 |
- 0.0036 |
- 0.0081 |
- 0.0032 |
-
-
- | avg |
- 0.0364 |
- 0.0373 |
- 0.0456 |
- 0.0292 |
- 0.0794 |
-
-
-
-
-
-
-
-
-
-
-## 80% positives
-> train: [0.19993324 0.80006676]
-> validation: [0.20010013 0.79989987]
-> bin_sld: 437.768s
-> mul_sld: 162.581s
-> bin_sld_gs: 1142.333s
-> mul_sld_gs: 680.247s
-> bin_sld_gsq: 532.404s
-> bin_pacc: 414.897s
-> mul_pacc: 158.907s
-> binmc_pacc: 406.361s
-> mulmc_pacc: 141.227s
-> binne_pacc: 414.412s
-> mulne_pacc: 158.498s
-> bin_pacc_gs: 720.921s
-> mul_pacc_gs: 272.540s
-> bin_cc: 395.525s
-> mul_cc: 139.596s
-> kfcv: 123.479s
-> ref: 124.418s
-> atc_mc: 126.354s
-> atc_ne: 101.451s
-> doc_feat: 111.799s
-> tot: 1146.771s
-
-
-
-
- |
- binmc_pacc |
- mulmc_pacc |
- binne_pacc |
- mulne_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0919 |
- 0.0959 |
- 0.0069 |
- 0.0392 |
- 0.5459 |
-
-
- | 0.05 |
- 0.0430 |
- 0.0480 |
- 0.0527 |
- 0.0257 |
- 0.3941 |
-
-
- | 0.1 |
- 0.0285 |
- 0.0295 |
- 0.0508 |
- 0.0260 |
- 0.2954 |
-
-
- | 0.15 |
- 0.0211 |
- 0.0221 |
- 0.0472 |
- 0.0287 |
- 0.2206 |
-
-
- | 0.2 |
- 0.0162 |
- 0.0165 |
- 0.0414 |
- 0.0267 |
- 0.1701 |
-
-
- | 0.25 |
- 0.0185 |
- 0.0191 |
- 0.0440 |
- 0.0314 |
- 0.1277 |
-
-
- | 0.3 |
- 0.0174 |
- 0.0199 |
- 0.0385 |
- 0.0309 |
- 0.0994 |
-
-
- | 0.35 |
- 0.0184 |
- 0.0192 |
- 0.0354 |
- 0.0284 |
- 0.0774 |
-
-
- | 0.4 |
- 0.0175 |
- 0.0198 |
- 0.0331 |
- 0.0273 |
- 0.0563 |
-
-
- | 0.45 |
- 0.0149 |
- 0.0156 |
- 0.0280 |
- 0.0228 |
- 0.0440 |
-
-
- | 0.5 |
- 0.0136 |
- 0.0145 |
- 0.0245 |
- 0.0202 |
- 0.0323 |
-
-
- | 0.55 |
- 0.0151 |
- 0.0161 |
- 0.0250 |
- 0.0213 |
- 0.0206 |
-
-
- | 0.6 |
- 0.0108 |
- 0.0121 |
- 0.0183 |
- 0.0156 |
- 0.0152 |
-
-
- | 0.65 |
- 0.0117 |
- 0.0126 |
- 0.0180 |
- 0.0154 |
- 0.0098 |
-
-
- | 0.7 |
- 0.0102 |
- 0.0108 |
- 0.0157 |
- 0.0123 |
- 0.0072 |
-
-
- | 0.75 |
- 0.0079 |
- 0.0083 |
- 0.0120 |
- 0.0095 |
- 0.0056 |
-
-
- | 0.8 |
- 0.0072 |
- 0.0081 |
- 0.0114 |
- 0.0086 |
- 0.0049 |
-
-
- | 0.85 |
- 0.0061 |
- 0.0065 |
- 0.0090 |
- 0.0069 |
- 0.0053 |
-
-
- | 0.9 |
- 0.0044 |
- 0.0052 |
- 0.0071 |
- 0.0052 |
- 0.0055 |
-
-
- | 0.95 |
- 0.0039 |
- 0.0042 |
- 0.0054 |
- 0.0047 |
- 0.0068 |
-
-
- | 1.0 |
- 0.0040 |
- 0.0042 |
- 0.0053 |
- 0.0043 |
- 0.0076 |
-
-
- | avg |
- 0.0182 |
- 0.0194 |
- 0.0252 |
- 0.0196 |
- 0.1025 |
-
-
-
-
-
-
-
-
-
-
-## 90% positives
-> train: [0.09996662 0.90003338]
-> validation: [0.09996662 0.90003338]
-> bin_sld: 423.737s
-> mul_sld: 177.588s
-> bin_sld_gs: 1108.736s
-> mul_sld_gs: 666.006s
-> bin_sld_gsq: 518.900s
-> bin_pacc: 406.760s
-> mul_pacc: 133.174s
-> binmc_pacc: 401.789s
-> mulmc_pacc: 147.520s
-> binne_pacc: 400.414s
-> mulne_pacc: 148.167s
-> bin_pacc_gs: 722.523s
-> mul_pacc_gs: 252.340s
-> bin_cc: 378.760s
-> mul_cc: 126.045s
-> kfcv: 109.535s
-> ref: 87.159s
-> atc_mc: 99.104s
-> atc_ne: 101.467s
-> doc_feat: 83.819s
-> tot: 1113.236s
-
-
-
-
- |
- binmc_pacc |
- mulmc_pacc |
- binne_pacc |
- mulne_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0007 |
- 0.0463 |
- 0.0002 |
- 0.0373 |
- 0.4745 |
-
-
- | 0.05 |
- 0.0712 |
- 0.0384 |
- 0.0778 |
- 0.0357 |
- 0.4016 |
-
-
- | 0.1 |
- 0.0690 |
- 0.0293 |
- 0.0750 |
- 0.0255 |
- 0.3432 |
-
-
- | 0.15 |
- 0.0630 |
- 0.0231 |
- 0.0672 |
- 0.0195 |
- 0.2909 |
-
-
- | 0.2 |
- 0.0542 |
- 0.0221 |
- 0.0587 |
- 0.0190 |
- 0.2470 |
-
-
- | 0.25 |
- 0.0555 |
- 0.0168 |
- 0.0576 |
- 0.0155 |
- 0.2076 |
-
-
- | 0.3 |
- 0.0509 |
- 0.0165 |
- 0.0522 |
- 0.0139 |
- 0.1759 |
-
-
- | 0.35 |
- 0.0452 |
- 0.0154 |
- 0.0447 |
- 0.0137 |
- 0.1487 |
-
-
- | 0.4 |
- 0.0436 |
- 0.0125 |
- 0.0443 |
- 0.0109 |
- 0.1239 |
-
-
- | 0.45 |
- 0.0380 |
- 0.0119 |
- 0.0383 |
- 0.0112 |
- 0.1027 |
-
-
- | 0.5 |
- 0.0346 |
- 0.0118 |
- 0.0353 |
- 0.0106 |
- 0.0842 |
-
-
- | 0.55 |
- 0.0351 |
- 0.0115 |
- 0.0351 |
- 0.0119 |
- 0.0659 |
-
-
- | 0.6 |
- 0.0280 |
- 0.0110 |
- 0.0277 |
- 0.0092 |
- 0.0530 |
-
-
- | 0.65 |
- 0.0275 |
- 0.0122 |
- 0.0281 |
- 0.0115 |
- 0.0392 |
-
-
- | 0.7 |
- 0.0224 |
- 0.0105 |
- 0.0236 |
- 0.0098 |
- 0.0290 |
-
-
- | 0.75 |
- 0.0187 |
- 0.0094 |
- 0.0186 |
- 0.0083 |
- 0.0196 |
-
-
- | 0.8 |
- 0.0165 |
- 0.0098 |
- 0.0181 |
- 0.0081 |
- 0.0125 |
-
-
- | 0.85 |
- 0.0139 |
- 0.0093 |
- 0.0146 |
- 0.0080 |
- 0.0061 |
-
-
- | 0.9 |
- 0.0108 |
- 0.0086 |
- 0.0115 |
- 0.0062 |
- 0.0036 |
-
-
- | 0.95 |
- 0.0080 |
- 0.0075 |
- 0.0091 |
- 0.0059 |
- 0.0069 |
-
-
- | 1.0 |
- 0.0060 |
- 0.0081 |
- 0.0072 |
- 0.0059 |
- 0.0123 |
-
-
- | avg |
- 0.0340 |
- 0.0163 |
- 0.0355 |
- 0.0142 |
- 0.1356 |
-
-
-
-
-
-
-
-
-
-
-## avg
-### avg on train
-
-
-
- |
- binmc_pacc |
- mulmc_pacc |
- binne_pacc |
- mulne_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0493 |
- 0.1435 |
- 0.0351 |
- 0.1464 |
- 0.3827 |
-
-
- | 0.05 |
- 0.0881 |
- 0.0697 |
- 0.0851 |
- 0.0684 |
- 0.2109 |
-
-
- | 0.1 |
- 0.0605 |
- 0.0489 |
- 0.0639 |
- 0.0533 |
- 0.1528 |
-
-
- | 0.15 |
- 0.0454 |
- 0.0395 |
- 0.0513 |
- 0.0437 |
- 0.1203 |
-
-
- | 0.2 |
- 0.0346 |
- 0.0327 |
- 0.0407 |
- 0.0371 |
- 0.0991 |
-
-
- | 0.25 |
- 0.0305 |
- 0.0301 |
- 0.0373 |
- 0.0338 |
- 0.0819 |
-
-
- | 0.3 |
- 0.0263 |
- 0.0266 |
- 0.0324 |
- 0.0299 |
- 0.0712 |
-
-
- | 0.35 |
- 0.0234 |
- 0.0249 |
- 0.0295 |
- 0.0274 |
- 0.0623 |
-
-
- | 0.4 |
- 0.0212 |
- 0.0230 |
- 0.0266 |
- 0.0248 |
- 0.0548 |
-
-
- | 0.45 |
- 0.0180 |
- 0.0208 |
- 0.0228 |
- 0.0222 |
- 0.0497 |
-
-
- | 0.5 |
- 0.0161 |
- 0.0189 |
- 0.0202 |
- 0.0194 |
- 0.0458 |
-
-
- | 0.55 |
- 0.0144 |
- 0.0180 |
- 0.0188 |
- 0.0183 |
- 0.0415 |
-
-
- | 0.6 |
- 0.0126 |
- 0.0160 |
- 0.0156 |
- 0.0152 |
- 0.0394 |
-
-
- | 0.65 |
- 0.0124 |
- 0.0157 |
- 0.0155 |
- 0.0150 |
- 0.0373 |
-
-
- | 0.7 |
- 0.0109 |
- 0.0153 |
- 0.0145 |
- 0.0141 |
- 0.0350 |
-
-
- | 0.75 |
- 0.0093 |
- 0.0141 |
- 0.0126 |
- 0.0129 |
- 0.0325 |
-
-
- | 0.8 |
- 0.0088 |
- 0.0133 |
- 0.0114 |
- 0.0114 |
- 0.0323 |
-
-
