diff --git a/conf.yaml b/conf.yaml index 50a5dd0..d34f17e 100644 --- a/conf.yaml +++ b/conf.yaml @@ -2,12 +2,6 @@ exec: [] commons: - - DATASET_NAME: rcv1 - DATASET_TARGET: CCAT - METRICS: - - acc - - f1 - DATASET_N_PREVS: 9 - DATASET_NAME: imdb METRICS: - acc diff --git a/output/rcv1_CCAT_best_our_vs_all/plot/delta_rcv1_CCAT_10_acc.png b/output/rcv1_CCAT_best_our_vs_all/plot/delta_rcv1_CCAT_10_acc.png new file mode 100644 index 0000000..f487047 Binary files /dev/null and b/output/rcv1_CCAT_best_our_vs_all/plot/delta_rcv1_CCAT_10_acc.png differ diff --git a/output/rcv1_CCAT_best_our_vs_all/plot/delta_rcv1_CCAT_10_f1.png b/output/rcv1_CCAT_best_our_vs_all/plot/delta_rcv1_CCAT_10_f1.png new file mode 100644 index 0000000..43bb199 Binary files /dev/null and b/output/rcv1_CCAT_best_our_vs_all/plot/delta_rcv1_CCAT_10_f1.png differ diff --git a/output/rcv1_CCAT_best_our_vs_all/plot/delta_rcv1_CCAT_20_acc.png b/output/rcv1_CCAT_best_our_vs_all/plot/delta_rcv1_CCAT_20_acc.png new file mode 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93.808s +> evaluate_mul_sld_vs: 90.774s +> evaluate_mul_cc: 83.292s +> reference: 56.371s +> kfcv: 62.419s +> atc_mc: 64.884s +> atc_ne: 52.893s +> doc_feat: 46.144s +> tot: 260.527s + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
bin_SLDbin_SLD_bctsbin_SLD_vsbin_CCmul_SLDmul_SLD_bctsmul_SLD_vsmul_CCkfcvatc_mcatc_nedoc_feat
(1.0, 0.0)0.00040.00550.00550.36470.03580.01530.00330.27970.76310.17040.17040.7643
(0.95, 0.05)0.05010.03840.03840.34680.09610.04170.03200.26710.72270.16140.16140.7241
(0.9, 0.1)0.08870.03990.03990.32900.12500.04310.03330.25120.67910.15280.15280.6806
(0.85, 0.15)0.09260.03900.03900.30920.12690.04200.03210.23650.63680.14260.14260.6384
(0.8, 0.2)0.08870.03570.03570.29140.11920.03680.02830.22430.59450.13340.13340.5963
(0.75, 0.25)0.08790.03660.03660.27120.11970.04010.03000.20580.55190.12170.12170.5537
(0.7, 0.3)0.08250.03340.03340.25260.11180.03620.02690.19370.50990.11310.11310.5119
(0.65, 0.35)0.07780.03190.03190.23480.10620.03520.02540.17810.46620.10400.10400.4683
(0.6, 0.4)0.07270.03030.03030.21490.09990.03420.02410.16400.42500.09430.09430.4272
(0.55, 0.45)0.06370.02610.02610.19720.08670.02860.01960.15040.38170.08470.08470.3840
(0.5, 0.5)0.05690.02380.02380.17650.07710.02560.01780.13410.33830.07490.07490.3407
(0.45, 0.55)0.05270.02390.02390.15620.07150.02630.01810.11890.29660.06220.06220.2991
(0.4, 0.6)0.04180.01880.01880.13820.05630.02000.01350.10350.25280.05410.05410.2555
(0.35, 0.65)0.03920.02060.02060.11810.05360.02360.01580.08880.21100.04220.04220.2137
(0.3, 0.7)0.03130.01820.01820.09970.04260.02050.01410.07380.16780.03340.03340.1706
(0.25, 0.75)0.02310.01520.01520.08150.03180.01690.01110.05910.12460.02390.02390.1276
(0.2, 0.8)0.01840.01460.01460.06190.02460.01680.01100.04540.08410.01680.01680.0872
(0.15, 0.85)0.01270.01290.01290.04340.01720.01540.01040.03140.04180.00900.00900.0450
(0.1, 0.9)0.00840.01190.01190.02440.01030.01320.00900.01660.00320.00700.00700.0036
(0.05, 0.95)0.00600.01120.01120.00600.00720.01310.00900.00390.04410.01340.01340.0407
(0.0, 1.0)0.00480.01250.01250.01440.00400.01280.01040.01370.08660.02430.02430.0830
tot0.04760.02380.02380.17770.06780.02650.01880.13520.35150.07810.07810.3531
+ +![plot_delta](plot\delta_rcv1_CCAT_90_acc.png) +![plot_diagonal](plot\diagonal_rcv1_CCAT_90_acc.png) +![plot_shift](plot\shift_rcv1_CCAT_90_acc.png) + + +> train: [0.19993324 0.80006676] +> validation: [0.20010013 0.79989987] +> evaluate_bin_sld: 247.825s +> evaluate_bin_sld_bcts: 240.332s +> evaluate_bin_sld_vs: 241.103s +> evaluate_bin_cc: 239.149s +> evaluate_mul_sld: 82.442s +> evaluate_mul_sld_bcts: 89.682s +> evaluate_mul_sld_vs: 84.286s +> evaluate_mul_cc: 77.029s +> reference: 54.942s +> kfcv: 53.321s +> atc_mc: 62.176s +> atc_ne: 56.656s +> doc_feat: 46.791s +> tot: 249.270s + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
bin_SLDbin_SLD_bctsbin_SLD_vsbin_CCmul_SLDmul_SLD_bctsmul_SLD_vsmul_CCkfcvatc_mcatc_nedoc_feat
(1.0, 0.0)0.00190.00260.00260.17440.01620.01630.02700.16880.32170.03110.03110.3333
(0.95, 0.05)0.02610.01250.01250.16460.03930.01410.04260.16020.30340.02740.02740.3151
(0.9, 0.1)0.02330.01000.01000.15640.03400.01180.03700.15310.28410.02670.02670.2960
(0.85, 0.15)0.02070.00910.00910.14640.03200.01050.03370.14180.26200.02270.02270.2740
(0.8, 0.2)0.01610.00760.00760.13830.02480.00870.02740.13430.24250.02140.02140.2546
(0.75, 0.25)0.01620.00820.00820.12580.02380.01030.02520.12310.21960.02010.02010.2318
(0.7, 0.3)0.01340.00950.00950.11800.02420.01080.02190.11520.20050.01780.01780.2128
(0.65, 0.35)0.01290.01020.01020.10810.02120.01130.01960.10660.18060.01960.01960.1930
(0.6, 0.4)0.01080.00930.00930.09740.01930.01030.01640.09610.15670.01680.01680.1692
(0.55, 0.45)0.01040.01020.01020.08920.01640.01000.01350.08770.13840.01470.01470.1511
(0.5, 0.5)0.00810.00790.00790.07870.01520.00980.01080.07870.11520.01360.01360.1280
(0.45, 0.55)0.00820.00860.00860.06720.01480.00920.01120.06730.09330.01110.01110.1062
(0.4, 0.6)0.00740.00840.00840.05910.01430.00940.00900.05890.07290.01100.01100.0859
(0.35, 0.65)0.00870.01010.01010.04920.01540.00950.00940.05010.05290.00970.00970.0660
(0.3, 0.7)0.00790.00910.00910.03950.01310.00970.00850.04030.03120.01060.01060.0445
(0.25, 0.75)0.00980.00910.00910.03080.01240.00890.00840.03280.01150.00910.00910.0243
(0.2, 0.8)0.01200.01010.01010.02170.01160.00990.00840.02390.01030.01000.01000.0068
