rcv1_CCAT
> train: [0.09996662 0.90003338]
> validation: [0.09996662 0.90003338]
> evaluate_bin_sld: 260.939s
> evaluate_bin_sld_nbvs: 281.252s
> evaluate_bin_sld_bcts: 257.632s
> evaluate_bin_sld_ts: 279.822s
> evaluate_bin_sld_vs: 257.127s
> evaluate_bin_cc: 251.271s
> reference: 47.963s
> atc_mc: 51.553s
> atc_ne: 51.146s
> tot: 286.668s
|
bin_SLD |
bin_SLD_nbvs |
bin_SLD_bcts |
bin_SLD_ts |
bin_SLD_vs |
bin_CC |
atc_mc |
atc_ne |
(1.0, 0.0) |
0.0000 |
0.0001 |
0.0000 |
0.0001 |
0.0000 |
0.6000 |
0.4745 |
0.4745 |
(0.95, 0.05) |
0.1094 |
0.0877 |
0.0719 |
0.0877 |
0.0719 |
0.5213 |
0.4016 |
0.4016 |
(0.9, 0.1) |
0.1807 |
0.0886 |
0.0683 |
0.0886 |
0.0683 |
0.4553 |
0.3432 |
0.3432 |
(0.85, 0.15) |
0.1695 |
0.0831 |
0.0607 |
0.0831 |
0.0607 |
0.3958 |
0.2909 |
0.2909 |
(0.8, 0.2) |
0.1458 |
0.0738 |
0.0505 |
0.0738 |
0.0505 |
0.3459 |
0.2470 |
0.2470 |
(0.75, 0.25) |
0.1307 |
0.0709 |
0.0476 |
0.0709 |
0.0476 |
0.3001 |
0.2076 |
0.2076 |
(0.7, 0.3) |
0.1112 |
0.0621 |
0.0399 |
0.0621 |
0.0399 |
0.2611 |
0.1759 |
0.1759 |
(0.65, 0.35) |
0.0955 |
0.0562 |
0.0351 |
0.0562 |
0.0351 |
0.2274 |
0.1487 |
0.1487 |
(0.6, 0.4) |
0.0818 |
0.0501 |
0.0311 |
0.0501 |
0.0311 |
0.1956 |
0.1239 |
0.1239 |
(0.55, 0.45) |
0.0658 |
0.0419 |
0.0248 |
0.0419 |
0.0248 |
0.1690 |
0.1027 |
0.1027 |
(0.5, 0.5) |
0.0541 |
0.0363 |
0.0210 |
0.0363 |
0.0210 |
0.1430 |
0.0842 |
0.0842 |
(0.45, 0.55) |
0.0465 |
0.0324 |
0.0199 |
0.0324 |
0.0199 |
0.1198 |
0.0659 |
0.0659 |
(0.4, 0.6) |
0.0342 |
0.0252 |
0.0146 |
0.0252 |
0.0146 |
0.1005 |
0.0530 |
0.0530 |
(0.35, 0.65) |
0.0300 |
0.0227 |
0.0152 |
0.0227 |
0.0152 |
0.0816 |
0.0392 |
0.0392 |
(0.3, 0.7) |
0.0224 |
0.0177 |
0.0127 |
0.0177 |
0.0127 |
0.0655 |
0.0290 |
0.0290 |
(0.25, 0.75) |
0.0156 |
0.0133 |
0.0100 |
0.0133 |
0.0100 |
0.0510 |
0.0196 |
0.0196 |
(0.2, 0.8) |
0.0116 |
0.0093 |
0.0091 |
0.0093 |
0.0091 |
0.0370 |
0.0125 |
0.0125 |
(0.15, 0.85) |
0.0075 |
0.0063 |
0.0076 |
0.0063 |
0.0076 |
0.0248 |
0.0061 |
0.0061 |
(0.1, 0.9) |
0.0047 |
0.0045 |
0.0067 |
0.0045 |
0.0067 |
0.0133 |
0.0036 |
0.0036 |
(0.05, 0.95) |
0.0032 |
0.0029 |
0.0060 |
0.0029 |
0.0060 |
0.0031 |
0.0069 |
0.0069 |
(0.0, 1.0) |
0.0024 |
0.0023 |
0.0063 |
0.0023 |
0.0063 |
0.0073 |
0.0123 |
0.0123 |
tot |
0.0630 |
0.0375 |
0.0266 |
0.0375 |
0.0266 |
0.1961 |
0.1356 |
0.1356 |
![plot_delta](plot\delta_rcv1_CCAT_90_f1.png)
![plot_diagonal](plot\diagonal_rcv1_CCAT_90_f1.png)
![plot_shift](plot\shift_rcv1_CCAT_90_f1.png)
> train: [0.19993324 0.80006676]
> validation: [0.20010013 0.79989987]
> evaluate_bin_sld: 279.633s
> evaluate_bin_sld_nbvs: 279.180s
> evaluate_bin_sld_bcts: 274.875s