- | 0.85 |
- 0.0080 |
- 0.0130 |
- 0.0106 |
- 0.0115 |
- 0.0315 |
-
-
- | 0.9 |
- 0.0070 |
- 0.0125 |
- 0.0097 |
- 0.0106 |
- 0.0309 |
-
-
- | 0.95 |
- 0.0066 |
- 0.0111 |
- 0.0086 |
- 0.0097 |
- 0.0321 |
-
-
- | 1.0 |
- 0.0049 |
- 0.0111 |
- 0.0078 |
- 0.0095 |
- 0.0326 |
-
-
- | avg |
- 0.0242 |
- 0.0295 |
- 0.0271 |
- 0.0302 |
- 0.0798 |
-
-
-
-
-
-
-### avg on test
-
-
-
- |
- binmc_pacc |
- mulmc_pacc |
- binne_pacc |
- mulne_pacc |
- atc_mc |
-
-
-
-
- | 0.1 |
- 0.0150 |
- 0.0509 |
- 0.0193 |
- 0.0312 |
- 0.1801 |
-
-
- | 0.2 |
- 0.0201 |
- 0.0368 |
- 0.0220 |
- 0.0451 |
- 0.0610 |
-
-
- | 0.3 |
- 0.0184 |
- 0.0276 |
- 0.0190 |
- 0.0356 |
- 0.0334 |
-
-
- | 0.4 |
- 0.0264 |
- 0.0250 |
- 0.0223 |
- 0.0283 |
- 0.0321 |
-
-
- | 0.5 |
- 0.0289 |
- 0.0214 |
- 0.0253 |
- 0.0309 |
- 0.0434 |
-
-
- | 0.6 |
- 0.0204 |
- 0.0304 |
- 0.0301 |
- 0.0380 |
- 0.0510 |
-
-
- | 0.7 |
- 0.0364 |
- 0.0373 |
- 0.0456 |
- 0.0292 |
- 0.0794 |
-
-
- | 0.8 |
- 0.0182 |
- 0.0194 |
- 0.0252 |
- 0.0196 |
- 0.1025 |
-
-
- | 0.9 |
- 0.0340 |
- 0.0163 |
- 0.0355 |
- 0.0142 |
- 0.1356 |
-
-
- | avg |
- 0.0242 |
- 0.0295 |
- 0.0271 |
- 0.0302 |
- 0.0798 |
-
-
-
-
-
-
-### avg dataset shift
-
diff --git a/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_sld_vs_pacc_acc.md b/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_sld_vs_pacc_acc.md
deleted file mode 100644
index 840eec3..0000000
--- a/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_sld_vs_pacc_acc.md
+++ /dev/null
@@ -1,2205 +0,0 @@
-# rcv1_CCAT_9prevs
-
-## 10% positives
-> train: [0.90003338 0.09996662]
-> validation: [0.90003338 0.09996662]
-> bin_sld: 227.883s
-> mul_sld: 78.248s
-> binmc_sld: 226.732s
-> mulmc_sld: 66.259s
-> binne_sld: 223.276s
-> mulne_sld: 62.735s
-> bin_pacc: 217.001s
-> mul_pacc: 58.470s
-> ref: 48.024s
-> atc_mc: 51.785s
-> tot: 230.591s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0005 |
- 0.0004 |
- 0.0016 |
- 0.0664 |
- 0.0088 |
-
-
- | 0.05 |
- 0.0093 |
- 0.0161 |
- 0.0046 |
- 0.0689 |
- 0.0046 |
-
-
- | 0.1 |
- 0.0138 |
- 0.0188 |
- 0.0067 |
- 0.0602 |
- 0.0080 |
-
-
- | 0.15 |
- 0.0157 |
- 0.0165 |
- 0.0066 |
- 0.0545 |
- 0.0128 |
-
-
- | 0.2 |
- 0.0169 |
- 0.0147 |
- 0.0088 |
- 0.0569 |
- 0.0194 |
-
-
- | 0.25 |
- 0.0150 |
- 0.0117 |
- 0.0086 |
- 0.0663 |
- 0.0256 |
-
-
- | 0.3 |
- 0.0179 |
- 0.0105 |
- 0.0086 |
- 0.0637 |
- 0.0348 |
-
-
- | 0.35 |
- 0.0185 |
- 0.0122 |
- 0.0094 |
- 0.0585 |
- 0.0438 |
-
-
- | 0.4 |
- 0.0242 |
- 0.0210 |
- 0.0110 |
- 0.0738 |
- 0.0509 |
-
-
- | 0.45 |
- 0.0320 |
- 0.0373 |
- 0.0124 |
- 0.0787 |
- 0.0568 |
-
-
- | 0.5 |
- 0.0416 |
- 0.0528 |
- 0.0108 |
- 0.0764 |
- 0.0633 |
-
-
- | 0.55 |
- 0.0461 |
- 0.0735 |
- 0.0114 |
- 0.0869 |
- 0.0728 |
-
-
- | 0.6 |
- 0.0591 |
- 0.0915 |
- 0.0129 |
- 0.0940 |
- 0.0748 |
-
-
- | 0.65 |
- 0.0682 |
- 0.1168 |
- 0.0136 |
- 0.0931 |
- 0.0843 |
-
-
- | 0.7 |
- 0.0719 |
- 0.1307 |
- 0.0130 |
- 0.0968 |
- 0.0916 |
-
-
- | 0.75 |
- 0.0814 |
- 0.1495 |
- 0.0121 |
- 0.1052 |
- 0.1005 |
-
-
- | 0.8 |
- 0.0889 |
- 0.1673 |
- 0.0165 |
- 0.1104 |
- 0.1064 |
-
-
- | 0.85 |
- 0.0961 |
- 0.1749 |
- 0.0147 |
- 0.1087 |
- 0.1147 |
-
-
- | 0.9 |
- 0.0951 |
- 0.1319 |
- 0.0148 |
- 0.1193 |
- 0.1204 |
-
-
- | 0.95 |
- 0.0596 |
- 0.0732 |
- 0.0188 |
- 0.1253 |
- 0.1244 |
-
-
- | 1.0 |
- 0.0086 |
- 0.0139 |
- 0.0103 |
- 0.1261 |
- 0.1336 |
-
-
- | avg |
- 0.0419 |
- 0.0636 |
- 0.0108 |
- 0.0852 |
- 0.0644 |
-
-
-
-
-
-
-
-
-
-
-## 20% positives
-> train: [0.79989987 0.20010013]
-> validation: [0.80006676 0.19993324]
-> bin_sld: 224.734s
-> mul_sld: 70.409s
-> binmc_sld: 223.361s
-> mulmc_sld: 67.028s
-> binne_sld: 223.604s
-> mulne_sld: 67.347s
-> bin_pacc: 218.304s
-> mul_pacc: 60.326s
-> ref: 49.515s
-> atc_mc: 54.802s
-> tot: 229.075s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0014 |
- 0.0019 |
- 0.0111 |
- 0.0053 |
- 0.0097 |
-
-
- | 0.05 |
- 0.0083 |
- 0.0093 |
- 0.0109 |
- 0.0070 |
- 0.0071 |
-
-
- | 0.1 |
- 0.0094 |
- 0.0120 |
- 0.0098 |
- 0.0080 |
- 0.0062 |
-
-
- | 0.15 |
- 0.0103 |
- 0.0123 |
- 0.0084 |
- 0.0080 |
- 0.0064 |
-
-
- | 0.2 |
- 0.0107 |
- 0.0143 |
- 0.0089 |
- 0.0105 |
- 0.0088 |
-
-
- | 0.25 |
- 0.0098 |
- 0.0143 |
- 0.0084 |
- 0.0108 |
- 0.0093 |
-
-
- | 0.3 |
- 0.0099 |
- 0.0128 |
- 0.0094 |
- 0.0128 |
- 0.0124 |
-
-
- | 0.35 |
- 0.0084 |
- 0.0106 |
- 0.0080 |
- 0.0106 |
- 0.0161 |
-
-
- | 0.4 |
- 0.0097 |
- 0.0115 |
- 0.0112 |
- 0.0147 |
- 0.0190 |
-
-
- | 0.45 |
- 0.0099 |
- 0.0122 |
- 0.0120 |
- 0.0152 |
- 0.0207 |
-
-
- | 0.5 |
- 0.0113 |
- 0.0133 |
- 0.0130 |
- 0.0168 |
- 0.0222 |
-
-
- | 0.55 |
- 0.0120 |
- 0.0143 |
- 0.0141 |
- 0.0173 |
- 0.0247 |
-
-
- | 0.6 |
- 0.0160 |
- 0.0175 |
- 0.0146 |
- 0.0182 |
- 0.0272 |
-
-
- | 0.65 |
- 0.0171 |
- 0.0215 |
- 0.0187 |
- 0.0219 |
- 0.0331 |
-
-
- | 0.7 |
- 0.0197 |
- 0.0236 |
- 0.0204 |
- 0.0210 |
- 0.0384 |
-
-
- | 0.75 |
- 0.0229 |
- 0.0282 |
- 0.0223 |
- 0.0228 |
- 0.0425 |
-
-
- | 0.8 |
- 0.0277 |
- 0.0350 |
- 0.0218 |
- 0.0216 |
- 0.0407 |
-
-
- | 0.85 |
- 0.0310 |
- 0.0401 |
- 0.0241 |
- 0.0242 |
- 0.0447 |
-
-
- | 0.9 |
- 0.0343 |
- 0.0437 |
- 0.0261 |
- 0.0242 |
- 0.0493 |
-
-
- | 0.95 |
- 0.0349 |
- 0.0465 |
- 0.0263 |
- 0.0251 |
- 0.0492 |
-
-
- | 1.0 |
- 0.0013 |
- 0.0215 |
- 0.0324 |
- 0.0288 |
- 0.0571 |
-
-
- | avg |
- 0.0150 |
- 0.0198 |
- 0.0158 |
- 0.0164 |
- 0.0259 |
-
-
-
-
-
-
-
-
-
-
-## 30% positives
-> train: [0.69993324 0.30006676]
-> validation: [0.70010013 0.29989987]
-> bin_sld: 218.651s
-> mul_sld: 65.273s
-> binmc_sld: 221.260s
-> mulmc_sld: 64.594s
-> binne_sld: 218.686s
-> mulne_sld: 63.905s
-> bin_pacc: 215.149s
-> mul_pacc: 58.011s
-> ref: 48.157s
-> atc_mc: 52.112s
-> tot: 224.561s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0018 |
- 0.0019 |
- 0.0065 |
- 0.0167 |
- 0.0103 |
-
-
- | 0.05 |
- 0.0076 |
- 0.0085 |
- 0.0099 |
- 0.0160 |
- 0.0072 |
-
-
- | 0.1 |
- 0.0120 |