(0.15, 0.85)0.01410.01040.01040.01280.01110.01050.00870.01530.02920.01040.01040.0158
(0.1, 0.9)0.01540.00990.00990.00670.00990.01110.00890.00840.05030.01080.01080.0365
(0.05, 0.95)0.01570.01070.01070.00750.00840.01190.00830.00530.07190.01300.01300.0581
(0.0, 1.0)0.00550.01150.01150.01600.00580.01410.00510.01240.09150.01470.01470.0775
tot0.01260.00930.00930.08130.01820.01090.01720.08000.14000.01630.01630.1467
+ +![plot_delta](plot\delta_rcv1_CCAT_80_acc.png) +![plot_diagonal](plot\diagonal_rcv1_CCAT_80_acc.png) +![plot_shift](plot\shift_rcv1_CCAT_80_acc.png) + + +> train: [0.29989987 0.70010013] +> validation: [0.30006676 0.69993324] +> evaluate_bin_sld: 240.794s +> evaluate_bin_sld_bcts: 241.216s +> evaluate_bin_sld_vs: 239.041s +> evaluate_bin_cc: 239.150s +> evaluate_mul_sld: 86.659s +> evaluate_mul_sld_bcts: 87.094s +> evaluate_mul_sld_vs: 85.438s +> evaluate_mul_cc: 71.870s +> reference: 61.343s +> kfcv: 62.276s +> atc_mc: 63.361s +> atc_ne: 53.060s +> doc_feat: 45.659s +> tot: 243.647s + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
bin_SLDbin_SLD_bctsbin_SLD_vsbin_CCmul_SLDmul_SLD_bctsmul_SLD_vsmul_CCkfcvatc_mcatc_nedoc_feat
(1.0, 0.0)0.00070.00520.00510.12540.00990.01410.02040.16790.13710.02380.02380.1462
(0.95, 0.05)0.01840.01410.01410.11940.01450.01360.03020.16000.12750.02220.02220.1367
(0.9, 0.1)0.01670.01340.01340.11440.01370.01260.02860.15380.11780.02160.02160.1271
(0.85, 0.15)0.01490.01410.01410.10770.01190.01120.02680.14710.10940.01970.01970.1187
(0.8, 0.2)0.01120.01150.01140.10370.00930.00920.02230.13980.09960.02060.02060.1091
(0.75, 0.25)0.01110.01350.01350.09410.01080.01110.02430.12860.08800.01600.01600.0975
(0.7, 0.3)0.00980.01400.01390.09020.01150.01040.02280.12310.07970.01600.01600.0894
(0.65, 0.35)0.01020.01320.01320.08390.01230.01150.02200.11640.07170.01490.01490.0814
(0.6, 0.4)0.00860.01390.01390.07650.01320.01210.02160.10750.05960.01220.01220.0693
(0.55, 0.45)0.00950.01390.01390.07310.01350.01120.01890.10100.05160.01230.01230.0615
(0.5, 0.5)0.00940.01400.01400.06460.01600.01230.01890.09200.04050.01110.01110.0504
(0.45, 0.55)0.01020.01430.01430.05910.01490.01240.01820.08400.02970.01020.01020.0397
(0.4, 0.6)0.01300.01180.01180.05370.01800.01010.01370.07750.02040.00960.00960.0306
(0.35, 0.65)0.01380.01480.01480.04920.01780.01280.01580.07130.01320.01000.01000.0230
(0.3, 0.7)0.01340.01210.01200.04170.01620.01110.01340.06210.00730.00800.00800.0127
(0.25, 0.75)0.01470.01320.01310.03660.01580.01310.01350.05490.00910.00700.00700.0075
(0.2, 0.8)0.01580.01440.01430.03020.01620.01390.01320.04760.01730.00710.00710.0086
(0.15, 0.85)0.01470.01530.01520.02430.01450.01540.01290.04050.02650.00760.00760.0160
(0.1, 0.9)0.01270.01300.01300.01930.01100.01520.01080.03360.03560.00620.00620.0250
(0.05, 0.95)0.01080.01240.01240.01350.00820.01500.00940.02560.04550.00630.00630.0347
(0.0, 1.0)0.00510.01260.01260.01030.00590.01740.01080.01990.05300.00590.00590.0422
tot0.01160.01310.01300.06620.01310.01260.01850.09310.05900.01280.01280.0632
+ +![plot_delta](plot\delta_rcv1_CCAT_70_acc.png) +![plot_diagonal](plot\diagonal_rcv1_CCAT_70_acc.png) +![plot_shift](plot\shift_rcv1_CCAT_70_acc.png) + + +> train: [0.40003338 0.59996662] +> validation: [0.40003338 0.59996662] +> evaluate_bin_sld: 244.546s +> evaluate_bin_sld_bcts: 241.352s +> evaluate_bin_sld_vs: 243.249s +> evaluate_bin_cc: 239.610s +> evaluate_mul_sld: 83.268s +> evaluate_mul_sld_bcts: 89.888s +> evaluate_mul_sld_vs: 90.139s +> evaluate_mul_cc: 70.382s +> reference: 57.044s +> kfcv: 56.203s +> atc_mc: 60.438s +> atc_ne: 63.729s +> doc_feat: 55.016s +> tot: 246.495s + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
bin_SLDbin_SLD_bctsbin_SLD_vsbin_CCmul_SLDmul_SLD_bctsmul_SLD_vsmul_CCkfcvatc_mcatc_nedoc_feat
(1.0, 0.0)0.00070.00470.00470.09060.00640.01060.01370.10610.03790.01060.01060.0447
(0.95, 0.05)0.00500.00840.00840.08850.00910.00740.01670.10310.03390.01010.01010.0406
(0.9, 0.1)0.00570.00950.00950.08730.01340.00730.01280.10160.03220.00920.00920.0390
(0.85, 0.15)0.00840.01000.01000.08360.01800.00790.01420.09800.02840.00830.00830.0352
(0.8, 0.2)0.01300.01260.01260.08390.02350.01020.01160.09700.02690.00890.00890.0338
(0.75, 0.25)0.01580.01180.01190.07930.02610.00990.01390.09240.02190.00900.00900.0288
(0.7, 0.3)0.01860.01280.01280.07870.02880.01090.01440.09200.02130.00840.00840.0281
(0.65, 0.35)0.02080.01280.01280.07560.02900.01070.01430.08870.01710.00840.00840.0241
(0.6, 0.4)0.02390.01340.01340.07280.03200.01170.01320.08490.01360.00820.00820.0202
(0.55, 0.45)0.02730.01260.01260.07230.03310.01120.01300.08410.01310.00860.00860.0196
(0.5, 0.5)0.02670.01470.01470.06780.03170.01210.01560.07980.00870.00850.00850.0147
(0.45, 0.55)0.02830.01130.01130.06510.03130.01000.01320.07620.00800.00850.00850.0116
(0.4, 0.6)0.02960.01170.01170.06360.03350.01040.01250.07440.00740.00720.00720.0099
(0.35, 0.65)0.02730.01130.01130.06280.03060.01050.01210.07410.00650.00790.00790.0095
(0.3, 0.7)0.02350.01250.01250.05920.02600.01120.01490.06960.00800.00760.00760.0073
(0.25, 0.75)0.02080.01120.01120.05730.02300.00990.01410.06720.00900.00750.00750.0069
(0.2, 0.8)0.01830.01130.01130.05580.02000.00980.01320.06540.01100.00660.00660.0075
(0.15, 0.85)0.01270.01110.01110.05350.01490.00990.01380.06270.01340.00700.00700.0077
(0.1, 0.9)0.00920.01160.01160.05040.01070.01080.01580.05960.01610.00780.00780.0093
(0.05, 0.95)0.00760.00970.00970.05010.00840.00940.01250.05790.01840.00710.00710.0111