> evaluate_bin_sld_ts: 276.549s
> evaluate_bin_sld_vs: 272.373s
> evaluate_bin_cc: 265.376s
> reference: 50.451s
> atc_mc: 53.163s
> atc_ne: 51.929s
> tot: 281.604s
|
bin_SLD |
bin_SLD_nbvs |
bin_SLD_bcts |
bin_SLD_ts |
bin_SLD_vs |
bin_CC |
atc_mc |
atc_ne |
(1.0, 0.0) |
0.0001 |
0.0003 |
0.0002 |
0.0003 |
0.0002 |
0.5814 |
0.5459 |
0.5459 |
(0.95, 0.05) |
0.0933 |
0.0319 |
0.0385 |
0.0319 |
0.0384 |
0.4421 |
0.3941 |
0.3941 |
(0.9, 0.1) |
0.0682 |
0.0209 |
0.0271 |
0.0209 |
0.0270 |
0.3494 |
0.2954 |
0.2954 |
(0.85, 0.15) |
0.0501 |
0.0152 |
0.0189 |
0.0152 |
0.0189 |
0.2797 |
0.2206 |
0.2206 |
(0.8, 0.2) |
0.0337 |
0.0150 |
0.0143 |
0.0150 |
0.0143 |
0.2291 |
0.1701 |
0.1701 |
(0.75, 0.25) |
0.0296 |
0.0123 |
0.0136 |
0.0123 |
0.0136 |
0.1846 |
0.1277 |
0.1277 |
(0.7, 0.3) |
0.0215 |
0.0127 |
0.0120 |
0.0127 |
0.0119 |
0.1542 |
0.0994 |
0.0994 |
(0.65, 0.35) |
0.0184 |
0.0125 |
0.0123 |
0.0125 |
0.0123 |
0.1274 |
0.0774 |
0.0774 |
(0.6, 0.4) |
0.0141 |
0.0118 |
0.0101 |
0.0118 |
0.0101 |
0.1046 |
0.0563 |
0.0563 |
(0.55, 0.45) |
0.0114 |
0.0133 |
0.0101 |
0.0133 |
0.0101 |
0.0875 |
0.0440 |
0.0440 |
(0.5, 0.5) |
0.0083 |
0.0119 |
0.0073 |
0.0119 |
0.0073 |
0.0713 |
0.0323 |
0.0323 |
(0.45, 0.55) |
0.0078 |
0.0105 |
0.0073 |
0.0105 |
0.0073 |
0.0564 |
0.0206 |
0.0206 |
(0.4, 0.6) |
0.0060 |
0.0120 |
0.0064 |
0.0120 |
0.0064 |
0.0461 |
0.0152 |
0.0152 |
(0.35, 0.65) |
0.0066 |
0.0106 |
0.0074 |
0.0106 |
0.0074 |
0.0358 |
0.0098 |
0.0098 |
(0.3, 0.7) |
0.0054 |
0.0094 |
0.0061 |
0.0094 |
0.0061 |
0.0270 |
0.0072 |
0.0072 |
(0.25, 0.75) |
0.0062 |
0.0097 |
0.0059 |
0.0097 |
0.0059 |
0.0197 |
0.0056 |
0.0056 |
(0.2, 0.8) |
0.0070 |
0.0089 |
0.0061 |
0.0089 |
0.0061 |
0.0130 |
0.0049 |
0.0049 |
(0.15, 0.85) |
0.0078 |
0.0078 |
0.0060 |
0.0078 |
0.0060 |
0.0072 |
0.0053 |
0.0053 |
(0.1, 0.9) |
0.0081 |
0.0074 |
0.0055 |
0.0074 |
0.0055 |
0.0036 |
0.0055 |
0.0055 |
(0.05, 0.95) |
0.0081 |
0.0065 |
0.0057 |
0.0065 |
0.0057 |
0.0041 |
0.0068 |
0.0068 |
(0.0, 1.0) |
0.0028 |
0.0027 |
0.0059 |
0.0027 |
0.0059 |
0.0084 |
0.0076 |
0.0076 |
tot |
0.0197 |
0.0116 |
0.0108 |
0.0116 |
0.0108 |
0.1349 |
0.1025 |
0.1025 |
![plot_delta](plot\delta_rcv1_CCAT_80_f1.png)
![plot_diagonal](plot\diagonal_rcv1_CCAT_80_f1.png)
![plot_shift](plot\shift_rcv1_CCAT_80_f1.png)
> train: [0.29989987 0.70010013]
> validation: [0.30006676 0.69993324]
> evaluate_bin_sld: 280.310s
> evaluate_bin_sld_nbvs: 282.471s
> evaluate_bin_sld_bcts: 278.534s
> evaluate_bin_sld_ts: 278.888s
> evaluate_bin_sld_vs: 278.748s
> evaluate_bin_cc: 270.160s
> reference: 49.592s
> atc_mc: 52.383s
> atc_ne: 51.682s
> tot: 284.878s
|
bin_SLD |
bin_SLD_nbvs |