- 0.0146 |
- 0.0100 |
- 0.0167 |
- 0.0049 |
-
-
- | 0.15 |
- 0.0146 |
- 0.0201 |
- 0.0085 |
- 0.0150 |
- 0.0060 |
-
-
- | 0.2 |
- 0.0151 |
- 0.0229 |
- 0.0099 |
- 0.0139 |
- 0.0082 |
-
-
- | 0.25 |
- 0.0151 |
- 0.0261 |
- 0.0109 |
- 0.0133 |
- 0.0101 |
-
-
- | 0.3 |
- 0.0125 |
- 0.0227 |
- 0.0095 |
- 0.0141 |
- 0.0119 |
-
-
- | 0.35 |
- 0.0119 |
- 0.0213 |
- 0.0110 |
- 0.0146 |
- 0.0160 |
-
-
- | 0.4 |
- 0.0114 |
- 0.0217 |
- 0.0120 |
- 0.0134 |
- 0.0190 |
-
-
- | 0.45 |
- 0.0095 |
- 0.0190 |
- 0.0112 |
- 0.0134 |
- 0.0222 |
-
-
- | 0.5 |
- 0.0090 |
- 0.0166 |
- 0.0120 |
- 0.0128 |
- 0.0259 |
-
-
- | 0.55 |
- 0.0080 |
- 0.0163 |
- 0.0131 |
- 0.0132 |
- 0.0297 |
-
-
- | 0.6 |
- 0.0106 |
- 0.0133 |
- 0.0114 |
- 0.0126 |
- 0.0307 |
-
-
- | 0.65 |
- 0.0127 |
- 0.0119 |
- 0.0126 |
- 0.0138 |
- 0.0368 |
-
-
- | 0.7 |
- 0.0142 |
- 0.0125 |
- 0.0132 |
- 0.0132 |
- 0.0400 |
-
-
- | 0.75 |
- 0.0176 |
- 0.0137 |
- 0.0123 |
- 0.0141 |
- 0.0427 |
-
-
- | 0.8 |
- 0.0205 |
- 0.0142 |
- 0.0126 |
- 0.0117 |
- 0.0464 |
-
-
- | 0.85 |
- 0.0239 |
- 0.0166 |
- 0.0133 |
- 0.0144 |
- 0.0517 |
-
-
- | 0.9 |
- 0.0278 |
- 0.0208 |
- 0.0118 |
- 0.0158 |
- 0.0521 |
-
-
- | 0.95 |
- 0.0279 |
- 0.0222 |
- 0.0137 |
- 0.0173 |
- 0.0548 |
-
-
- | 1.0 |
- 0.0005 |
- 0.0059 |
- 0.0147 |
- 0.0173 |
- 0.0625 |
-
-
- | avg |
- 0.0135 |
- 0.0163 |
- 0.0114 |
- 0.0144 |
- 0.0280 |
-
-
-
-
-
-
-
-
-
-
-## 40% positives
-> train: [0.59996662 0.40003338]
-> validation: [0.59996662 0.40003338]
-> bin_sld: 213.191s
-> mul_sld: 64.472s
-> binmc_sld: 212.647s
-> mulmc_sld: 64.187s
-> binne_sld: 214.524s
-> mulne_sld: 63.741s
-> bin_pacc: 208.132s
-> mul_pacc: 57.195s
-> ref: 48.218s
-> atc_mc: 52.342s
-> tot: 219.577s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0020 |
- 0.0022 |
- 0.0201 |
- 0.0161 |
- 0.0190 |
-
-
- | 0.05 |
- 0.0070 |
- 0.0086 |
- 0.0195 |
- 0.0157 |
- 0.0166 |
-
-
- | 0.1 |
- 0.0096 |
- 0.0135 |
- 0.0192 |
- 0.0152 |
- 0.0147 |
-
-
- | 0.15 |
- 0.0140 |
- 0.0202 |
- 0.0172 |
- 0.0144 |
- 0.0117 |
-
-
- | 0.2 |
- 0.0163 |
- 0.0237 |
- 0.0161 |
- 0.0140 |
- 0.0105 |
-
-
- | 0.25 |
- 0.0203 |
- 0.0292 |
- 0.0135 |
- 0.0124 |
- 0.0089 |
-
-
- | 0.3 |
- 0.0176 |
- 0.0269 |
- 0.0150 |
- 0.0137 |
- 0.0085 |
-
-
- | 0.35 |
- 0.0184 |
- 0.0265 |
- 0.0137 |
- 0.0131 |
- 0.0076 |
-
-
- | 0.4 |
- 0.0172 |
- 0.0277 |
- 0.0122 |
- 0.0129 |
- 0.0079 |
-
-
- | 0.45 |
- 0.0149 |
- 0.0247 |
- 0.0123 |
- 0.0120 |
- 0.0073 |
-
-
- | 0.5 |
- 0.0141 |
- 0.0244 |
- 0.0112 |
- 0.0102 |
- 0.0081 |
-
-
- | 0.55 |
- 0.0114 |
- 0.0241 |
- 0.0094 |
- 0.0099 |
- 0.0099 |
-
-
- | 0.6 |
- 0.0109 |
- 0.0216 |
- 0.0100 |
- 0.0100 |
- 0.0112 |
-
-
- | 0.65 |
- 0.0106 |
- 0.0188 |
- 0.0099 |
- 0.0107 |
- 0.0156 |
-
-
- | 0.7 |
- 0.0111 |
- 0.0164 |
- 0.0111 |
- 0.0119 |
- 0.0168 |
-
-
- | 0.75 |
- 0.0111 |
- 0.0131 |
- 0.0107 |
- 0.0109 |
- 0.0160 |
-
-
- | 0.8 |
- 0.0107 |
- 0.0122 |
- 0.0088 |
- 0.0091 |
- 0.0180 |
-
-
- | 0.85 |
- 0.0128 |
- 0.0108 |
- 0.0098 |
- 0.0109 |
- 0.0218 |
-
-
- | 0.9 |
- 0.0148 |
- 0.0102 |
- 0.0095 |
- 0.0101 |
- 0.0224 |
-
-
- | 0.95 |
- 0.0163 |
- 0.0111 |
- 0.0091 |
- 0.0116 |
- 0.0278 |
-
-
- | 1.0 |
- 0.0005 |
- 0.0038 |
- 0.0094 |
- 0.0111 |
- 0.0285 |
-
-
- | avg |
- 0.0125 |
- 0.0176 |
- 0.0127 |
- 0.0122 |
- 0.0147 |
-
-
-
-
-
-
-
-
-
-
-## 50% positives
-> train: [0.5 0.5]
-> validation: [0.5 0.5]
-> bin_sld: 214.324s
-> mul_sld: 66.924s
-> binmc_sld: 214.469s
-> mulmc_sld: 65.323s
-> binne_sld: 214.727s
-> mulne_sld: 65.665s
-> bin_pacc: 209.386s
-> mul_pacc: 57.380s
-> ref: 47.729s
-> atc_mc: 52.153s
-> tot: 220.021s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0021 |
- 0.0041 |
- 0.0097 |
- 0.0137 |
- 0.0088 |
-
-
- | 0.05 |
- 0.0109 |
- 0.0089 |
- 0.0162 |
- 0.0163 |
- 0.0080 |
-
-
- | 0.1 |
- 0.0081 |
- 0.0091 |
- 0.0146 |
- 0.0135 |
- 0.0082 |
-
-
- | 0.15 |
- 0.0097 |
- 0.0131 |
- 0.0148 |
- 0.0138 |
- 0.0077 |
-
-
- | 0.2 |
- 0.0121 |
- 0.0159 |
- 0.0135 |
- 0.0120 |
- 0.0083 |
-
-
- | 0.25 |
- 0.0146 |
- 0.0192 |
- 0.0127 |
- 0.0117 |
- 0.0066 |
-
-
- | 0.3 |
- 0.0165 |
- 0.0198 |
- 0.0145 |
- 0.0132 |
- 0.0082 |
-
-
- | 0.35 |
- 0.0183 |
- 0.0200 |
- 0.0165 |
- 0.0140 |
- 0.0103 |
-
-
- | 0.4 |
- 0.0187 |
- 0.0213 |
- 0.0144 |
- 0.0131 |
- 0.0085 |
-
-
- | 0.45 |
- 0.0177 |
- 0.0202 |
- 0.0133 |
- 0.0127 |
- 0.0110 |
-
-
- | 0.5 |
- 0.0181 |
- 0.0202 |
- 0.0134 |
- 0.0124 |
- 0.0122 |
-
-
- | 0.55 |
- 0.0153 |
- 0.0179 |
- 0.0112 |
- 0.0104 |
- 0.0125 |
-
-
- | 0.6 |
- 0.0175 |
- 0.0190 |
- 0.0130 |
- 0.0126 |
- 0.0144 |
-
-
- | 0.65 |
- 0.0154 |
- 0.0172 |
- 0.0132 |
- 0.0128 |
- 0.0168 |
-
-
- | 0.7 |
- 0.0147 |
- 0.0165 |
- 0.0146 |
- 0.0140 |
- 0.0164 |
-
-
- | 0.75 |
- 0.0126 |
- 0.0138 |
- 0.0136 |
- 0.0137 |
- 0.0170 |
-
-
- | 0.8 |
- 0.0104 |
- 0.0135 |
- 0.0124 |
- 0.0132 |
- 0.0211 |
-
-
- | 0.85 |
- 0.0106 |
- 0.0119 |
- 0.0108 |
- 0.0128 |
- 0.0205 |
-
-
- | 0.9 |
- 0.0122 |
- 0.0120 |
- 0.0113 |
- 0.0139 |
- 0.0239 |
-
-
- | 0.95 |
- 0.0123 |
- 0.0119 |
- 0.0097 |
- 0.0135 |
- 0.0253 |
-
-
- | 1.0 |
- 0.0009 |
- 0.0044 |
- 0.0053 |
- 0.0121 |
- 0.0289 |
-
-
- | avg |
- 0.0128 |
- 0.0148 |
- 0.0128 |
- 0.0131 |
- 0.0140 |
-
-
-
-
-
-
-
-
-
-
-## 60% positives
-> train: [0.40003338 0.59996662]
-> validation: [0.40003338 0.59996662]
-> bin_sld: 214.994s
-> mul_sld: 67.090s
-> binmc_sld: 213.157s
-> mulmc_sld: 66.108s
-> binne_sld: 214.970s
-> mulne_sld: 66.024s
-> bin_pacc: 209.135s
-> mul_pacc: 57.235s
-> ref: 48.002s
-> atc_mc: 52.217s
-> tot: 220.124s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0054 |
- 0.0059 |
- 0.0508 |
- 0.0318 |
- 0.0106 |
-
-
- | 0.05 |
- 0.0199 |
- 0.0165 |
- 0.0527 |
- 0.0328 |
- 0.0101 |
-
-
- | 0.1 |
- 0.0177 |
- 0.0133 |
- 0.0484 |
- 0.0292 |
- 0.0092 |
-
-
- | 0.15 |
- 0.0177 |
- 0.0127 |
- 0.0485 |
- 0.0298 |
- 0.0083 |
-
-
- | 0.2 |
- 0.0141 |
- 0.0118 |
- 0.0415 |