(0.0, 1.0)0.00130.00870.00870.04950.00480.01310.01400.05720.01940.00710.00710.0126
tot0.01640.01110.01110.06890.02160.01020.01380.08060.01770.00820.00820.0201
+ +![plot_delta](plot\delta_rcv1_CCAT_60_acc.png) +![plot_diagonal](plot\diagonal_rcv1_CCAT_60_acc.png) +![plot_shift](plot\shift_rcv1_CCAT_60_acc.png) + + +> train: [0.5 0.5] +> validation: [0.5 0.5] +> evaluate_bin_sld: 244.474s +> evaluate_bin_sld_bcts: 247.413s +> evaluate_bin_sld_vs: 244.215s +> evaluate_bin_cc: 241.585s +> evaluate_mul_sld: 86.372s +> evaluate_mul_sld_bcts: 89.262s +> evaluate_mul_sld_vs: 91.533s +> evaluate_mul_cc: 76.286s +> reference: 55.041s +> kfcv: 60.774s +> atc_mc: 61.594s +> atc_ne: 56.500s +> doc_feat: 52.465s +> tot: 249.760s + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
bin_SLDbin_SLD_bctsbin_SLD_vsbin_CCmul_SLDmul_SLD_bctsmul_SLD_vsmul_CCkfcvatc_mcatc_nedoc_feat
(1.0, 0.0)0.00070.00240.00240.06010.00460.01050.00500.05920.01450.00880.00880.0082
(0.95, 0.05)0.00550.00740.00740.06150.00980.00770.00760.06040.01310.00800.00800.0066
(0.9, 0.1)0.00830.00990.00990.06460.01570.00680.00660.06360.01080.00820.00820.0069
(0.85, 0.15)0.01540.01410.01410.06590.02440.00940.00860.06480.00970.00770.00770.0066
(0.8, 0.2)0.02350.01670.01670.06930.03020.01090.00920.06830.00730.00830.00830.0069
(0.75, 0.25)0.02980.01820.01820.06900.03580.01240.00970.06780.00790.00660.00660.0070
(0.7, 0.3)0.03190.01770.01770.07220.03700.01370.01150.07110.00670.00820.00820.0086
(0.65, 0.35)0.03570.01890.01890.07470.03850.01500.01210.07370.00740.01030.01030.0105
(0.6, 0.4)0.03680.01850.01850.07460.03980.01530.01220.07370.00640.00850.00850.0103
(0.55, 0.45)0.03730.01750.01750.07760.03980.01500.01140.07670.00710.01100.01100.0128
(0.5, 0.5)0.03690.01690.01690.07840.03860.01460.01100.07730.00730.01220.01220.0138
(0.45, 0.55)0.03580.01660.01650.07990.03900.01460.00890.07900.00860.01250.01250.0150
(0.4, 0.6)0.03500.01810.01810.08140.03710.01580.01110.08020.00970.01440.01440.0164
(0.35, 0.65)0.03090.01740.01740.08610.03380.01600.01200.08530.01320.01680.01680.0210
(0.3, 0.7)0.02300.01570.01570.08680.02870.01440.01270.08570.01370.01640.01640.0222
(0.25, 0.75)0.01940.01490.01490.08740.02450.01350.01260.08670.01410.01700.01700.0224
(0.2, 0.8)0.01390.01320.01320.08960.01980.01200.01260.08880.01650.02110.02110.0248
(0.15, 0.85)0.01020.01040.01040.09130.01480.01000.01280.09030.01800.02050.02050.0267
(0.1, 0.9)0.00810.01030.01030.09390.01220.00980.01460.09270.02050.02390.02390.0292
(0.05, 0.95)0.00750.00700.00700.09540.00850.00710.01470.09460.02240.02530.02530.0310
(0.0, 1.0)0.00040.00380.00380.09910.00350.00920.01430.09790.02570.02890.02890.0344
tot0.02120.01360.01360.07900.02550.01210.01100.07800.01240.01400.01400.0163
+ +![plot_delta](plot\delta_rcv1_CCAT_50_acc.png) +![plot_diagonal](plot\diagonal_rcv1_CCAT_50_acc.png) +![plot_shift](plot\shift_rcv1_CCAT_50_acc.png) + + +> train: [0.59996662 0.40003338] +> validation: [0.59996662 0.40003338] +> evaluate_bin_sld: 239.757s +> evaluate_bin_sld_bcts: 236.827s +> evaluate_bin_sld_vs: 235.348s +> evaluate_bin_cc: 233.573s +> evaluate_mul_sld: 77.761s +> evaluate_mul_sld_bcts: 88.907s +> evaluate_mul_sld_vs: 86.576s +> evaluate_mul_cc: 70.020s +> reference: 52.408s +> kfcv: 53.938s +> atc_mc: 63.368s +> atc_ne: 55.957s +> doc_feat: 44.423s +> tot: 241.021s + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
bin_SLDbin_SLD_bctsbin_SLD_vsbin_CCmul_SLDmul_SLD_bctsmul_SLD_vsmul_CCkfcvatc_mcatc_nedoc_feat
(1.0, 0.0)0.00050.00190.00190.01950.00340.00780.00310.02490.04900.01900.01900.0474
(0.95, 0.05)0.00790.00730.00730.02410.01540.00600.00570.03050.04270.01660.01660.0412
(0.9, 0.1)0.01920.01140.01140.03060.02540.00700.00830.03690.03580.01470.01470.0343
(0.85, 0.15)0.03190.01570.01570.03620.03480.01090.01200.04270.02910.01170.01170.0276
(0.8, 0.2)0.04120.01830.01830.04220.04190.01430.01410.04990.02180.01050.01050.0204
(0.75, 0.25)0.04580.02220.02220.04650.04830.01830.01660.05380.01710.00890.00890.0157
(0.7, 0.3)0.04380.02150.02150.05230.05020.01900.01580.06050.01000.00850.00850.0090
(0.65, 0.35)0.04440.02290.02290.05990.05170.02120.01680.06820.00640.00760.00760.0064
(0.6, 0.4)0.04100.02430.02430.06430.05370.02330.01730.07280.00690.00790.00790.0075
(0.55, 0.45)0.03740.02280.02280.06950.05190.02290.01530.07840.01110.00730.00730.0121
(0.5, 0.5)0.03420.02440.02440.07400.05160.02440.01530.08350.01590.00810.00810.0170
(0.45, 0.55)0.03180.02420.02420.07980.05150.02600.01480.09010.02240.00990.00990.0237
(0.4, 0.6)0.02840.02450.02450.08390.04910.02650.01460.09460.02770.01120.01120.0290
(0.35, 0.65)0.02480.02360.02360.09240.04590.02670.01490.10340.03740.01560.01560.0386
(0.3, 0.7)0.02050.02150.02150.09750.04090.02560.01320.10840.04380.01680.01680.0450
(0.25, 0.75)0.01650.01980.01980.10190.03380.02250.01150.11330.04910.01600.01600.0503
(0.2, 0.8)0.01350.01910.01910.10800.03080.02320.01130.11920.05480.01800.01800.0560
(0.15, 0.85)0.01000.01650.01650.11310.02570.02180.01020.12580.06270.02180.02180.0638
(0.1, 0.9)0.00720.01340.01340.11770.01720.01720.00920.13030.06770.02240.02240.0688
(0.05, 0.95)0.00650.01020.01020.12380.01270.01500.00840.13710.07470.02780.02780.0758
(0.0, 1.0)0.00030.00330.00330.13040.00550.00670.00970.14400.08150.02850.02850.0825
tot0.02410.01760.01760.07460.03530.01840.01230.08420.03660.01470.01470.0368