bin_SLD_bcts |
bin_SLD_ts |
bin_SLD_vs |
bin_CC |
atc_mc |
atc_ne |
(1.0, 0.0) |
0.0001 |
0.0002 |
0.0002 |
0.0002 |
0.0002 |
0.7211 |
0.5749 |
0.5749 |
(0.95, 0.05) |
0.1119 |
0.0479 |
0.0554 |
0.0479 |
0.0554 |
0.4676 |
0.3336 |
0.3336 |
(0.9, 0.1) |
0.0743 |
0.0286 |
0.0411 |
0.0286 |
0.0410 |
0.3359 |
0.2163 |
0.2163 |
(0.85, 0.15) |
0.0513 |
0.0194 |
0.0332 |
0.0194 |
0.0331 |
0.2516 |
0.1450 |
0.1450 |
(0.8, 0.2) |
0.0324 |
0.0160 |
0.0233 |
0.0160 |
0.0233 |
0.2004 |
0.1055 |
0.1055 |
(0.75, 0.25) |
0.0266 |
0.0136 |
0.0226 |
0.0136 |
0.0226 |
0.1558 |
0.0703 |
0.0703 |
(0.7, 0.3) |
0.0190 |
0.0151 |
0.0199 |
0.0151 |
0.0199 |
0.1295 |
0.0549 |
0.0549 |
(0.65, 0.35) |
0.0175 |
0.0131 |
0.0179 |
0.0131 |
0.0179 |
0.1064 |
0.0403 |
0.0403 |
(0.6, 0.4) |
0.0124 |
0.0131 |
0.0164 |
0.0131 |
0.0163 |
0.0870 |
0.0279 |
0.0279 |
(0.55, 0.45) |
0.0105 |
0.0154 |
0.0145 |
0.0154 |
0.0144 |
0.0751 |
0.0225 |
0.0225 |
(0.5, 0.5) |
0.0093 |
0.0147 |
0.0133 |
0.0147 |
0.0133 |
0.0606 |
0.0165 |
0.0165 |
(0.45, 0.55) |
0.0090 |
0.0153 |
0.0127 |
0.0153 |
0.0126 |
0.0510 |
0.0120 |
0.0120 |
(0.4, 0.6) |
0.0095 |
0.0184 |
0.0097 |
0.0184 |
0.0097 |
0.0428 |
0.0095 |
0.0095 |
(0.35, 0.65) |
0.0098 |
0.0175 |
0.0112 |
0.0175 |
0.0112 |
0.0365 |
0.0089 |
0.0089 |
(0.3, 0.7) |
0.0091 |
0.0168 |
0.0088 |
0.0168 |
0.0088 |
0.0288 |
0.0060 |
0.0060 |
(0.25, 0.75) |
0.0093 |
0.0179 |
0.0088 |
0.0179 |
0.0088 |
0.0237 |
0.0047 |
0.0047 |
(0.2, 0.8) |
0.0096 |
0.0165 |
0.0091 |
0.0165 |
0.0091 |
0.0184 |
0.0044 |
0.0044 |
(0.15, 0.85) |
0.0086 |
0.0148 |
0.0091 |
0.0148 |
0.0091 |
0.0139 |
0.0045 |
0.0045 |
(0.1, 0.9) |
0.0070 |
0.0109 |
0.0074 |
0.0109 |
0.0074 |
0.0104 |
0.0036 |
0.0036 |
(0.05, 0.95) |
0.0057 |
0.0056 |
0.0068 |
0.0056 |
0.0067 |
0.0069 |
0.0035 |
0.0035 |
(0.0, 1.0) |
0.0026 |
0.0015 |
0.0066 |
0.0015 |
0.0066 |
0.0050 |
0.0032 |
0.0032 |
tot |
0.0212 |
0.0158 |
0.0166 |
0.0158 |
0.0165 |
0.1347 |
0.0794 |
0.0794 |
![plot_delta](plot\delta_rcv1_CCAT_70_f1.png)
![plot_diagonal](plot\diagonal_rcv1_CCAT_70_f1.png)
![plot_shift](plot\shift_rcv1_CCAT_70_f1.png)
> train: [0.40003338 0.59996662]
> validation: [0.40003338 0.59996662]
> evaluate_bin_sld: 277.880s
> evaluate_bin_sld_nbvs: 277.436s
> evaluate_bin_sld_bcts: 278.774s
> evaluate_bin_sld_ts: 276.244s
> evaluate_bin_sld_vs: 275.283s
> evaluate_bin_cc: 269.340s
> reference: 49.693s
> atc_mc: 52.566s
> atc_ne: 51.600s
> tot: 282.019s
|
bin_SLD |
bin_SLD_nbvs |
bin_SLD_bcts |
bin_SLD_ts |
bin_SLD_vs |
bin_CC |
atc_mc |
atc_ne |
(1.0, 0.0) |
0.0003 |
0.0074 |
0.0158 |
0.0074 |
0.0158 |
0.8645 |
0.5310 |
0.5310 |
(0.95, 0.05) |
0.0431 |