- 0.0247 |
- 0.0089 |
-
-
- | 0.25 |
- 0.0173 |
- 0.0130 |
- 0.0412 |
- 0.0259 |
- 0.0090 |
-
-
- | 0.3 |
- 0.0192 |
- 0.0144 |
- 0.0379 |
- 0.0248 |
- 0.0084 |
-
-
- | 0.35 |
- 0.0206 |
- 0.0157 |
- 0.0377 |
- 0.0240 |
- 0.0084 |
-
-
- | 0.4 |
- 0.0209 |
- 0.0156 |
- 0.0345 |
- 0.0220 |
- 0.0082 |
-
-
- | 0.45 |
- 0.0187 |
- 0.0141 |
- 0.0300 |
- 0.0200 |
- 0.0086 |
-
-
- | 0.5 |
- 0.0222 |
- 0.0174 |
- 0.0283 |
- 0.0203 |
- 0.0085 |
-
-
- | 0.55 |
- 0.0183 |
- 0.0133 |
- 0.0246 |
- 0.0169 |
- 0.0085 |
-
-
- | 0.6 |
- 0.0179 |
- 0.0142 |
- 0.0200 |
- 0.0146 |
- 0.0072 |
-
-
- | 0.65 |
- 0.0174 |
- 0.0134 |
- 0.0177 |
- 0.0132 |
- 0.0079 |
-
-
- | 0.7 |
- 0.0206 |
- 0.0148 |
- 0.0193 |
- 0.0153 |
- 0.0076 |
-
-
- | 0.75 |
- 0.0197 |
- 0.0140 |
- 0.0160 |
- 0.0130 |
- 0.0075 |
-
-
- | 0.8 |
- 0.0193 |
- 0.0140 |
- 0.0136 |
- 0.0118 |
- 0.0066 |
-
-
- | 0.85 |
- 0.0202 |
- 0.0143 |
- 0.0129 |
- 0.0119 |
- 0.0070 |
-
-
- | 0.9 |
- 0.0194 |
- 0.0135 |
- 0.0112 |
- 0.0113 |
- 0.0078 |
-
-
- | 0.95 |
- 0.0166 |
- 0.0131 |
- 0.0089 |
- 0.0097 |
- 0.0071 |
-
-
- | 1.0 |
- 0.0039 |
- 0.0062 |
- 0.0057 |
- 0.0089 |
- 0.0071 |
-
-
- | avg |
- 0.0175 |
- 0.0134 |
- 0.0286 |
- 0.0196 |
- 0.0082 |
-
-
-
-
-
-
-
-
-
-
-## 70% positives
-> train: [0.29989987 0.70010013]
-> validation: [0.30006676 0.69993324]
-> bin_sld: 217.809s
-> mul_sld: 67.454s
-> binmc_sld: 215.345s
-> mulmc_sld: 65.596s
-> binne_sld: 216.897s
-> mulne_sld: 66.048s
-> bin_pacc: 210.063s
-> mul_pacc: 56.905s
-> ref: 47.823s
-> atc_mc: 51.936s
-> tot: 222.297s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0050 |
- 0.0144 |
- 0.0215 |
- 0.0820 |
- 0.0238 |
-
-
- | 0.05 |
- 0.0276 |
- 0.0372 |
- 0.0418 |
- 0.0857 |
- 0.0222 |
-
-
- | 0.1 |
- 0.0260 |
- 0.0357 |
- 0.0367 |
- 0.0792 |
- 0.0216 |
-
-
- | 0.15 |
- 0.0273 |
- 0.0346 |
- 0.0391 |
- 0.0780 |
- 0.0197 |
-
-
- | 0.2 |
- 0.0226 |
- 0.0296 |
- 0.0331 |
- 0.0716 |
- 0.0206 |
-
-
- | 0.25 |
- 0.0240 |
- 0.0291 |
- 0.0366 |
- 0.0710 |
- 0.0160 |
-
-
- | 0.3 |
- 0.0252 |
- 0.0276 |
- 0.0352 |
- 0.0659 |
- 0.0160 |
-
-
- | 0.35 |
- 0.0235 |
- 0.0273 |
- 0.0340 |
- 0.0639 |
- 0.0149 |
-
-
- | 0.4 |
- 0.0219 |
- 0.0233 |
- 0.0337 |
- 0.0604 |
- 0.0122 |
-
-
- | 0.45 |
- 0.0219 |
- 0.0222 |
- 0.0319 |
- 0.0570 |
- 0.0123 |
-
-
- | 0.5 |
- 0.0211 |
- 0.0205 |
- 0.0287 |
- 0.0513 |
- 0.0111 |
-
-
- | 0.55 |
- 0.0216 |
- 0.0188 |
- 0.0289 |
- 0.0493 |
- 0.0102 |
-
-
- | 0.6 |
- 0.0179 |
- 0.0152 |
- 0.0237 |
- 0.0416 |
- 0.0096 |
-
-
- | 0.65 |
- 0.0223 |
- 0.0173 |
- 0.0252 |
- 0.0391 |
- 0.0100 |
-
-
- | 0.7 |
- 0.0192 |
- 0.0140 |
- 0.0228 |
- 0.0364 |
- 0.0080 |
-
-
- | 0.75 |
- 0.0199 |
- 0.0134 |
- 0.0216 |
- 0.0325 |
- 0.0070 |
-
-
- | 0.8 |
- 0.0220 |
- 0.0144 |
- 0.0203 |
- 0.0281 |
- 0.0071 |
-
-
- | 0.85 |
- 0.0230 |
- 0.0143 |
- 0.0205 |
- 0.0245 |
- 0.0076 |
-
-
- | 0.9 |
- 0.0204 |
- 0.0111 |
- 0.0171 |
- 0.0201 |
- 0.0062 |
-
-
- | 0.95 |
- 0.0183 |
- 0.0095 |
- 0.0154 |
- 0.0155 |
- 0.0063 |
-
-
- | 1.0 |
- 0.0057 |
- 0.0056 |
- 0.0128 |
- 0.0141 |
- 0.0059 |
-
-
- | avg |
- 0.0208 |
- 0.0207 |
- 0.0276 |
- 0.0508 |
- 0.0128 |
-
-
-
-
-
-
-
-
-
-
-## 80% positives
-> train: [0.19993324 0.80006676]
-> validation: [0.20010013 0.79989987]
-> bin_sld: 216.605s
-> mul_sld: 66.881s
-> binmc_sld: 215.549s
-> mulmc_sld: 65.843s
-> binne_sld: 217.993s
-> mulne_sld: 64.859s
-> bin_pacc: 208.788s
-> mul_pacc: 56.643s
-> ref: 47.697s
-> atc_mc: 52.089s
-> tot: 223.227s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0023 |
- 0.0323 |
- 0.0246 |
- 0.0589 |
- 0.0311 |
-
-
- | 0.05 |
- 0.0356 |
- 0.0660 |
- 0.0335 |
- 0.0660 |
- 0.0274 |
-
-
- | 0.1 |
- 0.0339 |
- 0.0624 |
- 0.0292 |
- 0.0595 |
- 0.0267 |
-
-
- | 0.15 |
- 0.0315 |
- 0.0599 |
- 0.0280 |
- 0.0571 |
- 0.0227 |
-
-
- | 0.2 |
- 0.0270 |
- 0.0524 |
- 0.0241 |
- 0.0516 |
- 0.0214 |
-
-
- | 0.25 |
- 0.0262 |
- 0.0494 |
- 0.0259 |
- 0.0507 |
- 0.0201 |
-
-
- | 0.3 |
- 0.0254 |
- 0.0473 |
- 0.0239 |
- 0.0481 |
- 0.0178 |
-
-
- | 0.35 |
- 0.0230 |
- 0.0435 |
- 0.0215 |
- 0.0442 |
- 0.0196 |
-
-
- | 0.4 |
- 0.0202 |
- 0.0375 |
- 0.0207 |
- 0.0415 |
- 0.0168 |
-
-
- | 0.45 |
- 0.0175 |
- 0.0327 |
- 0.0173 |
- 0.0373 |
- 0.0147 |
-
-
- | 0.5 |
- 0.0149 |
- 0.0271 |
- 0.0151 |
- 0.0331 |
- 0.0136 |
-
-
- | 0.55 |
- 0.0149 |
- 0.0264 |
- 0.0165 |
- 0.0337 |
- 0.0111 |
-
-
- | 0.6 |
- 0.0101 |
- 0.0184 |
- 0.0119 |
- 0.0258 |
- 0.0110 |
-
-
- | 0.65 |
- 0.0125 |
- 0.0190 |
- 0.0130 |
- 0.0249 |
- 0.0097 |
-
-
- | 0.7 |
- 0.0109 |
- 0.0153 |
- 0.0104 |
- 0.0216 |
- 0.0106 |
-
-
- | 0.75 |
- 0.0114 |
- 0.0125 |
- 0.0088 |
- 0.0168 |
- 0.0091 |
-
-
- | 0.8 |
- 0.0141 |
- 0.0128 |
- 0.0082 |
- 0.0158 |
- 0.0100 |
-
-
- | 0.85 |
- 0.0138 |
- 0.0113 |
- 0.0077 |
- 0.0126 |
- 0.0104 |
-
-
- | 0.9 |
- 0.0159 |
- 0.0103 |
- 0.0068 |
- 0.0094 |
- 0.0108 |
-
-
- | 0.95 |
- 0.0142 |
- 0.0088 |
- 0.0082 |
- 0.0082 |
- 0.0130 |
-
-
- | 1.0 |
- 0.0052 |
- 0.0046 |
- 0.0064 |
- 0.0091 |
- 0.0147 |
-
-
- | avg |
- 0.0181 |
- 0.0309 |
- 0.0172 |
- 0.0346 |
- 0.0163 |
-
-
-
-
-
-
-
-
-
-
-## 90% positives
-> train: [0.09996662 0.90003338]
-> validation: [0.09996662 0.90003338]
-> bin_sld: 218.933s
-> mul_sld: 73.768s
-> binmc_sld: 218.003s
-> mulmc_sld: 61.731s
-> binne_sld: 219.245s
-> mulne_sld: 62.751s
-> bin_pacc: 208.227s
-> mul_pacc: 56.657s
-> ref: 48.071s
-> atc_mc: 52.099s
-> tot: 224.345s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0008 |
- 0.0924 |
- 0.0192 |
- 0.1847 |
- 0.1704 |
-
-
- | 0.05 |
- 0.0505 |
- 0.1359 |
- 0.0187 |
- 0.1929 |
- 0.1614 |
-
-
- | 0.1 |
- 0.0894 |
- 0.1503 |
- 0.0174 |
- 0.1923 |
- 0.1528 |
-
-
- | 0.15 |
- 0.0935 |
- 0.1446 |
- 0.0144 |
- 0.2087 |
- 0.1426 |
-
-
- | 0.2 |
- 0.0897 |
- 0.1345 |
- 0.0169 |
- 0.2148 |
- 0.1334 |
-
-
- | 0.25 |
- 0.0895 |
- 0.1321 |
- 0.0160 |
- 0.2302 |
- 0.1217 |
-
-
- | 0.3 |
- 0.0835 |
- 0.1247 |
- 0.0140 |