+ +![plot_delta](plot\delta_rcv1_CCAT_40_acc.png) +![plot_diagonal](plot\diagonal_rcv1_CCAT_40_acc.png) +![plot_shift](plot\shift_rcv1_CCAT_40_acc.png) + + +> train: [0.69993324 0.30006676] +> validation: [0.70010013 0.29989987] +> evaluate_bin_sld: 238.584s +> evaluate_bin_sld_bcts: 238.837s +> evaluate_bin_sld_vs: 236.583s +> evaluate_bin_cc: 232.282s +> evaluate_mul_sld: 83.428s +> evaluate_mul_sld_bcts: 85.497s +> evaluate_mul_sld_vs: 89.138s +> evaluate_mul_cc: 76.622s +> reference: 53.734s +> kfcv: 63.124s +> atc_mc: 54.173s +> atc_ne: 61.629s +> doc_feat: 45.672s +> tot: 241.289s + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
bin_SLDbin_SLD_bctsbin_SLD_vsbin_CCmul_SLDmul_SLD_bctsmul_SLD_vsmul_CCkfcvatc_mcatc_nedoc_feat
(1.0, 0.0)0.00140.00490.00490.00710.00240.01010.00410.00470.07240.01030.01030.0606
(0.95, 0.05)0.00970.00670.00670.00500.01170.00800.00620.01010.06070.00720.00720.0489
(0.9, 0.1)0.01800.00790.00790.00880.02020.00730.00920.01750.04990.00490.00490.0382
(0.85, 0.15)0.02270.00890.00890.01700.02820.00820.01210.02660.03810.00600.00600.0265
(0.8, 0.2)0.02370.01020.01020.02450.03330.01020.01310.03520.02590.00820.00820.0143
(0.75, 0.25)0.02500.01130.01130.03200.03780.01250.01520.04320.01610.01010.01010.0067
(0.7, 0.3)0.02290.01080.01080.03980.03710.01300.01380.05260.00670.01190.01190.0096
(0.65, 0.35)0.02180.01240.01240.04810.03640.01470.01490.06080.01040.01600.01600.0208
(0.6, 0.4)0.02200.01360.01360.05660.03790.01740.01560.06990.02010.01900.01900.0314
(0.55, 0.45)0.01890.01300.01300.06260.03690.01790.01480.07810.03130.02220.02220.0426
(0.5, 0.5)0.01830.01360.01360.06990.03590.01910.01430.08580.04180.02590.02590.0531
(0.45, 0.55)0.01790.01460.01460.07880.03650.02180.01500.09490.05280.02970.02970.0640
(0.4, 0.6)0.01440.01270.01270.08320.03330.02130.01270.10060.06260.03070.03070.0737
(0.35, 0.65)0.01310.01330.01330.09320.03090.02240.01360.11210.07740.03680.03680.0885
(0.3, 0.7)0.01170.01280.01280.10110.02720.02190.01250.12040.08850.04000.04000.0995
(0.25, 0.75)0.00950.01170.01170.10840.02250.02050.01100.12810.10010.04270.04270.1111
(0.2, 0.8)0.00810.01100.01100.11500.01960.02030.01040.13660.10940.04640.04640.1203
(0.15, 0.85)0.00730.01010.01010.12350.01550.01910.00990.14580.12270.05170.05170.1336
(0.1, 0.9)0.00780.00910.00900.12970.01210.01610.01010.15310.13270.05210.05210.1435
(0.05, 0.95)0.00890.00850.00850.13790.01020.01400.01030.16140.14280.05480.05480.1536
(0.0, 1.0)0.00030.00570.00570.14680.00710.00710.01540.17130.15700.06250.06250.1677
tot0.01440.01060.01060.07090.02540.01540.01210.08610.06760.02800.02800.0718
+ +![plot_delta](plot\delta_rcv1_CCAT_30_acc.png) +![plot_diagonal](plot\diagonal_rcv1_CCAT_30_acc.png) +![plot_shift](plot\shift_rcv1_CCAT_30_acc.png) + + +> train: [0.79989987 0.20010013] +> validation: [0.80006676 0.19993324] +> evaluate_bin_sld: 244.207s +> evaluate_bin_sld_bcts: 245.913s +> evaluate_bin_sld_vs: 242.218s +> evaluate_bin_cc: 242.116s +> evaluate_mul_sld: 86.684s +> evaluate_mul_sld_bcts: 90.521s +> evaluate_mul_sld_vs: 90.303s +> evaluate_mul_cc: 73.041s +> reference: 58.379s +> kfcv: 55.869s +> atc_mc: 56.553s +> atc_ne: 56.953s +> doc_feat: 50.007s +> tot: 248.314s + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
bin_SLDbin_SLD_bctsbin_SLD_vsbin_CCmul_SLDmul_SLD_bctsmul_SLD_vsmul_CCkfcvatc_mcatc_nedoc_feat
(1.0, 0.0)0.00110.00470.00470.01210.00190.00780.00290.00940.08870.00970.00970.0803
(0.95, 0.05)0.00920.00650.00650.00400.01170.00680.00600.00340.06840.00710.00710.0601
(0.9, 0.1)0.01030.00710.00710.00910.01640.00680.00730.01190.04800.00620.00620.0398
(0.85, 0.15)0.01030.00790.00790.01830.01780.00670.00860.02140.02850.00640.00640.0204
(0.8, 0.2)0.01170.00940.00940.02940.02080.00880.01050.03260.00980.00880.00880.0063
(0.75, 0.25)0.01010.00880.00880.03960.02180.00940.01090.04290.01140.00930.00930.0187
(0.7, 0.3)0.00930.00900.00900.04990.01970.01020.01090.05420.03230.01240.01240.0401
(0.65, 0.35)0.00870.00830.00830.06160.01780.01050.01060.06520.05440.01610.01610.0621
(0.6, 0.4)0.00920.00900.00900.07290.01730.01180.01130.07670.07420.01900.01900.0819
(0.55, 0.45)0.00920.01040.01040.08170.01550.01180.01070.08550.09190.02070.02070.0995
(0.5, 0.5)0.00880.01040.01040.09100.01350.01180.00950.09550.11310.02220.02220.1206
(0.45, 0.55)0.00930.01000.01000.10160.01350.01350.00970.10590.13280.02470.02470.1402
(0.4, 0.6)0.01130.01090.01090.10970.01100.01190.00870.11470.15100.02720.02720.1583
(0.35, 0.65)0.01250.01320.01310.12320.01130.01280.01050.12730.17340.03310.03310.1806
(0.3, 0.7)0.01460.01140.01130.13400.01260.01370.00870.13850.19410.03840.03840.2012
(0.25, 0.75)0.01700.01330.01330.14440.01360.01280.01060.14960.21360.04250.04250.2205
(0.2, 0.8)0.02160.01350.01340.15200.01560.01150.01100.15720.23280.04070.04070.2397
(0.15, 0.85)0.02470.01620.01610.16360.01820.01030.01410.16850.25280.04470.04470.2596
(0.1, 0.9)0.02830.01800.01790.17270.02090.01040.01780.17910.27330.04920.04920.2800
(0.05, 0.95)0.02970.01930.01930.18210.02230.00920.02290.18720.29250.04920.04920.2991
(0.0, 1.0)0.00090.01160.01150.19460.00820.00550.02850.20050.31480.05710.05710.3213
tot0.01280.01090.01090.09270.01530.01020.01150.09650.13580.02590.02590.1395
+ +![plot_delta](plot\delta_rcv1_CCAT_20_acc.png) +![plot_diagonal](plot\diagonal_rcv1_CCAT_20_acc.png) +![plot_shift](plot\shift_rcv1_CCAT_20_acc.png) + + +> train: [0.90003338 0.09996662] +> validation: [0.90003338 0.09996662] +> evaluate_bin_sld: 215.995s +> evaluate_bin_cc: 207.407s +> evaluate_mul_sld: 64.949s +> evaluate_mul_cc: 59.848s +> reference: 48.239s +> kfcv: 48.412s +> atc_mc: 50.353s +> atc_ne: 48.807s +> doc_feat: 41.943s +> tot: 217.403s + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
