diff --git a/out/rcv1_CCAT_all_bin_vs_atc/rcv1_CCAT_all_bin_vs_atc_acc.md b/out/rcv1_CCAT_all_bin_vs_atc/rcv1_CCAT_all_bin_vs_atc_acc.md deleted file mode 100644 index df5828a..0000000 --- a/out/rcv1_CCAT_all_bin_vs_atc/rcv1_CCAT_all_bin_vs_atc_acc.md +++ /dev/null @@ -1,2408 +0,0 @@ -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_SLDbin_SLD_nbvsbin_SLD_bctsbin_SLD_tsbin_SLD_vsbin_CCatc_mcatc_ne
(1.0, 0.0)0.00040.14870.00550.14870.00550.36470.17040.1704
(0.95, 0.05)0.05010.17790.03840.17790.03840.34680.16140.1614
(0.9, 0.1)0.08870.16990.03990.16990.03990.32900.15280.1528
(0.85, 0.15)0.09260.15810.03900.15810.03900.30920.14260.1426
(0.8, 0.2)0.08870.14400.03570.14400.03570.29140.13340.1334
(0.75, 0.25)0.08790.13480.03660.13480.03660.27120.12170.1217
(0.7, 0.3)0.08250.12100.03340.12100.03340.25260.11310.1131
(0.65, 0.35)0.07780.11070.03190.11070.03190.23480.10400.1040
(0.6, 0.4)0.07270.09900.03030.09900.03030.21490.09430.0943
(0.55, 0.45)0.06370.08610.02610.08610.02610.19720.08470.0847
(0.5, 0.5)0.05690.07580.02380.07580.02380.17650.07490.0749
(0.45, 0.55)0.05270.06690.02390.06690.02390.15620.06220.0622
(0.4, 0.6)0.04180.05460.01880.05470.01880.13820.05410.0541
(0.35, 0.65)0.03920.04780.02060.04780.02060.11810.04220.0422
(0.3, 0.7)0.03130.03800.01820.03800.01820.09970.03340.0334
(0.25, 0.75)0.02310.02890.01520.02890.01520.08150.02390.0239
(0.2, 0.8)0.01840.01980.01460.01980.01460.06190.01680.0168
(0.15, 0.85)0.01270.01270.01290.01270.01290.04340.00900.0090
(0.1, 0.9)0.00840.00880.01190.00880.01190.02440.00700.0070
(0.05, 0.95)0.00600.00560.01120.00560.01120.00600.01340.0134
(0.0, 1.0)0.00480.00450.01250.00450.01250.01440.02430.0243
tot0.04760.08160.02380.08160.02380.17770.07810.0781
- -![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: 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_SLDbin_SLD_nbvsbin_SLD_bctsbin_SLD_tsbin_SLD_vsbin_CCatc_mcatc_ne
(1.0, 0.0)0.00190.00090.00260.00090.00260.17440.03110.0311
(0.95, 0.05)0.02610.00890.01250.00890.01250.16460.02740.0274
(0.9, 0.1)0.02330.00710.01000.00710.01000.15640.02670.0267
(0.85, 0.15)0.02070.00670.00910.00670.00910.14640.02270.0227
(0.8, 0.2)0.01610.00810.00760.00810.00760.13830.02140.0214
(0.75, 0.25)0.01620.00770.00820.00770.00820.12580.02010.0201
(0.7, 0.3)0.01340.00960.00950.00960.00950.11800.01780.0178
(0.65, 0.35)0.01290.01030.01020.01030.01020.10810.01960.0196
(0.6, 0.4)0.01080.01090.00930.01090.00930.09740.01680.0168
(0.55, 0.45)0.01040.01370.01020.01370.01020.08920.01470.0147
(0.5, 0.5)0.00810.01360.00790.01360.00790.07870.01360.0136
(0.45, 0.55)0.00820.01290.00860.01290.00860.06720.01110.0111
(0.4, 0.6)0.00740.01590.00840.01590.00840.05910.01100.0110
(0.35, 0.65)0.00870.01500.01010.01500.01010.04920.00970.0097
(0.3, 0.7)0.00790.01410.00910.01410.00910.03950.01060.0106
(0.25, 0.75)0.00980.01550.00910.01550.00910.03080.00910.0091
(0.2, 0.8)0.01200.01490.01010.01490.01010.02170.01000.0100
(0.15, 0.85)0.01410.01380.01040.01380.01040.01280.01040.0104
(0.1, 0.9)0.01540.01360.00990.01360.00990.00670.01080.0108
(0.05, 0.95)0.01570.01250.01070.01250.01070.00750.01300.0130
(0.0, 1.0)0.00550.00520.01150.00520.01150.01600.01470.0147
tot0.01260.01100.00930.01100.00930.08130.01630.0163
- -![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: 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_SLDbin_SLD_nbvsbin_SLD_bctsbin_SLD_tsbin_SLD_vsbin_CCatc_mcatc_ne