- 0.2280 |
- 0.1131 |
-
-
- | 0.35 |
- 0.0789 |
- 0.1154 |
- 0.0155 |
- 0.2339 |
- 0.1040 |
-
-
- | 0.4 |
- 0.0737 |
- 0.1069 |
- 0.0131 |
- 0.2391 |
- 0.0943 |
-
-
- | 0.45 |
- 0.0659 |
- 0.0949 |
- 0.0142 |
- 0.2483 |
- 0.0847 |
-
-
- | 0.5 |
- 0.0582 |
- 0.0840 |
- 0.0134 |
- 0.2582 |
- 0.0749 |
-
-
- | 0.55 |
- 0.0560 |
- 0.0787 |
- 0.0115 |
- 0.2625 |
- 0.0622 |
-
-
- | 0.6 |
- 0.0433 |
- 0.0627 |
- 0.0122 |
- 0.2559 |
- 0.0541 |
-
-
- | 0.65 |
- 0.0420 |
- 0.0584 |
- 0.0118 |
- 0.2840 |
- 0.0422 |
-
-
- | 0.7 |
- 0.0333 |
- 0.0456 |
- 0.0100 |
- 0.2617 |
- 0.0334 |
-
-
- | 0.75 |
- 0.0248 |
- 0.0347 |
- 0.0095 |
- 0.2813 |
- 0.0239 |
-
-
- | 0.8 |
- 0.0208 |
- 0.0260 |
- 0.0079 |
- 0.2828 |
- 0.0168 |
-
-
- | 0.85 |
- 0.0152 |
- 0.0179 |
- 0.0082 |
- 0.3076 |
- 0.0090 |
-
-
- | 0.9 |
- 0.0100 |
- 0.0096 |
- 0.0058 |
- 0.3377 |
- 0.0070 |
-
-
- | 0.95 |
- 0.0071 |
- 0.0064 |
- 0.0054 |
- 0.2705 |
- 0.0134 |
-
-
- | 1.0 |
- 0.0051 |
- 0.0041 |
- 0.0040 |
- 0.3245 |
- 0.0243 |
-
-
- | avg |
- 0.0491 |
- 0.0790 |
- 0.0124 |
- 0.2524 |
- 0.0781 |
-
-
-
-
-
-
-
-
-
-
-## avg
-### avg on train
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0024 |
- 0.0173 |
- 0.0184 |
- 0.0528 |
- 0.0325 |
-
-
- | 0.05 |
- 0.0196 |
- 0.0341 |
- 0.0231 |
- 0.0557 |
- 0.0294 |
-
-
- | 0.1 |
- 0.0244 |
- 0.0366 |
- 0.0213 |
- 0.0527 |
- 0.0280 |
-
-
- | 0.15 |
- 0.0260 |
- 0.0371 |
- 0.0206 |
- 0.0532 |
- 0.0264 |
-
-
- | 0.2 |
- 0.0249 |
- 0.0355 |
- 0.0192 |
- 0.0522 |
- 0.0266 |
-
-
- | 0.25 |
- 0.0258 |
- 0.0360 |
- 0.0193 |
- 0.0547 |
- 0.0252 |
-
-
- | 0.3 |
- 0.0253 |
- 0.0341 |
- 0.0187 |
- 0.0538 |
- 0.0257 |
-
-
- | 0.35 |
- 0.0246 |
- 0.0325 |
- 0.0186 |
- 0.0530 |
- 0.0267 |
-
-
- | 0.4 |
- 0.0242 |
- 0.0318 |
- 0.0181 |
- 0.0546 |
- 0.0263 |
-
-
- | 0.45 |
- 0.0231 |
- 0.0308 |
- 0.0172 |
- 0.0550 |
- 0.0265 |
-
-
- | 0.5 |
- 0.0234 |
- 0.0307 |
- 0.0162 |
- 0.0546 |
- 0.0266 |
-
-
- | 0.55 |
- 0.0226 |
- 0.0315 |
- 0.0156 |
- 0.0556 |
- 0.0268 |
-
-
- | 0.6 |
- 0.0226 |
- 0.0304 |
- 0.0144 |
- 0.0539 |
- 0.0267 |
-
-
- | 0.65 |
- 0.0242 |
- 0.0327 |
- 0.0151 |
- 0.0571 |
- 0.0285 |
-
-
- | 0.7 |
- 0.0240 |
- 0.0322 |
- 0.0150 |
- 0.0547 |
- 0.0292 |
-
-
- | 0.75 |
- 0.0246 |
- 0.0325 |
- 0.0141 |
- 0.0567 |
- 0.0296 |
-
-
- | 0.8 |
- 0.0260 |
- 0.0344 |
- 0.0136 |
- 0.0561 |
- 0.0303 |
-
-
- | 0.85 |
- 0.0274 |
- 0.0347 |
- 0.0136 |
- 0.0586 |
- 0.0319 |
-
-
- | 0.9 |
- 0.0278 |
- 0.0292 |
- 0.0127 |
- 0.0624 |
- 0.0333 |
-
-
- | 0.95 |
- 0.0230 |
- 0.0225 |
- 0.0128 |
- 0.0552 |
- 0.0357 |
-
-
- | 1.0 |
- 0.0035 |
- 0.0078 |
- 0.0112 |
- 0.0613 |
- 0.0403 |
-
-
- | avg |
- 0.0224 |
- 0.0307 |
- 0.0166 |
- 0.0554 |
- 0.0292 |
-
-
-
-
-
-
-### avg on test
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- atc_mc |
-
-
-
-
- | 0.1 |
- 0.0419 |
- 0.0636 |
- 0.0108 |
- 0.0852 |
- 0.0644 |
-
-
- | 0.2 |
- 0.0150 |
- 0.0198 |
- 0.0158 |
- 0.0164 |
- 0.0259 |
-
-
- | 0.3 |
- 0.0135 |
- 0.0163 |
- 0.0114 |
- 0.0144 |
- 0.0280 |
-
-
- | 0.4 |
- 0.0125 |
- 0.0176 |
- 0.0127 |
- 0.0122 |
- 0.0147 |
-
-
- | 0.5 |
- 0.0128 |
- 0.0148 |
- 0.0128 |
- 0.0131 |
- 0.0140 |
-
-
- | 0.6 |
- 0.0175 |
- 0.0134 |
- 0.0286 |
- 0.0196 |
- 0.0082 |
-
-
- | 0.7 |
- 0.0208 |
- 0.0207 |
- 0.0276 |
- 0.0508 |
- 0.0128 |
-
-
- | 0.8 |
- 0.0181 |
- 0.0309 |
- 0.0172 |
- 0.0346 |
- 0.0163 |
-
-
- | 0.9 |
- 0.0491 |
- 0.0790 |
- 0.0124 |
- 0.2524 |
- 0.0781 |
-
-
- | avg |
- 0.0224 |
- 0.0307 |
- 0.0166 |
- 0.0554 |
- 0.0292 |
-
-
-
-
-
-
-### avg dataset shift
-
diff --git a/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_sld_vs_pacc_f1.md b/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_sld_vs_pacc_f1.md
deleted file mode 100644
index 8b45d70..0000000
--- a/output/main/rcv1_CCAT_9prevs/rcv1_CCAT_sld_vs_pacc_f1.md
+++ /dev/null
@@ -1,2205 +0,0 @@
-# rcv1_CCAT_9prevs
-
-## 10% positives
-> train: [0.90003338 0.09996662]
-> validation: [0.90003338 0.09996662]
-> bin_sld: 227.883s
-> mul_sld: 78.248s
-> binmc_sld: 226.732s
-> mulmc_sld: 66.259s
-> binne_sld: 223.276s
-> mulne_sld: 62.735s
-> bin_pacc: 217.001s
-> mul_pacc: 58.470s
-> ref: 48.024s
-> atc_mc: 51.785s
-> tot: 230.591s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0172 |
- 0.0601 |
- 0.0463 |
- 0.2794 |
- 0.0022 |
-
-
- | 0.05 |
- 0.2360 |
- 0.1726 |
- 0.0341 |
- 0.3914 |
- 0.2253 |
-
-
- | 0.1 |
- 0.1377 |
- 0.0893 |
- 0.0241 |
- 0.3458 |
- 0.1997 |
-
-
- | 0.15 |
- 0.1179 |
- 0.0463 |
- 0.0181 |
- 0.3112 |
- 0.2018 |
-
-
- | 0.2 |
- 0.0886 |
- 0.0309 |
- 0.0166 |
- 0.3073 |
- 0.1936 |
-
-
- | 0.25 |
- 0.0596 |
- 0.0232 |
- 0.0135 |
- 0.3223 |
- 0.1943 |
-
-
- | 0.3 |
- 0.0613 |
- 0.0220 |
- 0.0119 |
- 0.3063 |
- 0.1865 |
-
-
- | 0.35 |
- 0.0462 |
- 0.0238 |
- 0.0099 |
- 0.3085 |
- 0.1849 |
-
-
- | 0.4 |
- 0.0448 |
- 0.0360 |
- 0.0107 |
- 0.2957 |
- 0.1852 |
-
-
- | 0.45 |
- 0.0420 |
- 0.0463 |
- 0.0120 |
- 0.2974 |
- 0.1824 |
-
-
- | 0.5 |
- 0.0498 |
- 0.0578 |
- 0.0100 |
- 0.2859 |
- 0.1836 |
-
-
- | 0.55 |
- 0.0402 |
- 0.0685 |
- 0.0087 |
- 0.2806 |
- 0.1801 |
-
-
- | 0.6 |
- 0.0501 |
- 0.0768 |
- 0.0099 |
- 0.2922 |
- 0.1872 |
-
-
- | 0.65 |
- 0.0559 |
- 0.0899 |
- 0.0090 |
- 0.2879 |
- 0.1871 |
-
-
- | 0.7 |
- 0.0461 |
- 0.0923 |
- 0.0088 |
- 0.2679 |
- 0.1884 |
-
-
- | 0.75 |
- 0.0492 |
- 0.0968 |
- 0.0076 |
- 0.3014 |
- 0.1829 |
-
-
- | 0.8 |
- 0.0439 |
- 0.1005 |
- 0.0096 |
- 0.2807 |
- 0.1840 |
-
-
- | 0.85 |
- 0.0435 |
- 0.0994 |
- 0.0085 |
- 0.2694 |
- 0.1816 |
-
-
- | 0.9 |
- 0.0381 |
- 0.0772 |
- 0.0074 |
- 0.2521 |
- 0.1818 |
-
-
- | 0.95 |
- 0.0316 |
- 0.0473 |
- 0.0091 |
- 0.2870 |
- 0.1848 |
-
-
- | 1.0 |
- 0.0118 |
- 0.0173 |
- 0.0055 |
- 0.2664 |
- 0.1850 |
-
-
- | avg |
- 0.0625 |
- 0.0654 |
- 0.0139 |
- 0.2970 |
- 0.1801 |
-
-
-
-
-
-
-
-
-
-
-## 20% positives
-> train: [0.79989987 0.20010013]
-> validation: [0.80006676 0.19993324]
-> bin_sld: 224.734s