bin_SLDbin_CCmul_SLDmul_CCkfcvatc_mcatc_nedoc_feat
(1.0, 0.0)0.00100.00620.00100.00610.07890.00880.00880.0735
(0.95, 0.05)0.00770.01080.00850.00760.04260.00460.00460.0373
(0.9, 0.1)0.01290.02780.00930.02080.00690.00800.00800.0037
(0.85, 0.15)0.01810.04420.00750.03320.02980.01280.01280.0348
(0.8, 0.2)0.02480.06070.01100.04650.06510.01940.01940.0701
(0.75, 0.25)0.02620.07670.01220.05880.10090.02560.02560.1057
(0.7, 0.3)0.03720.09490.01780.07360.13870.03480.03480.1434
(0.65, 0.35)0.04030.11320.02260.08920.17410.04380.04380.1788
(0.6, 0.4)0.05050.12970.03170.10130.21170.05090.05090.2162
(0.55, 0.45)0.05500.14550.03930.11330.24650.05680.05680.2509
(0.5, 0.5)0.07160.16250.04730.12700.28290.06330.06330.2873
(0.45, 0.55)0.07350.17980.05330.14160.32100.07280.07280.3253
(0.4, 0.6)0.07950.19410.06390.14990.35430.07480.07480.3584
(0.35, 0.65)0.09660.21300.07090.16570.39140.08430.08430.3954
(0.3, 0.7)0.09450.23030.07750.17920.42740.09160.09160.4313
(0.25, 0.75)0.10320.24740.08300.19300.46320.10050.10050.4671
(0.2, 0.8)0.10810.26300.09160.20550.50070.10640.10640.5045
(0.15, 0.85)0.11540.28040.09710.21850.53540.11470.11470.5390
(0.1, 0.9)0.10800.29670.09760.23170.57030.12040.12040.5739
(0.05, 0.95)0.08350.31170.07290.24110.60560.12440.12440.6090
(0.0, 1.0)0.03210.33180.01840.25700.64210.13360.13360.6454
tot0.05900.16290.04450.12670.29470.06440.06440.2977
+ +![plot_delta](plot\delta_rcv1_CCAT_10_acc.png) +![plot_diagonal](plot\diagonal_rcv1_CCAT_10_acc.png) +![plot_shift](plot\shift_rcv1_CCAT_10_acc.png) + + diff --git a/output/rcv1_CCAT_best_our_vs_all/rcv1_CCAT_best_our_vs_all_f1.md b/output/rcv1_CCAT_best_our_vs_all/rcv1_CCAT_best_our_vs_all_f1.md new file mode 100644 index 0000000..d72b611 --- /dev/null +++ b/output/rcv1_CCAT_best_our_vs_all/rcv1_CCAT_best_our_vs_all_f1.md @@ -0,0 +1,3065 @@ +rcv1_CCAT + +> train: [0.09996662 0.90003338] +> validation: [0.09996662 0.90003338] +> evaluate_bin_sld: 257.109s +> evaluate_bin_sld_bcts: 250.419s +> evaluate_bin_sld_vs: 244.262s +> evaluate_bin_cc: 242.329s +> evaluate_mul_sld: 84.091s +> evaluate_mul_sld_bcts: 93.808s +> evaluate_mul_sld_vs: 90.774s +> evaluate_mul_cc: 83.292s +> reference: 56.371s +> kfcv: 62.419s +> atc_mc: 64.884s +> atc_ne: 52.893s +> doc_feat: 46.144s +> tot: 260.527s + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
bin_SLDbin_SLD_bctsbin_SLD_vsbin_CCmul_SLDmul_SLD_bctsmul_SLD_vsmul_CCkfcvatc_mcatc_ne
(1.0, 0.0)0.00000.00000.00000.60000.00000.00000.00000.56190.59110.47450.4745
(0.95, 0.05)0.10940.07190.07190.52130.10900.05020.06290.48460.48130.40160.4016
(0.9, 0.1)0.18070.06830.06830.45530.15360.05010.05920.41800.38430.34320.3432
(0.85, 0.15)0.16950.06070.06070.39580.14910.04610.05180.36080.29830.29090.2909
(0.8, 0.2)0.14580.05050.05050.34590.13260.03880.04190.31280.22170.24700.2470
(0.75, 0.25)0.13070.04760.04760.30010.12450.03970.04000.26760.15240.20760.2076
(0.7, 0.3)0.11120.03990.03990.26110.10910.03400.03290.23200.09030.17590.1759
(0.65, 0.35)0.09550.03510.03510.22740.09750.03140.02860.19860.03290.14870.1487
(0.6, 0.4)0.08180.03110.03110.19560.08620.02880.02510.17000.01820.12390.1239
(0.55, 0.45)0.06580.02480.02480.16900.07070.02310.01910.14540.06610.10270.1027
(0.5, 0.5)0.05410.02100.02100.14300.05960.01980.01610.12140.11020.08420.0842
(0.45, 0.55)0.04650.01990.01990.11980.05260.01960.01530.10090.15000.06590.0659
(0.4, 0.6)0.03420.01460.01460.10050.03920.01420.01060.08270.18790.05300.0530
(0.35, 0.65)0.03000.01520.01520.08160.03570.01600.01170.06680.22210.03920.0392
(0.3, 0.7)0.02240.01270.01270.06550.02710.01350.00990.05240.25460.02900.0290
(0.25, 0.75)0.01560.01000.01000.05100.01930.01070.00740.03960.28490.01960.0196
(0.2, 0.8)0.01160.00910.00910.03700.01430.01010.00690.02870.31200.01250.0125
(0.15, 0.85)0.00750.00760.00760.02480.00960.00890.00610.01880.33820.00610.0061
(0.1, 0.9)0.00470.00670.00670.01330.00560.00730.00510.00940.36320.00360.0036
(0.05, 0.95)0.00320.00600.00600.00310.00380.00690.00480.00200.38660.00690.0069
(0.0, 1.0)0.00240.00630.00630.00730.00200.00650.00520.00690.40850.01230.0123
tot0.06300.02660.02660.19610.06200.02270.02190.17530.25500.13560.1356
+ +![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: 247.825s +> evaluate_bin_sld_bcts: 240.332s +> evaluate_bin_sld_vs: 241.103s +> evaluate_bin_cc: 239.149s +> evaluate_mul_sld: 82.442s +> evaluate_mul_sld_bcts: 89.682s +> evaluate_mul_sld_vs: 84.286s +> evaluate_mul_cc: 77.029s +> reference: 54.942s +> kfcv: 53.321s +> atc_mc: 62.176s +> atc_ne: 56.656s +> doc_feat: 46.791s +> tot: 249.270s + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
bin_SLDbin_SLD_bctsbin_SLD_vsbin_CCmul_SLDmul_SLD_bctsmul_SLD_vsmul_CCkfcvatc_mcatc_ne
(1.0, 0.0)0.00010.00020.00020.58140.00000.00150.00000.59510.80020.54590.5459
(0.95, 0.05)0.09330.03850.03840.44210.08860.01620.06810.45200.60470.39410.3941
(0.9, 0.1)0.06820.02710.02700.34940.06770.01800.05110.35710.46280.29540.2954
(0.85, 0.15)0.05010.01890.01890.27970.05120.01520.04060.28400.35200.22060.2206
(0.8, 0.2)0.03370.01430.01430.22910.03490.01400.02830.23220.26700.17010.1701
(0.75, 0.25)0.02960.01360.01360.18460.03030.01330.02610.18760.19520.12770.1277
(0.7, 0.3)0.02150.01200.01190.15420.02570.01160.02090.15590.13900.09940.0994
(0.65, 0.35)0.01840.01230.01230.12740.02140.01240.01810.12950.09110.07740.0774