(1.0, 0.0)0.00070.00030.00520.00030.00510.12540.02380.0238
(0.95, 0.05)0.01840.00760.01410.00760.01410.11940.02220.0222
(0.9, 0.1)0.01670.00650.01340.00650.01340.11440.02160.0216
(0.85, 0.15)0.01490.00640.01410.00640.01410.10770.01970.0197
(0.8, 0.2)0.01120.00800.01150.00800.01140.10370.02060.0206
(0.75, 0.25)0.01110.00820.01350.00820.01350.09410.01600.0160
(0.7, 0.3)0.00980.01110.01400.01110.01390.09020.01600.0160
(0.65, 0.35)0.01020.01140.01320.01140.01320.08390.01490.0149
(0.6, 0.4)0.00860.01280.01390.01280.01390.07650.01220.0122
(0.55, 0.45)0.00950.01650.01390.01650.01390.07310.01230.0123
(0.5, 0.5)0.00940.01710.01400.01710.01400.06460.01110.0111
(0.45, 0.55)0.01020.01910.01430.01910.01430.05910.01020.0102
(0.4, 0.6)0.01300.02400.01180.02400.01180.05370.00960.0096
(0.35, 0.65)0.01380.02460.01480.02460.01480.04920.01000.0100
(0.3, 0.7)0.01340.02490.01210.02490.01200.04170.00800.0080
(0.25, 0.75)0.01470.02790.01320.02790.01310.03660.00700.0070
(0.2, 0.8)0.01580.02710.01440.02710.01430.03020.00710.0071
(0.15, 0.85)0.01470.02560.01530.02560.01520.02430.00760.0076
(0.1, 0.9)0.01270.01960.01300.01960.01300.01930.00620.0062
(0.05, 0.95)0.01080.01060.01240.01060.01240.01350.00630.0063
(0.0, 1.0)0.00510.00290.01260.00290.01260.01030.00590.0059
tot0.01160.01490.01310.01490.01300.06620.01280.0128
- -![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: 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_SLDbin_SLD_nbvsbin_SLD_bctsbin_SLD_tsbin_SLD_vsbin_CCatc_mcatc_ne
(1.0, 0.0)0.00070.00060.00470.00060.00470.09060.01060.0106
(0.95, 0.05)0.00500.00840.00840.00840.00840.08850.01010.0101
(0.9, 0.1)0.00570.01400.00950.01400.00950.08730.00920.0092
(0.85, 0.15)0.00840.01960.01000.01960.01000.08360.00830.0083
(0.8, 0.2)0.01300.02620.01260.02620.01260.08390.00890.0089
(0.75, 0.25)0.01580.02950.01180.02950.01190.07930.00900.0090
(0.7, 0.3)0.01860.03400.01280.03400.01280.07870.00840.0084
(0.65, 0.35)0.02080.03740.01280.03740.01280.07560.00840.0084
(0.6, 0.4)0.02390.04160.01340.04160.01340.07280.00820.0082
(0.55, 0.45)0.02730.04670.01260.04670.01260.07230.00860.0086
(0.5, 0.5)0.02670.04790.01470.04790.01470.06780.00850.0085
(0.45, 0.55)0.02830.05140.01130.05140.01130.06510.00850.0085
(0.4, 0.6)0.02960.05560.01170.05560.01170.06360.00720.0072
(0.35, 0.65)0.02730.05670.01130.05670.01130.06280.00790.0079
(0.3, 0.7)0.02350.05200.01250.05200.01250.05920.00760.0076
(0.25, 0.75)0.02080.04710.01120.04710.01120.05730.00750.0075
(0.2, 0.8)0.01830.04090.01130.04090.01130.05580.00660.0066
(0.15, 0.85)0.01270.03140.01110.03140.01110.05350.00700.0070
(0.1, 0.9)0.00920.02000.01160.02000.01160.05040.00780.0078
(0.05, 0.95)0.00760.00960.00970.00960.00970.05010.00710.0071
(0.0, 1.0)0.00130.00060.00870.00060.00870.04950.00710.0071
tot0.01640.03200.01110.03200.01110.06890.00820.0082
- -![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: 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_SLDbin_SLD_nbvsbin_SLD_bctsbin_SLD_tsbin_SLD_vsbin_CCatc_mcatc_ne
(1.0, 0.0)0.00070.00040.00240.00040.00240.06010.00880.0088
(0.95, 0.05)0.00550.00890.00740.00890.00740.06150.00800.0080
(0.9, 0.1)0.00830.01840.00990.01840.00990.06460.00820.0082
(0.85, 0.15)0.01540.02860.01410.02860.01410.06590.00770.0077
(0.8, 0.2)0.02350.03910.01670.03910.01670.06930.00830.0083
(0.75, 0.25)0.02980.04720.01820.04720.01820.06900.00660.0066