-> mul_sld: 70.409s
-> binmc_sld: 223.361s
-> mulmc_sld: 67.028s
-> binne_sld: 223.604s
-> mulne_sld: 67.347s
-> bin_pacc: 218.304s
-> mul_pacc: 60.326s
-> ref: 49.515s
-> atc_mc: 54.802s
-> tot: 229.075s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0003 |
- 0.0910 |
- 0.0111 |
- 0.4677 |
- 0.1159 |
-
-
- | 0.05 |
- 0.1180 |
- 0.0997 |
- 0.0952 |
- 0.0850 |
- 0.1303 |
-
-
- | 0.1 |
- 0.0605 |
- 0.0606 |
- 0.0483 |
- 0.0524 |
- 0.0916 |
-
-
- | 0.15 |
- 0.0441 |
- 0.0405 |
- 0.0306 |
- 0.0386 |
- 0.0794 |
-
-
- | 0.2 |
- 0.0313 |
- 0.0353 |
- 0.0248 |
- 0.0351 |
- 0.0673 |
-
-
- | 0.25 |
- 0.0226 |
- 0.0308 |
- 0.0197 |
- 0.0316 |
- 0.0623 |
-
-
- | 0.3 |
- 0.0185 |
- 0.0255 |
- 0.0191 |
- 0.0331 |
- 0.0592 |
-
-
- | 0.35 |
- 0.0118 |
- 0.0176 |
- 0.0125 |
- 0.0220 |
- 0.0518 |
-
-
- | 0.4 |
- 0.0126 |
- 0.0205 |
- 0.0160 |
- 0.0278 |
- 0.0536 |
-
-
- | 0.45 |
- 0.0101 |
- 0.0196 |
- 0.0148 |
- 0.0248 |
- 0.0510 |
-
-
- | 0.5 |
- 0.0105 |
- 0.0194 |
- 0.0142 |
- 0.0254 |
- 0.0518 |
-
-
- | 0.55 |
- 0.0100 |
- 0.0194 |
- 0.0134 |
- 0.0232 |
- 0.0533 |
-
-
- | 0.6 |
- 0.0125 |
- 0.0200 |
- 0.0136 |
- 0.0223 |
- 0.0506 |
-
-
- | 0.65 |
- 0.0123 |
- 0.0229 |
- 0.0154 |
- 0.0240 |
- 0.0480 |
-
-
- | 0.7 |
- 0.0130 |
- 0.0214 |
- 0.0143 |
- 0.0202 |
- 0.0453 |
-
-
- | 0.75 |
- 0.0142 |
- 0.0234 |
- 0.0147 |
- 0.0212 |
- 0.0428 |
-
-
- | 0.8 |
- 0.0160 |
- 0.0262 |
- 0.0132 |
- 0.0180 |
- 0.0472 |
-
-
- | 0.85 |
- 0.0170 |
- 0.0281 |
- 0.0141 |
- 0.0194 |
- 0.0461 |
-
-
- | 0.9 |
- 0.0177 |
- 0.0281 |
- 0.0137 |
- 0.0175 |
- 0.0439 |
-
-
- | 0.95 |
- 0.0172 |
- 0.0285 |
- 0.0132 |
- 0.0185 |
- 0.0468 |
-
-
- | 1.0 |
- 0.0011 |
- 0.0174 |
- 0.0156 |
- 0.0178 |
- 0.0425 |
-
-
- | avg |
- 0.0224 |
- 0.0331 |
- 0.0213 |
- 0.0498 |
- 0.0610 |
-
-
-
-
-
-
-
-
-
-
-## 30% positives
-> train: [0.69993324 0.30006676]
-> validation: [0.70010013 0.29989987]
-> bin_sld: 218.651s
-> mul_sld: 65.273s
-> binmc_sld: 221.260s
-> mulmc_sld: 64.594s
-> binne_sld: 218.686s
-> mulne_sld: 63.905s
-> bin_pacc: 215.149s
-> mul_pacc: 58.011s
-> ref: 48.157s
-> atc_mc: 52.112s
-> tot: 224.561s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0002 |
- 0.0086 |
- 0.0132 |
- 0.0698 |
- 0.3301 |
-
-
- | 0.05 |
- 0.0870 |
- 0.0812 |
- 0.0857 |
- 0.1096 |
- 0.0519 |
-
-
- | 0.1 |
- 0.0633 |
- 0.0718 |
- 0.0485 |
- 0.0717 |
- 0.0306 |
-
-
- | 0.15 |
- 0.0532 |
- 0.0681 |
- 0.0304 |
- 0.0480 |
- 0.0252 |
-
-
- | 0.2 |
- 0.0417 |
- 0.0599 |
- 0.0267 |
- 0.0329 |
- 0.0190 |
-
-
- | 0.25 |
- 0.0333 |
- 0.0551 |
- 0.0245 |
- 0.0278 |
- 0.0167 |
-
-
- | 0.3 |
- 0.0231 |
- 0.0401 |
- 0.0180 |
- 0.0242 |
- 0.0132 |
-
-
- | 0.35 |
- 0.0182 |
- 0.0326 |
- 0.0175 |
- 0.0226 |
- 0.0170 |
-
-
- | 0.4 |
- 0.0150 |
- 0.0289 |
- 0.0167 |
- 0.0190 |
- 0.0141 |
-
-
- | 0.45 |
- 0.0106 |
- 0.0229 |
- 0.0140 |
- 0.0170 |
- 0.0135 |
-
-
- | 0.5 |
- 0.0090 |
- 0.0181 |
- 0.0133 |
- 0.0143 |
- 0.0153 |
-
-
- | 0.55 |
- 0.0069 |
- 0.0160 |
- 0.0130 |
- 0.0135 |
- 0.0146 |
-
-
- | 0.6 |
- 0.0080 |
- 0.0123 |
- 0.0102 |
- 0.0121 |
- 0.0142 |
-
-
- | 0.65 |
- 0.0088 |
- 0.0099 |
- 0.0103 |
- 0.0127 |
- 0.0159 |
-
-
- | 0.7 |
- 0.0092 |
- 0.0097 |
- 0.0100 |
- 0.0112 |
- 0.0145 |
-
-
- | 0.75 |
- 0.0107 |
- 0.0094 |
- 0.0085 |
- 0.0110 |
- 0.0144 |
-
-
- | 0.8 |
- 0.0118 |
- 0.0089 |
- 0.0082 |
- 0.0087 |
- 0.0157 |
-
-
- | 0.85 |
- 0.0132 |
- 0.0097 |
- 0.0080 |
- 0.0100 |
- 0.0168 |
-
-
- | 0.9 |
- 0.0147 |
- 0.0115 |
- 0.0067 |
- 0.0102 |
- 0.0155 |
-
-
- | 0.95 |
- 0.0141 |
- 0.0115 |
- 0.0073 |
- 0.0106 |
- 0.0152 |
-
-
- | 1.0 |
- 0.0004 |
- 0.0038 |
- 0.0073 |
- 0.0100 |
- 0.0177 |
-
-
- | avg |
- 0.0215 |
- 0.0281 |
- 0.0189 |
- 0.0270 |
- 0.0334 |
-
-
-
-
-
-
-
-
-
-
-## 40% positives
-> train: [0.59996662 0.40003338]
-> validation: [0.59996662 0.40003338]
-> bin_sld: 213.191s
-> mul_sld: 64.472s
-> binmc_sld: 212.647s
-> mulmc_sld: 64.187s
-> binne_sld: 214.524s
-> mulne_sld: 63.741s
-> bin_pacc: 208.132s
-> mul_pacc: 57.195s
-> ref: 48.218s
-> atc_mc: 52.342s
-> tot: 219.577s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0002 |
- 0.0027 |
- 0.1378 |
- 0.2041 |
- 0.3564 |
-
-
- | 0.05 |
- 0.0662 |
- 0.0729 |
- 0.0828 |
- 0.0703 |
- 0.0506 |
-
-
- | 0.1 |
- 0.0438 |
- 0.0607 |
- 0.0616 |
- 0.0488 |
- 0.0460 |
-
-
- | 0.15 |
- 0.0444 |
- 0.0641 |
- 0.0428 |
- 0.0364 |
- 0.0318 |
-
-
- | 0.2 |
- 0.0408 |
- 0.0592 |
- 0.0312 |
- 0.0286 |
- 0.0254 |
-
-
- | 0.25 |
- 0.0426 |
- 0.0597 |
- 0.0233 |
- 0.0225 |
- 0.0197 |
-
-
- | 0.3 |
- 0.0315 |
- 0.0463 |
- 0.0223 |
- 0.0207 |
- 0.0174 |
-
-
- | 0.35 |
- 0.0279 |
- 0.0392 |
- 0.0182 |
- 0.0176 |
- 0.0129 |
-
-
- | 0.4 |
- 0.0231 |
- 0.0361 |
- 0.0150 |
- 0.0163 |
- 0.0118 |
-
-
- | 0.45 |
- 0.0179 |
- 0.0290 |
- 0.0132 |
- 0.0132 |
- 0.0095 |
-
-
- | 0.5 |
- 0.0152 |
- 0.0259 |
- 0.0109 |
- 0.0102 |
- 0.0088 |
-
-
- | 0.55 |
- 0.0113 |
- 0.0232 |
- 0.0086 |
- 0.0097 |
- 0.0085 |
-
-
- | 0.6 |
- 0.0097 |
- 0.0193 |
- 0.0085 |
- 0.0087 |
- 0.0078 |
-
-
- | 0.65 |
- 0.0081 |
- 0.0155 |
- 0.0077 |
- 0.0087 |
- 0.0093 |
-
-
- | 0.7 |
- 0.0077 |
- 0.0125 |
- 0.0083 |
- 0.0090 |
- 0.0090 |
-
-
- | 0.75 |
- 0.0070 |
- 0.0091 |
- 0.0073 |
- 0.0075 |
- 0.0075 |
-
-
- | 0.8 |
- 0.0062 |
- 0.0080 |
- 0.0057 |
- 0.0061 |
- 0.0066 |
-
-
- | 0.85 |
- 0.0070 |
- 0.0067 |
- 0.0060 |
- 0.0069 |
- 0.0084 |
-
-
- | 0.9 |
- 0.0078 |
- 0.0057 |
- 0.0055 |
- 0.0059 |
- 0.0078 |
-
-
- | 0.95 |
- 0.0083 |
- 0.0060 |
- 0.0050 |
- 0.0066 |
- 0.0097 |
-
-
- | 1.0 |
- 0.0003 |
- 0.0022 |
- 0.0048 |
- 0.0059 |
- 0.0090 |
-
-
- | avg |
- 0.0203 |
- 0.0288 |
- 0.0251 |
- 0.0268 |
- 0.0321 |
-
-
-
-
-
-
-
-
-
-
-## 50% positives
-> train: [0.5 0.5]
-> validation: [0.5 0.5]
-> bin_sld: 214.324s
-> mul_sld: 66.924s
-> binmc_sld: 214.469s
-> mulmc_sld: 65.323s
-> binne_sld: 214.727s
-> mulne_sld: 65.665s
-> bin_pacc: 209.386s
-> mul_pacc: 57.380s
-> ref: 47.729s