(0.6, 0.4)0.01410.01010.01010.10460.01720.01060.01450.10620.04760.05630.0563
(0.55, 0.45)0.01140.01010.01010.08750.01370.00960.01160.08860.01450.04400.0440
(0.5, 0.5)0.00830.00730.00730.07130.01190.00840.00880.07290.01890.03230.0323
(0.45, 0.55)0.00780.00730.00730.05640.01050.00760.00880.05770.04670.02060.0206
(0.4, 0.6)0.00600.00640.00640.04610.00990.00710.00680.04700.07060.01520.0152
(0.35, 0.65)0.00660.00740.00740.03580.00990.00690.00690.03710.09130.00980.0098
(0.3, 0.7)0.00540.00610.00610.02700.00830.00660.00590.02800.11120.00720.0072
(0.25, 0.75)0.00620.00590.00590.01970.00770.00590.00550.02140.12820.00560.0056
(0.2, 0.8)0.00700.00610.00610.01300.00670.00600.00520.01460.14370.00490.0049
(0.15, 0.85)0.00780.00600.00600.00720.00620.00620.00510.00880.15750.00530.0053
(0.1, 0.9)0.00810.00550.00550.00360.00530.00620.00490.00460.17080.00550.0055
(0.05, 0.95)0.00810.00570.00570.00410.00440.00640.00440.00290.18330.00680.0068
(0.0, 1.0)0.00280.00590.00590.00840.00290.00720.00260.00640.19380.00760.0076
tot0.01970.01080.01080.13490.02070.00940.01640.13760.20430.10250.1025
+ +![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: 240.794s +> evaluate_bin_sld_bcts: 241.216s +> evaluate_bin_sld_vs: 239.041s +> evaluate_bin_cc: 239.150s +> evaluate_mul_sld: 86.659s +> evaluate_mul_sld_bcts: 87.094s +> evaluate_mul_sld_vs: 85.438s +> evaluate_mul_cc: 71.870s +> reference: 61.343s +> kfcv: 62.276s +> atc_mc: 63.361s +> atc_ne: 53.060s +> doc_feat: 45.659s +> tot: 243.647s + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
bin_SLDbin_SLD_bctsbin_SLD_vsbin_CCmul_SLDmul_SLD_bctsmul_SLD_vsmul_CCkfcvatc_mcatc_ne
(1.0, 0.0)0.00010.00020.00020.72110.00000.00180.00000.84120.89310.57490.5749
(0.95, 0.05)0.11190.05540.05540.46760.09270.02700.06760.56190.58010.33360.3336
(0.9, 0.1)0.07430.04110.04100.33590.05920.02510.05730.41310.40440.21630.2163
(0.85, 0.15)0.05130.03320.03310.25160.03670.02070.04640.31860.29350.14500.1450
(0.8, 0.2)0.03240.02330.02330.20040.02300.01570.03450.25430.21570.10550.1055
(0.75, 0.25)0.02660.02260.02260.15580.02050.01680.03420.20240.15600.07030.0703
(0.7, 0.3)0.01900.01990.01990.12950.01690.01450.02860.16970.11390.05490.0549
(0.65, 0.35)0.01750.01790.01790.10640.01600.01480.02620.14260.08080.04030.0403
(0.6, 0.4)0.01240.01640.01630.08700.01490.01390.02330.11880.05020.02790.0279
(0.55, 0.45)0.01050.01450.01440.07510.01350.01180.01860.10150.02860.02250.0225
(0.5, 0.5)0.00930.01330.01330.06060.01450.01190.01740.08480.00940.01650.0165
(0.45, 0.55)0.00900.01270.01260.05100.01230.01120.01570.07160.01020.01200.0120
(0.4, 0.6)0.00950.00970.00970.04280.01380.00850.01100.06130.02380.00950.0095
(0.35, 0.65)0.00980.01120.01120.03650.01300.00990.01200.05260.03480.00890.0089
(0.3, 0.7)0.00910.00880.00880.02880.01120.00830.00970.04300.04670.00600.0060
(0.25, 0.75)0.00930.00880.00880.02370.01020.00910.00910.03580.05630.00470.0047
(0.2, 0.8)0.00960.00910.00910.01840.01000.00900.00840.02930.06490.00440.0044
(0.15, 0.85)0.00860.00910.00910.01390.00850.00940.00770.02360.07260.00450.0045
(0.1, 0.9)0.00700.00740.00740.01040.00610.00880.00620.01860.07930.00360.0036
(0.05, 0.95)0.00570.00680.00670.00690.00430.00820.00510.01350.08580.00350.0035
(0.0, 1.0)0.00260.00660.00660.00500.00310.00910.00560.01000.09060.00320.0032
tot0.02120.01660.01650.13470.01910.01270.02120.16990.16150.07940.0794
+ +![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: 244.546s +> evaluate_bin_sld_bcts: 241.352s +> evaluate_bin_sld_vs: 243.249s +> evaluate_bin_cc: 239.610s +> evaluate_mul_sld: 83.268s +> evaluate_mul_sld_bcts: 89.888s +> evaluate_mul_sld_vs: 90.139s +> evaluate_mul_cc: 70.382s +> reference: 57.044s +> kfcv: 56.203s +> atc_mc: 60.438s +> atc_ne: 63.729s +> doc_feat: 55.016s +> tot: 246.495s + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
bin_SLDbin_SLD_bctsbin_SLD_vsbin_CCmul_SLDmul_SLD_bctsmul_SLD_vsmul_CCkfcvatc_mcatc_ne
(1.0, 0.0)0.00030.01580.01580.86450.00100.03910.00480.93750.91510.53100.5310
(0.95, 0.05)0.04310.03990.03990.45880.04450.04420.04340.50830.46390.20440.2044
(0.9, 0.1)0.02500.03150.03150.30670.04110.03130.03330.34450.29020.10450.1045
(0.85, 0.15)0.02250.02480.02480.22270.04310.02360.02870.25400.19340.05710.0571
(0.8, 0.2)0.02500.02520.02520.17880.04670.02310.02140.20260.13750.04070.0407
(0.75, 0.25)0.02550.01950.01950.14160.04420.01810.02190.16270.09420.02280.0228
(0.7, 0.3)0.02570.01850.01850.12030.04220.01660.02030.13890.06820.01960.0196
(0.65, 0.35)0.02570.01620.01620.10130.03770.01410.01840.11790.04460.01250.0125
(0.6, 0.4)0.02680.01510.01510.08680.03730.01350.01550.10060.02610.01000.0100
(0.55, 0.45)0.02790.01330.01330.07740.03510.01190.01390.08970.01480.01010.0101
(0.5, 0.5)0.02520.01410.01410.06610.03070.01170.01510.07760.00680.00810.0081
(0.45, 0.55)0.02470.01000.01000.05820.02800.00900.01210.06810.01060.00760.0076
(0.4, 0.6)0.02420.00960.00960.05240.02780.00860.01050.06140.01750.00600.0060
(0.35, 0.65)0.02060.00870.00870.04810.02360.00800.00950.05680.02270.00600.0060
(0.3, 0.7)0.01670.00900.00900.04230.01870.00820.01110.04990.03020.00550.0055
(0.25, 0.75)0.01390.00750.00750.03840.01550.00670.00980.04520.03550.00510.0051
(0.2, 0.8)0.01160.00720.00720.03520.01270.00630.00860.04140.03990.00420.0042
(0.15, 0.85)0.00760.00680.00680.03180.00900.00610.00860.03750.04420.00420.0042
(0.1, 0.9)0.00510.00680.00680.02840.00600.00640.00930.03380.04800.00450.0045