0.0499 |
0.0399 |
0.0499 |
0.0399 |
0.4588 |
0.2044 |
0.2044 |
(0.9, 0.1) |
0.0250 |
0.0491 |
0.0315 |
0.0491 |
0.0315 |
0.3067 |
0.1045 |
0.1045 |
(0.85, 0.15) |
0.0225 |
0.0512 |
0.0248 |
0.0512 |
0.0248 |
0.2227 |
0.0571 |
0.0571 |
(0.8, 0.2) |
0.0250 |
0.0547 |
0.0252 |
0.0547 |
0.0252 |
0.1788 |
0.0407 |
0.0407 |
(0.75, 0.25) |
0.0255 |
0.0514 |
0.0195 |
0.0514 |
0.0195 |
0.1416 |
0.0228 |
0.0228 |
(0.7, 0.3) |
0.0257 |
0.0507 |
0.0185 |
0.0507 |
0.0185 |
0.1203 |
0.0196 |
0.0196 |
(0.65, 0.35) |
0.0257 |
0.0489 |
0.0162 |
0.0489 |
0.0162 |
0.1013 |
0.0125 |
0.0125 |
(0.6, 0.4) |
0.0268 |
0.0486 |
0.0151 |
0.0486 |
0.0151 |
0.0868 |
0.0100 |
0.0100 |
(0.55, 0.45) |
0.0279 |
0.0493 |
0.0133 |
0.0493 |
0.0133 |
0.0774 |
0.0101 |
0.0101 |
(0.5, 0.5) |
0.0252 |
0.0462 |
0.0141 |
0.0462 |
0.0141 |
0.0661 |
0.0081 |
0.0081 |
(0.45, 0.55) |
0.0247 |
0.0456 |
0.0100 |
0.0456 |
0.0100 |
0.0582 |
0.0076 |
0.0076 |
(0.4, 0.6) |
0.0242 |
0.0457 |
0.0096 |
0.0457 |
0.0096 |
0.0524 |
0.0060 |
0.0060 |
(0.35, 0.65) |
0.0206 |
0.0434 |
0.0087 |
0.0434 |
0.0087 |
0.0481 |
0.0060 |
0.0060 |
(0.3, 0.7) |
0.0167 |
0.0372 |
0.0090 |
0.0372 |
0.0090 |
0.0423 |
0.0055 |
0.0055 |
(0.25, 0.75) |
0.0139 |
0.0317 |
0.0075 |
0.0317 |
0.0075 |
0.0384 |
0.0051 |
0.0051 |
(0.2, 0.8) |
0.0116 |
0.0260 |
0.0072 |
0.0260 |
0.0072 |
0.0352 |
0.0042 |
0.0042 |
(0.15, 0.85) |
0.0076 |
0.0188 |
0.0068 |
0.0188 |
0.0068 |
0.0318 |
0.0042 |
0.0042 |
(0.1, 0.9) |
0.0051 |
0.0114 |
0.0068 |
0.0114 |
0.0068 |
0.0284 |
0.0045 |
0.0045 |
(0.05, 0.95) |
0.0039 |
0.0052 |
0.0053 |
0.0052 |
0.0053 |
0.0269 |
0.0037 |
0.0037 |
(0.0, 1.0) |
0.0007 |
0.0003 |
0.0047 |
0.0003 |
0.0047 |
0.0253 |
0.0034 |
0.0034 |
tot |
0.0191 |
0.0368 |
0.0147 |
0.0368 |
0.0147 |
0.1434 |
0.0510 |
0.0510 |
![plot_delta](plot\delta_rcv1_CCAT_60_f1.png)
![plot_diagonal](plot\diagonal_rcv1_CCAT_60_f1.png)
![plot_shift](plot\shift_rcv1_CCAT_60_f1.png)
> train: [0.5 0.5]
> validation: [0.5 0.5]
> evaluate_bin_sld: 275.896s
> evaluate_bin_sld_nbvs: 275.560s
> evaluate_bin_sld_bcts: 275.814s
> evaluate_bin_sld_ts: 274.482s
> evaluate_bin_sld_vs: 274.020s
> evaluate_bin_cc: 266.491s
> reference: 49.629s
> atc_mc: 52.484s
> atc_ne: 51.710s
> tot: 279.902s
|
bin_SLD |
bin_SLD_nbvs |
bin_SLD_bcts |
bin_SLD_ts |
bin_SLD_vs |
bin_CC |
atc_mc |
atc_ne |
(1.0, 0.0) |
0.0003 |
0.0027 |
0.0105 |
0.0027 |
0.0105 |
0.9852 |
0.5135 |
0.5135 |
(0.95, 0.05) |
0.0562 |
0.0636 |
0.0485 |
0.0636 |
0.0485 |
0.4037 |
0.1066 |
0.1066 |
(0.9, 0.1) |
0.0322 |
0.0733 |
0.0388 |
0.0733 |
0.0388 |
0.2633 |
0.0476 |
0.0476 |
(0.85, 0.15) |
0.0417 |
0.0840 |
0.0400 |
0.0840 |
0.0400 |