-> atc_mc: 52.153s
-> tot: 220.021s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0001 |
- 0.0001 |
- 0.0224 |
- 0.1902 |
- 0.5135 |
-
-
- | 0.05 |
- 0.1103 |
- 0.0701 |
- 0.0854 |
- 0.0644 |
- 0.1066 |
-
-
- | 0.1 |
- 0.0477 |
- 0.0384 |
- 0.0510 |
- 0.0383 |
- 0.0476 |
-
-
- | 0.15 |
- 0.0318 |
- 0.0371 |
- 0.0392 |
- 0.0329 |
- 0.0306 |
-
-
- | 0.2 |
- 0.0271 |
- 0.0350 |
- 0.0293 |
- 0.0248 |
- 0.0235 |
-
-
- | 0.25 |
- 0.0265 |
- 0.0361 |
- 0.0225 |
- 0.0202 |
- 0.0158 |
-
-
- | 0.3 |
- 0.0258 |
- 0.0314 |
- 0.0225 |
- 0.0200 |
- 0.0147 |
-
-
- | 0.35 |
- 0.0249 |
- 0.0276 |
- 0.0222 |
- 0.0185 |
- 0.0151 |
-
-
- | 0.4 |
- 0.0231 |
- 0.0264 |
- 0.0174 |
- 0.0155 |
- 0.0105 |
-
-
- | 0.45 |
- 0.0198 |
- 0.0228 |
- 0.0146 |
- 0.0139 |
- 0.0119 |
-
-
- | 0.5 |
- 0.0183 |
- 0.0204 |
- 0.0135 |
- 0.0124 |
- 0.0115 |
-
-
- | 0.55 |
- 0.0147 |
- 0.0169 |
- 0.0103 |
- 0.0099 |
- 0.0105 |
-
-
- | 0.6 |
- 0.0151 |
- 0.0163 |
- 0.0112 |
- 0.0110 |
- 0.0107 |
-
-
- | 0.65 |
- 0.0123 |
- 0.0137 |
- 0.0104 |
- 0.0102 |
- 0.0114 |
-
-
- | 0.7 |
- 0.0108 |
- 0.0120 |
- 0.0108 |
- 0.0105 |
- 0.0103 |
-
-
- | 0.75 |
- 0.0086 |
- 0.0094 |
- 0.0095 |
- 0.0096 |
- 0.0097 |
-
-
- | 0.8 |
- 0.0064 |
- 0.0086 |
- 0.0082 |
- 0.0087 |
- 0.0117 |
-
-
- | 0.85 |
- 0.0059 |
- 0.0071 |
- 0.0066 |
- 0.0078 |
- 0.0104 |
-
-
- | 0.9 |
- 0.0065 |
- 0.0067 |
- 0.0065 |
- 0.0080 |
- 0.0117 |
-
-
- | 0.95 |
- 0.0063 |
- 0.0064 |
- 0.0053 |
- 0.0074 |
- 0.0117 |
-
-
- | 1.0 |
- 0.0005 |
- 0.0024 |
- 0.0028 |
- 0.0062 |
- 0.0128 |
-
-
- | avg |
- 0.0211 |
- 0.0212 |
- 0.0201 |
- 0.0257 |
- 0.0434 |
-
-
-
-
-
-
-
-
-
-
-## 60% positives
-> train: [0.40003338 0.59996662]
-> validation: [0.40003338 0.59996662]
-> bin_sld: 214.994s
-> mul_sld: 67.090s
-> binmc_sld: 213.157s
-> mulmc_sld: 66.108s
-> binne_sld: 214.970s
-> mulne_sld: 66.024s
-> bin_pacc: 209.135s
-> mul_pacc: 57.235s
-> ref: 48.002s
-> atc_mc: 52.217s
-> tot: 220.124s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0001 |
- 0.0000 |
- 0.0399 |
- 0.1454 |
- 0.5310 |
-
-
- | 0.05 |
- 0.1167 |
- 0.0892 |
- 0.0823 |
- 0.0396 |
- 0.2044 |
-
-
- | 0.1 |
- 0.0728 |
- 0.0521 |
- 0.0822 |
- 0.0392 |
- 0.1045 |
-
-
- | 0.15 |
- 0.0507 |
- 0.0342 |
- 0.0774 |
- 0.0376 |
- 0.0571 |
-
-
- | 0.2 |
- 0.0318 |
- 0.0240 |
- 0.0582 |
- 0.0297 |
- 0.0407 |
-
-
- | 0.25 |
- 0.0305 |
- 0.0223 |
- 0.0540 |
- 0.0317 |
- 0.0228 |
-
-
- | 0.3 |
- 0.0287 |
- 0.0211 |
- 0.0452 |
- 0.0278 |
- 0.0196 |
-
-
- | 0.35 |
- 0.0264 |
- 0.0201 |
- 0.0414 |
- 0.0255 |
- 0.0125 |
-
-
- | 0.4 |
- 0.0241 |
- 0.0180 |
- 0.0349 |
- 0.0219 |
- 0.0100 |
-
-
- | 0.45 |
- 0.0196 |
- 0.0149 |
- 0.0279 |
- 0.0184 |
- 0.0101 |
-
-
- | 0.5 |
- 0.0208 |
- 0.0162 |
- 0.0247 |
- 0.0179 |
- 0.0081 |
-
-
- | 0.55 |
- 0.0159 |
- 0.0116 |
- 0.0201 |
- 0.0140 |
- 0.0076 |
-
-
- | 0.6 |
- 0.0143 |
- 0.0115 |
- 0.0152 |
- 0.0113 |
- 0.0060 |
-
-
- | 0.65 |
- 0.0130 |
- 0.0100 |
- 0.0128 |
- 0.0098 |
- 0.0060 |
-
-
- | 0.7 |
- 0.0146 |
- 0.0104 |
- 0.0135 |
- 0.0110 |
- 0.0055 |
-
-
- | 0.75 |
- 0.0128 |
- 0.0091 |
- 0.0104 |
- 0.0087 |
- 0.0051 |
-
-
- | 0.8 |
- 0.0118 |
- 0.0086 |
- 0.0085 |
- 0.0075 |
- 0.0042 |
-
-
- | 0.85 |
- 0.0117 |
- 0.0083 |
- 0.0077 |
- 0.0072 |
- 0.0042 |
-
-
- | 0.9 |
- 0.0107 |
- 0.0075 |
- 0.0064 |
- 0.0066 |
- 0.0045 |
-
-
- | 0.95 |
- 0.0087 |
- 0.0069 |
- 0.0049 |
- 0.0054 |
- 0.0037 |
-
-
- | 1.0 |
- 0.0021 |
- 0.0033 |
- 0.0029 |
- 0.0047 |
- 0.0034 |
-
-
- | avg |
- 0.0256 |
- 0.0190 |
- 0.0319 |
- 0.0248 |
- 0.0510 |
-
-
-
-
-
-
-
-
-
-
-## 70% positives
-> train: [0.29989987 0.70010013]
-> validation: [0.30006676 0.69993324]
-> bin_sld: 217.809s
-> mul_sld: 67.454s
-> binmc_sld: 215.345s
-> mulmc_sld: 65.596s
-> binne_sld: 216.897s
-> mulne_sld: 66.048s
-> bin_pacc: 210.063s
-> mul_pacc: 56.905s
-> ref: 47.823s
-> atc_mc: 51.936s
-> tot: 222.297s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0001 |
- 0.0000 |
- 0.0020 |
- 0.0054 |
- 0.5749 |
-
-
- | 0.05 |
- 0.1287 |
- 0.1285 |
- 0.1093 |
- 0.1049 |
- 0.3336 |
-
-
- | 0.1 |
- 0.0930 |
- 0.0992 |
- 0.0790 |
- 0.1048 |
- 0.2163 |
-
-
- | 0.15 |
- 0.0718 |
- 0.0750 |
- 0.0725 |
- 0.1007 |
- 0.1450 |
-
-
- | 0.2 |
- 0.0497 |
- 0.0545 |
- 0.0525 |
- 0.0879 |
- 0.1055 |
-
-
- | 0.25 |
- 0.0443 |
- 0.0465 |
- 0.0533 |
- 0.0835 |
- 0.0703 |
-
-
- | 0.3 |
- 0.0375 |
- 0.0378 |
- 0.0445 |
- 0.0711 |
- 0.0549 |
-
-
- | 0.35 |
- 0.0322 |
- 0.0340 |
- 0.0404 |
- 0.0654 |
- 0.0403 |
-
-
- | 0.4 |
- 0.0266 |
- 0.0259 |
- 0.0364 |
- 0.0580 |
- 0.0279 |
-
-
- | 0.45 |
- 0.0227 |
- 0.0219 |
- 0.0312 |
- 0.0508 |
- 0.0225 |
-
-
- | 0.5 |
- 0.0200 |
- 0.0188 |
- 0.0264 |
- 0.0433 |
- 0.0165 |
-
-
- | 0.55 |
- 0.0185 |
- 0.0158 |
- 0.0246 |
- 0.0394 |
- 0.0120 |
-
-
- | 0.6 |
- 0.0141 |
- 0.0120 |
- 0.0187 |
- 0.0312 |
- 0.0095 |
-
-
- | 0.65 |
- 0.0163 |
- 0.0126 |
- 0.0189 |
- 0.0281 |
- 0.0089 |
-
-
- | 0.7 |
- 0.0133 |
- 0.0096 |
- 0.0162 |
- 0.0249 |
- 0.0060 |
-
-
- | 0.75 |
- 0.0127 |
- 0.0086 |
- 0.0143 |
- 0.0211 |
- 0.0047 |
-
-
- | 0.8 |
- 0.0133 |
- 0.0087 |
- 0.0128 |
- 0.0174 |
- 0.0044 |
-
-
- | 0.85 |
- 0.0132 |
- 0.0082 |
- 0.0123 |
- 0.0145 |
- 0.0045 |
-
-
- | 0.9 |
- 0.0111 |
- 0.0060 |
- 0.0097 |
- 0.0114 |
- 0.0036 |
-
-
- | 0.95 |
- 0.0095 |
- 0.0050 |
- 0.0084 |
- 0.0085 |
- 0.0035 |
-
-
- | 1.0 |
- 0.0030 |
- 0.0029 |
- 0.0067 |
- 0.0074 |
- 0.0032 |
-
-
- | avg |
- 0.0310 |
- 0.0301 |
- 0.0329 |
- 0.0467 |
- 0.0794 |
-
-
-
-
-
-
-
-
-
-
-## 80% positives
-> train: [0.19993324 0.80006676]
-> validation: [0.20010013 0.79989987]
-> bin_sld: 216.605s
-> mul_sld: 66.881s
-> binmc_sld: 215.549s
-> mulmc_sld: 65.843s
-> binne_sld: 217.993s
-> mulne_sld: 64.859s
-> bin_pacc: 208.788s
-> mul_pacc: 56.643s
-> ref: 47.697s
-> atc_mc: 52.089s
-> tot: 223.227s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0001 |
- 0.0000 |
- 0.0122 |
- 0.0038 |
- 0.5459 |