(0.05, 0.95)0.00390.00530.00530.02690.00450.00530.00710.03120.05120.00370.0037
(0.0, 1.0)0.00070.00470.00470.02530.00250.00710.00760.02940.05320.00340.0034
tot0.01910.01470.01470.14340.02630.01520.01580.16140.12420.05100.0510
+ +![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: 244.474s +> evaluate_bin_sld_bcts: 247.413s +> evaluate_bin_sld_vs: 244.215s +> evaluate_bin_cc: 241.585s +> evaluate_mul_sld: 86.372s +> evaluate_mul_sld_bcts: 89.262s +> evaluate_mul_sld_vs: 91.533s +> evaluate_mul_cc: 76.286s +> reference: 55.041s +> kfcv: 60.774s +> atc_mc: 61.594s +> atc_ne: 56.500s +> doc_feat: 52.465s +> tot: 249.760s + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
bin_SLDbin_SLD_bctsbin_SLD_vsbin_CCmul_SLDmul_SLD_bctsmul_SLD_vsmul_CCkfcvatc_mcatc_ne
(1.0, 0.0)0.00030.01050.01050.98520.00150.01470.00440.97810.92370.51350.5135
(0.95, 0.05)0.05620.04850.04850.40370.06570.04440.04800.39850.33600.10660.1066
(0.9, 0.1)0.03220.03880.03880.26330.06010.02890.02830.26020.19360.04760.0476
(0.85, 0.15)0.04170.04000.04000.19550.06910.02880.02520.19250.12430.03060.0306
(0.8, 0.2)0.05150.03690.03690.16110.06870.02500.01960.15890.08900.02350.0235
(0.75, 0.25)0.05540.03370.03370.13270.06790.02340.01770.13070.06000.01580.0158
(0.7, 0.3)0.05050.02800.02800.11770.05940.02160.01790.11600.04510.01470.0147
(0.65, 0.35)0.04980.02580.02580.10620.05420.02040.01600.10470.03280.01510.0151
(0.6, 0.4)0.04590.02250.02250.09380.04960.01850.01500.09270.02070.01050.0105
(0.55, 0.45)0.04200.01950.01950.08730.04470.01660.01260.08640.01430.01190.0119
(0.5, 0.5)0.03780.01690.01690.08000.03950.01460.01120.07880.00850.01150.0115
(0.45, 0.55)0.03370.01530.01530.07460.03630.01320.00850.07380.00680.01050.0105
(0.4, 0.6)0.03030.01540.01540.06980.03180.01330.00960.06880.00740.01070.0107
(0.35, 0.65)0.02490.01370.01370.06860.02690.01240.00950.06790.00790.01140.0114
(0.3, 0.7)0.01730.01170.01170.06450.02130.01050.00960.06360.01060.01030.0103
(0.25, 0.75)0.01360.01020.01020.06070.01700.00910.00910.06020.01400.00970.0097
(0.2, 0.8)0.00920.00860.00860.05840.01290.00760.00850.05790.01600.01170.0117
(0.15, 0.85)0.00620.00630.00630.05610.00900.00590.00830.05550.01820.01040.0104
(0.1, 0.9)0.00450.00600.00600.05470.00700.00550.00890.05390.01990.01170.0117
(0.05, 0.95)0.00380.00380.00380.05270.00460.00390.00850.05220.02180.01170.0117
(0.0, 1.0)0.00020.00210.00210.05210.00190.00530.00810.05150.02250.01280.0128
tot0.02890.01970.01970.15420.03570.01640.01450.15250.09490.04340.0434
+ +![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: 239.757s +> evaluate_bin_sld_bcts: 236.827s +> evaluate_bin_sld_vs: 235.348s +> evaluate_bin_cc: 233.573s +> evaluate_mul_sld: 77.761s +> evaluate_mul_sld_bcts: 88.907s +> evaluate_mul_sld_vs: 86.576s +> evaluate_mul_cc: 70.020s +> reference: 52.408s +> kfcv: 53.938s +> atc_mc: 63.368s +> atc_ne: 55.957s +> doc_feat: 44.423s +> tot: 241.021s + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
bin_SLDbin_SLD_bctsbin_SLD_vsbin_CCmul_SLDmul_SLD_bctsmul_SLD_vsmul_CCkfcvatc_mcatc_ne
(1.0, 0.0)0.00020.01250.01250.85580.00820.01460.01760.93690.91710.35640.3564
(0.95, 0.05)0.06860.05830.05830.22150.12370.04890.04890.26510.21460.05060.0506
(0.9, 0.1)0.08570.04970.04970.15070.11670.03290.03430.17810.11840.04600.0460
(0.85, 0.15)0.10390.04970.04960.12220.11380.03580.03630.14290.07990.03180.0318
(0.8, 0.2)0.10480.04530.04530.10830.10600.03580.03260.12760.06080.02540.0254
(0.75, 0.25)0.09500.04530.04530.09650.09960.03750.03170.11190.04410.01970.0197
(0.7, 0.3)0.07660.03710.03710.09100.08710.03260.02540.10570.03780.01740.0174
(0.65, 0.35)0.06680.03370.03370.08970.07730.03120.02330.10280.03320.01290.0129
(0.6, 0.4)0.05410.03160.03160.08460.07060.03010.02140.09650.02550.01180.0118
(0.55, 0.45)0.04410.02650.02650.08140.06080.02630.01660.09250.02180.00950.0095
(0.5, 0.5)0.03630.02560.02560.07820.05450.02530.01520.08890.01780.00880.0088
(0.45, 0.55)0.03060.02300.02290.07680.04960.02440.01320.08750.01560.00850.0085
(0.4, 0.6)0.02510.02140.02140.07400.04340.02280.01190.08420.01290.00780.0078
(0.35, 0.65)0.02020.01900.01900.07560.03750.02110.01140.08530.01370.00930.0093
(0.3, 0.7)0.01550.01600.01600.07410.03100.01870.00940.08310.01200.00900.0090
(0.25, 0.75)0.01160.01370.01370.07230.02400.01510.00780.08110.00970.00750.0075
(0.2, 0.8)0.00890.01240.01240.07190.02060.01460.00720.08000.00920.00660.0066
(0.15, 0.85)0.00610.01000.01000.07090.01620.01290.00620.07960.00820.00840.0084
(0.1, 0.9)0.00400.00760.00760.06970.01030.00930.00560.07790.00750.00780.0078
(0.05, 0.95)0.00330.00540.00540.06950.00730.00770.00480.07770.00640.00970.0097
(0.0, 1.0)0.00020.00170.00170.06970.00320.00350.00590.07770.00610.00900.0090
tot0.04100.02600.02600.12880.05530.02380.01840.14590.07960.03210.0321
+ +![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: 238.584s +> evaluate_bin_sld_bcts: 238.837s +> evaluate_bin_sld_vs: 236.583s +> evaluate_bin_cc: 232.282s +> evaluate_mul_sld: 83.428s +> evaluate_mul_sld_bcts: 85.497s +> evaluate_mul_sld_vs: 89.138s +> evaluate_mul_cc: 76.622s +> reference: 53.734s +> kfcv: 63.124s +> atc_mc: 54.173s +> atc_ne: 61.629s +> doc_feat: 45.672s +> tot: 241.289s + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
bin_SLDbin_SLD_bctsbin_SLD_vsbin_CCmul_SLDmul_SLD_bctsmul_SLD_vsmul_CCkfcvatc_mcatc_ne
(1.0, 0.0)0.00020.05420.05420.58090.03030.01930.07890.69710.89000.33010.3301
(0.95, 0.05)0.09360.05640.05640.06920.11070.06120.05510.12400.14180.05190.0519