0.1955 |
0.0306 |
0.0306 |
(0.8, 0.2) |
0.0515 |
0.0905 |
0.0369 |
0.0905 |
0.0369 |
0.1611 |
0.0235 |
0.0235 |
(0.75, 0.25) |
0.0554 |
0.0905 |
0.0337 |
0.0905 |
0.0337 |
0.1327 |
0.0158 |
0.0158 |
(0.7, 0.3) |
0.0505 |
0.0874 |
0.0280 |
0.0874 |
0.0280 |
0.1177 |
0.0147 |
0.0147 |
(0.65, 0.35) |
0.0498 |
0.0867 |
0.0258 |
0.0867 |
0.0258 |
0.1062 |
0.0151 |
0.0151 |
(0.6, 0.4) |
0.0459 |
0.0804 |
0.0225 |
0.0804 |
0.0225 |
0.0938 |
0.0105 |
0.0105 |
(0.55, 0.45) |
0.0420 |
0.0748 |
0.0195 |
0.0748 |
0.0195 |
0.0873 |
0.0119 |
0.0119 |
(0.5, 0.5) |
0.0378 |
0.0655 |
0.0169 |
0.0655 |
0.0169 |
0.0800 |
0.0115 |
0.0115 |
(0.45, 0.55) |
0.0337 |
0.0566 |
0.0153 |
0.0566 |
0.0153 |
0.0746 |
0.0105 |
0.0105 |
(0.4, 0.6) |
0.0303 |
0.0488 |
0.0154 |
0.0488 |
0.0154 |
0.0698 |
0.0107 |
0.0107 |
(0.35, 0.65) |
0.0249 |
0.0415 |
0.0137 |
0.0415 |
0.0137 |
0.0686 |
0.0114 |
0.0114 |
(0.3, 0.7) |
0.0173 |
0.0311 |
0.0117 |
0.0311 |
0.0117 |
0.0645 |
0.0103 |
0.0103 |
(0.25, 0.75) |
0.0136 |
0.0250 |
0.0102 |
0.0250 |
0.0102 |
0.0607 |
0.0097 |
0.0097 |
(0.2, 0.8) |
0.0092 |
0.0191 |
0.0086 |
0.0191 |
0.0086 |
0.0584 |
0.0117 |
0.0117 |
(0.15, 0.85) |
0.0062 |
0.0130 |
0.0063 |
0.0130 |
0.0063 |
0.0561 |
0.0104 |
0.0104 |
(0.1, 0.9) |
0.0045 |
0.0081 |
0.0060 |
0.0081 |
0.0060 |
0.0547 |
0.0117 |
0.0117 |
(0.05, 0.95) |
0.0038 |
0.0039 |
0.0038 |
0.0039 |
0.0038 |
0.0527 |
0.0117 |
0.0117 |
(0.0, 1.0) |
0.0002 |
0.0003 |
0.0021 |
0.0003 |
0.0021 |
0.0521 |
0.0128 |
0.0128 |
tot |
0.0289 |
0.0498 |
0.0197 |
0.0498 |
0.0197 |
0.1542 |
0.0434 |
0.0434 |
![plot_delta](plot\delta_rcv1_CCAT_50_f1.png)
![plot_diagonal](plot\diagonal_rcv1_CCAT_50_f1.png)
![plot_shift](plot\shift_rcv1_CCAT_50_f1.png)
> train: [0.59996662 0.40003338]
> validation: [0.59996662 0.40003338]
> evaluate_bin_sld: 271.160s
> evaluate_bin_sld_nbvs: 273.312s
> evaluate_bin_sld_bcts: 275.646s
> evaluate_bin_sld_ts: 273.523s
> evaluate_bin_sld_vs: 270.973s
> evaluate_bin_cc: 265.710s
> reference: 48.837s
> atc_mc: 52.149s
> atc_ne: 51.567s
> tot: 278.833s
|
bin_SLD |
bin_SLD_nbvs |
bin_SLD_bcts |
bin_SLD_ts |
bin_SLD_vs |
bin_CC |
atc_mc |
atc_ne |
(1.0, 0.0) |
0.0002 |
0.0003 |
0.0125 |
0.0003 |
0.0125 |
0.8558 |
0.3564 |
0.3564 |
(0.95, 0.05) |
0.0686 |
0.1148 |
0.0583 |
0.1148 |
0.0583 |
0.2215 |
0.0506 |
0.0506 |
(0.9, 0.1) |
0.0857 |
0.1377 |
0.0497 |
0.1377 |
0.0497 |
0.1507 |
0.0460 |
0.0460 |
(0.85, 0.15) |
0.1039 |
0.1440 |
0.0497 |
0.1440 |
0.0496 |
0.1222 |
0.0318 |
0.0318 |
(0.8, 0.2) |
0.1048 |
0.1339 |
0.0453 |
0.1339 |
0.0453 |
0.1083 |
0.0254 |
0.0254 |
(0.75, 0.25) |
0.0950 |
0.1178 |
0.0453 |
0.1178 |
0.0453 |
0.0965 |