-
-
- | 0.05 |
- 0.1267 |
- 0.1290 |
- 0.0428 |
- 0.0604 |
- 0.3941 |
-
-
- | 0.1 |
- 0.0989 |
- 0.1103 |
- 0.0371 |
- 0.0562 |
- 0.2954 |
-
-
- | 0.15 |
- 0.0757 |
- 0.0909 |
- 0.0319 |
- 0.0545 |
- 0.2206 |
-
-
- | 0.2 |
- 0.0552 |
- 0.0707 |
- 0.0253 |
- 0.0475 |
- 0.1701 |
-
-
- | 0.25 |
- 0.0470 |
- 0.0608 |
- 0.0279 |
- 0.0467 |
- 0.1277 |
-
-
- | 0.3 |
- 0.0374 |
- 0.0510 |
- 0.0229 |
- 0.0418 |
- 0.0994 |
-
-
- | 0.35 |
- 0.0314 |
- 0.0438 |
- 0.0209 |
- 0.0380 |
- 0.0774 |
-
-
- | 0.4 |
- 0.0249 |
- 0.0347 |
- 0.0187 |
- 0.0346 |
- 0.0563 |
-
-
- | 0.45 |
- 0.0189 |
- 0.0273 |
- 0.0149 |
- 0.0291 |
- 0.0440 |
-
-
- | 0.5 |
- 0.0147 |
- 0.0214 |
- 0.0120 |
- 0.0249 |
- 0.0323 |
-
-
- | 0.55 |
- 0.0136 |
- 0.0195 |
- 0.0129 |
- 0.0248 |
- 0.0206 |
-
-
- | 0.6 |
- 0.0084 |
- 0.0128 |
- 0.0087 |
- 0.0181 |
- 0.0152 |
-
-
- | 0.65 |
- 0.0093 |
- 0.0125 |
- 0.0093 |
- 0.0168 |
- 0.0098 |
-
-
- | 0.7 |
- 0.0076 |
- 0.0097 |
- 0.0071 |
- 0.0142 |
- 0.0072 |
-
-
- | 0.75 |
- 0.0073 |
- 0.0077 |
- 0.0058 |
- 0.0106 |
- 0.0056 |
-
-
- | 0.8 |
- 0.0083 |
- 0.0072 |
- 0.0051 |
- 0.0095 |
- 0.0049 |
-
-
- | 0.85 |
- 0.0077 |
- 0.0063 |
- 0.0046 |
- 0.0074 |
- 0.0053 |
-
-
- | 0.9 |
- 0.0084 |
- 0.0055 |
- 0.0038 |
- 0.0053 |
- 0.0055 |
-
-
- | 0.95 |
- 0.0073 |
- 0.0046 |
- 0.0044 |
- 0.0044 |
- 0.0068 |
-
-
- | 1.0 |
- 0.0027 |
- 0.0023 |
- 0.0033 |
- 0.0046 |
- 0.0076 |
-
-
- | avg |
- 0.0291 |
- 0.0347 |
- 0.0158 |
- 0.0263 |
- 0.1025 |
-
-
-
-
-
-
-
-
-
-
-## 90% positives
-> train: [0.09996662 0.90003338]
-> validation: [0.09996662 0.90003338]
-> bin_sld: 218.933s
-> mul_sld: 73.768s
-> binmc_sld: 218.003s
-> mulmc_sld: 61.731s
-> binne_sld: 219.245s
-> mulne_sld: 62.751s
-> bin_pacc: 208.227s
-> mul_pacc: 56.657s
-> ref: 48.071s
-> atc_mc: 52.099s
-> tot: 224.345s
-
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0000 |
- 0.0000 |
- 0.0776 |
- 0.0434 |
- 0.4745 |
-
-
- | 0.05 |
- 0.1094 |
- 0.1097 |
- 0.0625 |
- 0.0243 |
- 0.4016 |
-
-
- | 0.1 |
- 0.1816 |
- 0.1513 |
- 0.0516 |
- 0.0605 |
- 0.3432 |
-
-
- | 0.15 |
- 0.1703 |
- 0.1465 |
- 0.0423 |
- 0.0916 |
- 0.2909 |
-
-
- | 0.2 |
- 0.1472 |
- 0.1315 |
- 0.0375 |
- 0.1016 |
- 0.2470 |
-
-
- | 0.25 |
- 0.1320 |
- 0.1232 |
- 0.0275 |
- 0.1189 |
- 0.2076 |
-
-
- | 0.3 |
- 0.1123 |
- 0.1082 |
- 0.0233 |
- 0.1389 |
- 0.1759 |
-
-
- | 0.35 |
- 0.0969 |
- 0.0971 |
- 0.0213 |
- 0.1651 |
- 0.1487 |
-
-
- | 0.4 |
- 0.0828 |
- 0.0853 |
- 0.0153 |
- 0.1625 |
- 0.1239 |
-
-
- | 0.45 |
- 0.0671 |
- 0.0705 |
- 0.0141 |
- 0.1888 |
- 0.1027 |
-
-
- | 0.5 |
- 0.0552 |
- 0.0600 |
- 0.0121 |
- 0.1851 |
- 0.0842 |
-
-
- | 0.55 |
- 0.0485 |
- 0.0534 |
- 0.0085 |
- 0.1980 |
- 0.0659 |
-
-
- | 0.6 |
- 0.0353 |
- 0.0401 |
- 0.0087 |
- 0.1751 |
- 0.0530 |
-
-
- | 0.65 |
- 0.0316 |
- 0.0361 |
- 0.0079 |
- 0.2171 |
- 0.0392 |
-
-
- | 0.7 |
- 0.0235 |
- 0.0273 |
- 0.0065 |
- 0.1894 |
- 0.0290 |
-
-
- | 0.75 |
- 0.0165 |
- 0.0198 |
- 0.0060 |
- 0.2024 |
- 0.0196 |
-
-
- | 0.8 |
- 0.0128 |
- 0.0143 |
- 0.0046 |
- 0.2014 |
- 0.0125 |
-
-
- | 0.85 |
- 0.0088 |
- 0.0095 |
- 0.0046 |
- 0.2195 |
- 0.0061 |
-
-
- | 0.9 |
- 0.0055 |
- 0.0050 |
- 0.0032 |
- 0.2361 |
- 0.0036 |
-
-
- | 0.95 |
- 0.0037 |
- 0.0033 |
- 0.0028 |
- 0.1823 |
- 0.0069 |
-
-
- | 1.0 |
- 0.0026 |
- 0.0021 |
- 0.0020 |
- 0.2097 |
- 0.0123 |
-
-
- | avg |
- 0.0640 |
- 0.0616 |
- 0.0209 |
- 0.1577 |
- 0.1356 |
-
-
-
-
-
-
-
-
-
-
-## avg
-### avg on train
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- atc_mc |
-
-
-
-
- | 0.0 |
- 0.0020 |
- 0.0180 |
- 0.0403 |
- 0.1566 |
- 0.3827 |
-
-
- | 0.05 |
- 0.1221 |
- 0.1059 |
- 0.0756 |
- 0.1056 |
- 0.2109 |
-
-
- | 0.1 |
- 0.0888 |
- 0.0815 |
- 0.0537 |
- 0.0909 |
- 0.1528 |
-
-
- | 0.15 |
- 0.0733 |
- 0.0670 |
- 0.0428 |
- 0.0835 |
- 0.1203 |
-
-
- | 0.2 |
- 0.0571 |
- 0.0557 |
- 0.0336 |
- 0.0773 |
- 0.0991 |
-
-
- | 0.25 |
- 0.0487 |
- 0.0508 |
- 0.0296 |
- 0.0784 |
- 0.0819 |
-
-
- | 0.3 |
- 0.0418 |
- 0.0426 |
- 0.0255 |
- 0.0760 |
- 0.0712 |
-
-
- | 0.35 |
- 0.0351 |
- 0.0373 |
- 0.0227 |
- 0.0759 |
- 0.0623 |
-
-
- | 0.4 |
- 0.0308 |
- 0.0346 |
- 0.0201 |
- 0.0724 |
- 0.0548 |
-
-
- | 0.45 |
- 0.0254 |
- 0.0306 |
- 0.0174 |
- 0.0726 |
- 0.0497 |
-
-
- | 0.5 |
- 0.0237 |
- 0.0287 |
- 0.0152 |
- 0.0688 |
- 0.0458 |
-
-
- | 0.55 |
- 0.0199 |
- 0.0272 |
- 0.0133 |
- 0.0681 |
- 0.0415 |
-
-
- | 0.6 |
- 0.0186 |
- 0.0246 |
- 0.0116 |
- 0.0647 |
- 0.0394 |
-
-
- | 0.65 |
- 0.0186 |
- 0.0248 |
- 0.0113 |
- 0.0684 |
- 0.0373 |
-
-
- | 0.7 |
- 0.0162 |
- 0.0228 |
- 0.0106 |
- 0.0620 |
- 0.0350 |
-
-
- | 0.75 |
- 0.0154 |
- 0.0215 |
- 0.0093 |
- 0.0659 |
- 0.0325 |
-
-
- | 0.8 |
- 0.0145 |
- 0.0212 |
- 0.0084 |
- 0.0620 |
- 0.0323 |
-
-
- | 0.85 |
- 0.0142 |
- 0.0204 |
- 0.0080 |
- 0.0625 |
- 0.0315 |
-
-
- | 0.9 |
- 0.0134 |
- 0.0170 |
- 0.0070 |
- 0.0615 |
- 0.0309 |
-
-
- | 0.95 |
- 0.0118 |
- 0.0133 |
- 0.0067 |
- 0.0590 |
- 0.0321 |
-
-
- | 1.0 |
- 0.0027 |
- 0.0060 |
- 0.0057 |
- 0.0592 |
- 0.0326 |
-
-
- | avg |
- 0.0331 |
- 0.0358 |
- 0.0223 |
- 0.0758 |
- 0.0798 |
-
-
-
-
-
-
-### avg on test
-
-
-
- |
- bin_sld |
- mul_sld |
- bin_pacc |
- mul_pacc |
- atc_mc |
-
-
-
-
- | 0.1 |
- 0.0625 |
- 0.0654 |
- 0.0139 |
- 0.2970 |
- 0.1801 |
-
-
- | 0.2 |
- 0.0224 |
- 0.0331 |
- 0.0213 |
- 0.0498 |
- 0.0610 |
-
-
- | 0.3 |
- 0.0215 |
- 0.0281 |
- 0.0189 |
- 0.0270 |
- 0.0334 |
-
-
- | 0.4 |
- 0.0203 |
- 0.0288 |
- 0.0251 |
- 0.0268 |
- 0.0321 |
-
-
- | 0.5 |
- 0.0211 |
- 0.0212 |
- 0.0201 |
- 0.0257 |
- 0.0434 |
-
-
- | 0.6 |
- 0.0256 |
- 0.0190 |
- 0.0319 |
- 0.0248 |
- 0.0510 |
-
-
- | 0.7 |
- 0.0310 |
- 0.0301 |
- 0.0329 |
- 0.0467 |
- 0.0794 |
-
-
- | 0.8 |
- 0.0291 |
- 0.0347 |
- 0.0158 |
- 0.0263 |
- 0.1025 |
-
-
- | 0.9 |
- 0.0640 |
- 0.0616 |
- 0.0209 |
- 0.1577 |
- 0.1356 |
-
-
- | avg |
- 0.0331 |
- 0.0358 |
- 0.0223 |
- 0.0758 |
- 0.0798 |
-
-
-
-
-
-
-### avg dataset shift
-