(0.9, 0.1)0.09560.03830.03830.05640.10380.03410.04340.09890.08290.03060.0306
(0.85, 0.15)0.08150.03060.03060.06420.09950.02870.03880.09740.06410.02520.0252
(0.8, 0.2)0.06480.02630.02630.06730.08970.02750.03130.09640.05610.01900.0190
(0.75, 0.25)0.05460.02370.02370.06880.08180.02690.02920.09410.04570.01670.0167
(0.7, 0.3)0.04180.01870.01870.07110.06710.02320.02150.09550.04470.01320.0132
(0.65, 0.35)0.03420.01890.01890.07350.05680.02240.02000.09470.04320.01700.0170
(0.6, 0.4)0.02990.01770.01770.07560.05150.02280.01830.09530.03940.01410.0141
(0.55, 0.45)0.02310.01510.01510.07420.04490.02100.01560.09470.03700.01350.0135
(0.5, 0.5)0.01990.01410.01410.07460.03930.02000.01320.09360.03440.01530.0153
(0.45, 0.55)0.01760.01350.01350.07650.03620.02040.01220.09420.03270.01460.0146
(0.4, 0.6)0.01290.01070.01070.07390.03060.01830.00940.09140.02990.01420.0142
(0.35, 0.65)0.01070.01040.01040.07660.02620.01750.00950.09430.03270.01590.0159
(0.3, 0.7)0.00870.00910.00910.07720.02140.01560.00830.09400.03150.01450.0145
(0.25, 0.75)0.00650.00780.00780.07720.01660.01340.00700.09340.03100.01440.0144
(0.2, 0.8)0.00520.00710.00710.07680.01380.01240.00690.09340.02850.01570.0157
(0.15, 0.85)0.00420.00620.00620.07770.01040.01090.00700.09380.02950.01680.0168
(0.1, 0.9)0.00420.00540.00540.07700.00760.00860.00720.09310.02810.01550.0155
(0.05, 0.95)0.00450.00500.00500.07760.00590.00700.00740.09290.02680.01520.0152
(0.0, 1.0)0.00020.00370.00370.07860.00450.00400.01080.09380.02830.01770.0177
tot0.02920.01870.01870.09740.04520.02070.02150.12460.08470.03340.0334
+ +![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: 244.207s +> evaluate_bin_sld_bcts: 245.913s +> evaluate_bin_sld_vs: 242.218s +> evaluate_bin_cc: 242.116s +> evaluate_mul_sld: 86.684s +> evaluate_mul_sld_bcts: 90.521s +> evaluate_mul_sld_vs: 90.303s +> evaluate_mul_cc: 73.041s +> reference: 58.379s +> kfcv: 55.869s +> atc_mc: 56.553s +> atc_ne: 56.953s +> doc_feat: 50.007s +> tot: 248.314s + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
bin_SLDbin_SLD_bctsbin_SLD_vsbin_CCmul_SLDmul_SLD_bctsmul_SLD_vsmul_CCkfcvatc_mcatc_ne
(1.0, 0.0)0.00030.01410.01410.31270.17100.07720.07820.33820.82430.11590.1159
(0.95, 0.05)0.12410.06440.06440.03580.13180.05690.05790.04010.11710.13030.1303
(0.9, 0.1)0.06220.03970.03960.05240.09080.03490.03310.06610.09990.09160.0916
(0.85, 0.15)0.03900.03310.03300.06600.06310.02270.02580.07570.08880.07940.0794
(0.8, 0.2)0.03200.02780.02780.07860.05690.02360.02260.08600.08330.06730.0673
(0.75, 0.25)0.02130.02050.02050.08390.04850.02130.01920.09050.08110.06230.0623
(0.7, 0.3)0.01550.01940.01940.08810.03640.01830.01590.09520.08420.05920.0592
(0.65, 0.35)0.01210.01520.01520.09330.02900.01620.01330.09800.08780.05180.0518
(0.6, 0.4)0.01150.01520.01520.09670.02440.01600.01230.10150.08590.05360.0536
(0.55, 0.45)0.00970.01520.01520.09640.01960.01370.01250.10030.08060.05100.0510
(0.5, 0.5)0.00810.01400.01400.09650.01580.01260.01140.10090.08190.05180.0518
(0.45, 0.55)0.00770.01240.01240.09800.01390.01270.01060.10170.08110.05330.0533
(0.4, 0.6)0.00840.01250.01250.09700.01120.01050.01120.10100.07830.05060.0506
(0.35, 0.65)0.00870.01350.01350.10080.00980.01000.01230.10340.08090.04800.0480
(0.3, 0.7)0.00940.01100.01100.10180.01060.01050.01190.10480.08140.04530.0453
(0.25, 0.75)0.01040.01210.01210.10250.01010.00900.01440.10570.08040.04280.0428
(0.2, 0.8)0.01240.01150.01150.10090.00990.00770.01520.10390.07930.04720.0472
(0.15, 0.85)0.01340.01310.01310.10250.01050.00680.01810.10500.07900.04610.0461
(0.1, 0.9)0.01460.01330.01330.10200.01110.00670.01990.10550.07930.04390.0439
(0.05, 0.95)0.01460.01330.01320.10190.01080.00590.02210.10420.07850.04680.0468
(0.0, 1.0)0.00080.00930.00930.10360.00630.00410.02430.10620.08010.04250.0425
tot0.02080.01910.01910.10050.03770.01890.02200.10640.11970.06100.0610
+ +![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: 215.995s +> evaluate_bin_cc: 207.407s +> evaluate_mul_sld: 64.949s +> evaluate_mul_cc: 59.848s +> reference: 48.239s +> kfcv: 48.412s +> atc_mc: 50.353s +> atc_ne: 48.807s +> doc_feat: 41.943s +> tot: 217.403s + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
bin_SLDbin_CCmul_SLDmul_CCkfcvatc_mcatc_ne
(1.0, 0.0)0.01550.05480.04690.01560.65190.00220.0022
(0.95, 0.05)0.22190.09210.08400.05420.22580.22530.2253
(0.9, 0.1)0.16630.12260.04590.03690.21950.19970.1997
(0.85, 0.15)0.15560.13040.03120.03000.22150.20180.2018
(0.8, 0.2)0.13680.13650.03270.03350.21560.19360.1936
(0.75, 0.25)0.10540.13820.03290.03540.21450.19430.1943
(0.7, 0.3)0.11810.14250.03790.03550.22180.18650.1865
(0.65, 0.35)0.09960.14720.04230.03990.21880.18490.1849
(0.6, 0.4)0.10310.14680.04950.03720.22310.18520.1852
(0.55, 0.45)0.08400.14710.05060.03640.21880.18240.1824
(0.5, 0.5)0.10910.14780.05460.03780.21960.18360.1836
(0.45, 0.55)0.08930.14800.05410.03960.22370.18010.1801
(0.4, 0.6)0.08010.14740.05880.03370.21740.18720.1872
(0.35, 0.65)0.10380.14950.06180.03530.21930.18710.1871
(0.3, 0.7)0.08100.15030.06160.03720.21890.18840.1884
(0.25, 0.75)0.08270.15100.06060.03750.21840.18290.1829
(0.2, 0.8)0.07460.15000.06160.03850.22040.18400.1840
(0.15, 0.85)0.07540.15110.06170.03800.21820.18160.1816
(0.1, 0.9)0.06130.15120.05920.03890.21660.18180.1818
(0.05, 0.95)0.06960.15060.04760.03570.21540.18480.1848
(0.0, 1.0)0.04950.15270.02310.03660.21600.18500.1850
tot0.09920.13850.05040.03640.23980.18010.1801
+ +![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) + +