0.0197 |
0.0197 |
(0.7, 0.3) |
0.0766 |
0.0998 |
0.0371 |
0.0998 |
0.0371 |
0.0910 |
0.0174 |
0.0174 |
(0.65, 0.35) |
0.0668 |
0.0896 |
0.0337 |
0.0896 |
0.0337 |
0.0897 |
0.0129 |
0.0129 |
(0.6, 0.4) |
0.0541 |
0.0753 |
0.0316 |
0.0753 |
0.0316 |
0.0846 |
0.0118 |
0.0118 |
(0.55, 0.45) |
0.0441 |
0.0633 |
0.0265 |
0.0633 |
0.0265 |
0.0814 |
0.0095 |
0.0095 |
(0.5, 0.5) |
0.0363 |
0.0538 |
0.0256 |
0.0538 |
0.0256 |
0.0782 |
0.0088 |
0.0088 |
(0.45, 0.55) |
0.0306 |
0.0468 |
0.0230 |
0.0468 |
0.0229 |
0.0768 |
0.0085 |
0.0085 |
(0.4, 0.6) |
0.0251 |
0.0399 |
0.0214 |
0.0399 |
0.0214 |
0.0740 |
0.0078 |
0.0078 |
(0.35, 0.65) |
0.0202 |
0.0346 |
0.0190 |
0.0346 |
0.0190 |
0.0756 |
0.0093 |
0.0093 |
(0.3, 0.7) |
0.0155 |
0.0286 |
0.0160 |
0.0286 |
0.0160 |
0.0741 |
0.0090 |
0.0090 |
(0.25, 0.75) |
0.0116 |
0.0233 |
0.0137 |
0.0233 |
0.0137 |
0.0723 |
0.0075 |
0.0075 |
(0.2, 0.8) |
0.0089 |
0.0197 |
0.0124 |
0.0197 |
0.0124 |
0.0719 |
0.0066 |
0.0066 |
(0.15, 0.85) |
0.0061 |
0.0147 |
0.0100 |
0.0147 |
0.0100 |
0.0709 |
0.0084 |
0.0084 |
(0.1, 0.9) |
0.0040 |
0.0106 |
0.0076 |
0.0106 |
0.0076 |
0.0697 |
0.0078 |
0.0078 |
(0.05, 0.95) |
0.0033 |
0.0065 |
0.0054 |
0.0065 |
0.0054 |
0.0695 |
0.0097 |
0.0097 |
(0.0, 1.0) |
0.0002 |
0.0011 |
0.0017 |
0.0011 |
0.0017 |
0.0697 |
0.0090 |
0.0090 |
tot |
0.0410 |
0.0598 |
0.0260 |
0.0598 |
0.0260 |
0.1288 |
0.0321 |
0.0321 |
![plot_delta](plot\delta_rcv1_CCAT_40_f1.png)
![plot_diagonal](plot\diagonal_rcv1_CCAT_40_f1.png)
![plot_shift](plot\shift_rcv1_CCAT_40_f1.png)
> train: [0.69993324 0.30006676]
> validation: [0.70010013 0.29989987]
> evaluate_bin_sld: 276.303s
> evaluate_bin_sld_nbvs: 277.440s
> evaluate_bin_sld_bcts: 277.862s
> evaluate_bin_sld_ts: 275.166s
> evaluate_bin_sld_vs: 274.686s
> evaluate_bin_cc: 269.956s
> reference: 50.206s
> atc_mc: 52.805s
> atc_ne: 51.628s
> tot: 281.368s
|
bin_SLD |
bin_SLD_nbvs |
bin_SLD_bcts |
bin_SLD_ts |
bin_SLD_vs |
bin_CC |
atc_mc |
atc_ne |
(1.0, 0.0) |
0.0002 |
0.0019 |
0.0542 |
0.0019 |
0.0542 |
0.5809 |
0.3301 |
0.3301 |
(0.95, 0.05) |
0.0936 |
0.1726 |
0.0564 |
0.1726 |
0.0564 |
0.0692 |
0.0519 |
0.0519 |
(0.9, 0.1) |
0.0956 |
0.1377 |
0.0383 |
0.1377 |
0.0383 |
0.0564 |
0.0306 |
0.0306 |
(0.85, 0.15) |
0.0815 |
0.1100 |
0.0306 |
0.1100 |
0.0306 |
0.0642 |
0.0252 |
0.0252 |
(0.8, 0.2) |
0.0648 |
0.0860 |
0.0263 |
0.0860 |
0.0263 |
0.0673 |
0.0190 |
0.0190 |
(0.75, 0.25) |
0.0546 |
0.0734 |
0.0237 |
0.0734 |
0.0237 |
0.0688 |
0.0167 |
0.0167 |
(0.7, 0.3) |
0.0418 |
0.0597 |
0.0187 |
0.0597 |
0.0187 |
0.0711 |
0.0132 |
0.0132 |
(0.65, 0.35) |
0.0342 |
0.0512 |
0.0189 |
0.0512 |
0.0189 |
0.0735 |
0.0170 |
0.0170 |
(0.6, 0.4) |
0.0299 |
0.0461 |
0.0177 |
0.0461 |
0.0177 |
0.0756 |
0.0141 |
0.0141 |
(0.55, 0.45) |
0.0231 |
0.0386 |
0.0151 |
0.0386 |
0.0151 |
0.0742 |
0.0135 |
0.0135 |
(0.5, 0.5) |
0.0199 |
0.0344 |
0.0141 |
0.0344 |
0.0141 |
0.0746 |
0.0153 |
0.0153 |
(0.45, 0.55) |
0.0176 |
0.0316 |
0.0135 |
0.0316 |
0.0135 |
0.0765 |
0.0146 |
0.0146 |
(0.4, 0.6) |
0.0129 |
0.0257 |
0.0107 |
0.0257 |
0.0107 |
0.0739 |
0.0142 |
0.0142 |
(0.35, 0.65) |
0.0107 |
0.0228 |
0.0104 |
0.0228 |
0.0104 |
0.0766 |
0.0159 |
0.0159 |
(0.3, 0.7) |
0.0087 |
0.0202 |
0.0091 |
0.0202 |
0.0091 |
0.0772 |
0.0145 |
0.0145 |
(0.25, 0.75) |
0.0065 |
0.0167 |
0.0078 |
0.0167 |
0.0078 |
0.0772 |
0.0144 |
0.0144 |
(0.2, 0.8) |
0.0052 |
0.0137 |
0.0071 |
0.0137 |
0.0071 |
0.0768 |
0.0157 |
0.0157 |
(0.15, 0.85) |
0.0042 |
0.0109 |
0.0062 |
0.0109 |
0.0062 |
0.0777 |
0.0168 |
0.0168 |
(0.1, 0.9) |
0.0042 |
0.0075 |
0.0054 |
0.0075 |
0.0054 |
0.0770 |
0.0155 |
0.0155 |
(0.05, 0.95) |
0.0045 |
0.0054 |
0.0050 |
0.0054 |
0.0050 |
0.0776 |
0.0152 |
0.0152 |
(0.0, 1.0) |
0.0002 |
0.0009 |
0.0037 |
0.0009 |
0.0037 |
0.0786 |
0.0177 |
0.0177 |
tot |
0.0292 |
0.0461 |
0.0187 |
0.0461 |
0.0187 |
0.0974 |
0.0334 |
0.0334 |
![plot_delta](plot\delta_rcv1_CCAT_30_f1.png)
![plot_diagonal](plot\diagonal_rcv1_CCAT_30_f1.png)
![plot_shift](plot\shift_rcv1_CCAT_30_f1.png)
> train: [0.79989987 0.20010013]
> validation: [0.80006676 0.19993324]
> evaluate_bin_sld: 277.834s
> evaluate_bin_sld_nbvs: 276.506s
> evaluate_bin_sld_bcts: 278.317s
> evaluate_bin_sld_ts: 275.764s
> evaluate_bin_sld_vs: 275.146s
> evaluate_bin_cc: 270.770s
> reference: 49.612s
> atc_mc: 52.452s
> atc_ne: 52.091s
> tot: 281.829s
|
bin_SLD |
bin_SLD_nbvs |
bin_SLD_bcts |
bin_SLD_ts |
bin_SLD_vs |
bin_CC |
atc_mc |
atc_ne |
(1.0, 0.0) |
0.0003 |
0.0005 |
0.0141 |
0.0005 |
0.0141 |
0.3127 |
0.1159 |
0.1159 |
(0.95, 0.05) |
0.1241 |
0.1373 |
0.0644 |
0.1373 |
0.0644 |
0.0358 |
0.1303 |
0.1303 |
(0.9, 0.1) |
0.0622 |
0.0798 |
0.0397 |
0.0798 |
0.0396 |
0.0524 |
0.0916 |
0.0916 |
(0.85, 0.15) |
0.0390 |
0.0609 |
0.0331 |
0.0609 |
0.0330 |
0.0660 |
0.0794 |
0.0794 |
(0.8, 0.2) |
0.0320 |
0.0506 |
0.0278 |
0.0506 |
0.0278 |
0.0786 |
0.0673 |
0.0673 |
(0.75, 0.25) |
0.0213 |
0.0432 |
0.0205 |
0.0432 |
0.0205 |
0.0839 |
0.0623 |
0.0623 |
(0.7, 0.3) |
0.0155 |
0.0341 |
0.0194 |
0.0341 |
0.0194 |
0.0881 |
0.0592 |
0.0592 |
(0.65, 0.35) |
0.0121 |
0.0293 |
0.0152 |
0.0293 |
0.0152 |
0.0933 |
0.0518 |
0.0518 |
(0.6, 0.4) |
0.0115 |
0.0267 |
0.0152 |
0.0267 |
0.0152 |
0.0967 |
0.0536 |
0.0536 |
(0.55, 0.45) |
0.0097 |
0.0223 |
0.0152 |
0.0223 |
0.0152 |
0.0964 |
0.0510 |
0.0510 |
(0.5, 0.5) |
0.0081 |
0.0186 |
0.0140 |
0.0186 |
0.0140 |
0.0965 |
0.0518 |
0.0518 |
(0.45, 0.55) |
0.0077 |
0.0168 |
0.0124 |
0.0168 |
0.0124 |
0.0980 |
0.0533 |
0.0533 |
(0.4, 0.6) |
0.0084 |
0.0124 |
0.0125 |
0.0124 |
0.0125 |
0.0970 |
0.0506 |
0.0506 |
(0.35, 0.65) |
0.0087 |
0.0123 |
0.0135 |
0.0123 |
0.0135 |
0.1008 |
0.0480 |
0.0480 |
(0.3, 0.7) |
0.0094 |
0.0096 |
0.0110 |
0.0096 |
0.0110 |
0.1018 |
0.0453 |
0.0453 |
(0.25, 0.75) |
0.0104 |
0.0074 |
0.0121 |
0.0074 |
0.0121 |
0.1025 |
0.0428 |
0.0428 |
(0.2, 0.8) |
0.0124 |
0.0051 |
0.0115 |
0.0050 |
0.0115 |
0.1009 |
0.0472 |
0.0472 |
(0.15, 0.85) |
0.0134 |
0.0040 |
0.0131 |
0.0040 |
0.0131 |
0.1025 |
0.0461 |
0.0461 |
(0.1, 0.9) |
0.0146 |
0.0035 |
0.0133 |
0.0035 |
0.0133 |
0.1020 |
0.0439 |
0.0439 |
(0.05, 0.95) |
0.0146 |
0.0039 |
0.0133 |
0.0039 |
0.0132 |
0.1019 |
0.0468 |
0.0468 |
(0.0, 1.0) |
0.0008 |
0.0003 |
0.0093 |
0.0003 |
0.0093 |
0.1036 |
0.0425 |
0.0425 |
tot |
0.0208 |
0.0276 |
0.0191 |
0.0276 |
0.0191 |
0.1005 |
0.0610 |
0.0610 |
![plot_delta](plot\delta_rcv1_CCAT_20_f1.png)
![plot_diagonal](plot\diagonal_rcv1_CCAT_20_f1.png)
![plot_shift](plot\shift_rcv1_CCAT_20_f1.png)
> train: [0.90003338 0.09996662]
> validation: [0.90003338 0.09996662]
> evaluate_bin_sld: 212.423s
> evaluate_bin_cc: 200.296s
> reference: 39.473s
> atc_mc: 41.699s
> atc_ne: 41.574s
> tot: 213.741s
|
bin_SLD |
bin_CC |
atc_mc |
atc_ne |
(1.0, 0.0) |
0.0155 |
0.0548 |
0.0022 |
0.0022 |
(0.95, 0.05) |
0.2219 |
0.0921 |
0.2253 |
0.2253 |
(0.9, 0.1) |
0.1663 |
0.1226 |
0.1997 |
0.1997 |
(0.85, 0.15) |
0.1556 |
0.1304 |
0.2018 |
0.2018 |
(0.8, 0.2) |
0.1368 |
0.1365 |
0.1936 |
0.1936 |
(0.75, 0.25) |
0.1054 |
0.1382 |
0.1943 |
0.1943 |
(0.7, 0.3) |
0.1181 |
0.1425 |
0.1865 |
0.1865 |
(0.65, 0.35) |
0.0996 |
0.1472 |
0.1849 |
0.1849 |
(0.6, 0.4) |
0.1031 |
0.1468 |
0.1852 |
0.1852 |
(0.55, 0.45) |
0.0840 |
0.1471 |
0.1824 |
0.1824 |
(0.5, 0.5) |
0.1091 |
0.1478 |
0.1836 |
0.1836 |
(0.45, 0.55) |
0.0893 |
0.1480 |
0.1801 |
0.1801 |
(0.4, 0.6) |
0.0801 |
0.1474 |
0.1872 |
0.1872 |
(0.35, 0.65) |
0.1038 |
0.1495 |
0.1871 |
0.1871 |
(0.3, 0.7) |
0.0810 |
0.1503 |
0.1884 |
0.1884 |
(0.25, 0.75) |
0.0827 |
0.1510 |
0.1829 |
0.1829 |
(0.2, 0.8) |
0.0746 |
0.1500 |
0.1840 |
0.1840 |
(0.15, 0.85) |
0.0754 |
0.1511 |
0.1816 |
0.1816 |
(0.1, 0.9) |
0.0613 |
0.1512 |
0.1818 |
0.1818 |
(0.05, 0.95) |
0.0696 |
0.1506 |
0.1848 |
0.1848 |
(0.0, 1.0) |
0.0495 |
0.1527 |
0.1850 |
0.1850 |
tot |
0.0992 |
0.1385 |
0.1801 |
0.1801 |
![plot_delta](plot\delta_rcv1_CCAT_10_f1.png)
![plot_diagonal](plot\diagonal_rcv1_CCAT_10_f1.png)
![plot_shift](plot\shift_rcv1_CCAT_10_f1.png)