(0.7, 0.3)0.03190.05390.01770.05390.01770.07220.00820.0082
(0.65, 0.35)0.03570.06110.01890.06110.01890.07470.01030.0103
(0.6, 0.4)0.03680.06410.01850.06410.01850.07460.00850.0085
(0.55, 0.45)0.03730.06650.01750.06650.01750.07760.01100.0110
(0.5, 0.5)0.03690.06420.01690.06420.01690.07840.01220.0122
(0.45, 0.55)0.03580.06070.01660.06070.01650.07990.01250.0125
(0.4, 0.6)0.03500.05700.01810.05700.01810.08140.01440.0144
(0.35, 0.65)0.03090.05230.01740.05230.01740.08610.01680.0168
(0.3, 0.7)0.02300.04200.01570.04200.01570.08680.01640.0164
(0.25, 0.75)0.01940.03620.01490.03620.01490.08740.01700.0170
(0.2, 0.8)0.01390.02940.01320.02940.01320.08960.02110.0211
(0.15, 0.85)0.01020.02130.01040.02130.01040.09130.02050.0205
(0.1, 0.9)0.00810.01410.01030.01410.01030.09390.02390.0239
(0.05, 0.95)0.00750.00710.00700.00710.00700.09540.02530.0253
(0.0, 1.0)0.00040.00050.00380.00050.00380.09910.02890.0289
tot0.02120.03680.01360.03680.01360.07900.01400.0140
- -![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: 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_SLDbin_SLD_nbvsbin_SLD_bctsbin_SLD_tsbin_SLD_vsbin_CCatc_mcatc_ne
(1.0, 0.0)0.00050.00030.00190.00030.00190.01950.01900.0190
(0.95, 0.05)0.00790.01410.00730.01410.00730.02410.01660.0166
(0.9, 0.1)0.01920.02920.01140.02920.01140.03060.01470.0147
(0.85, 0.15)0.03190.04340.01570.04340.01570.03620.01170.0117
(0.8, 0.2)0.04120.05250.01830.05250.01830.04220.01050.0105
(0.75, 0.25)0.04580.05670.02220.05670.02220.04650.00890.0089
(0.7, 0.3)0.04380.05730.02150.05730.02150.05230.00850.0085
(0.65, 0.35)0.04440.05970.02290.05970.02290.05990.00760.0076
(0.6, 0.4)0.04100.05730.02430.05730.02430.06430.00790.0079
(0.55, 0.45)0.03740.05420.02280.05420.02280.06950.00730.0073
(0.5, 0.5)0.03420.05130.02440.05130.02440.07400.00810.0081
(0.45, 0.55)0.03180.04920.02420.04920.02420.07980.00990.0099
(0.4, 0.6)0.02840.04580.02450.04580.02450.08390.01120.0112
(0.35, 0.65)0.02480.04300.02360.04300.02360.09240.01560.0156
(0.3, 0.7)0.02050.03850.02150.03850.02150.09750.01680.0168
(0.25, 0.75)0.01650.03370.01980.03370.01980.10190.01600.0160
(0.2, 0.8)0.01350.03040.01910.03040.01910.10800.01800.0180
(0.15, 0.85)0.01000.02420.01650.02420.01650.11310.02180.0218
(0.1, 0.9)0.00720.01860.01340.01860.01340.11770.02240.0224
(0.05, 0.95)0.00650.01210.01020.01210.01020.12380.02780.0278
(0.0, 1.0)0.00030.00220.00330.00220.00330.13040.02850.0285
tot0.02410.03680.01760.03680.01760.07460.01470.0147
- -![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: 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_SLDbin_SLD_nbvsbin_SLD_bctsbin_SLD_tsbin_SLD_vsbin_CCatc_mcatc_ne
(1.0, 0.0)0.00140.00080.00490.00080.00490.00710.01030.0103
(0.95, 0.05)0.00970.01750.00670.01750.00670.00500.00720.0072
(0.9, 0.1)0.01800.02580.00790.02580.00790.00880.00490.0049
(0.85, 0.15)0.02270.03060.00890.03060.00890.01700.00600.0060
(0.8, 0.2)0.02370.03170.01020.03170.01020.02450.00820.0082
(0.75, 0.25)0.02500.03410.01130.03410.01130.03200.01010.0101
(0.7, 0.3)0.02290.03330.01080.03330.01080.03980.01190.0119
(0.65, 0.35)0.02180.03330.01240.03330.01240.04810.01600.0160
(0.6, 0.4)0.02200.03450.01360.03450.01360.05660.01900.0190
(0.55, 0.45)0.01890.03260.01300.03260.01300.06260.02220.0222
(0.5, 0.5)0.01830.03250.01360.03250.01360.06990.02590.0259
(0.45, 0.55)0.01790.03310.01460.03310.01460.07880.02970.0297
(0.4, 0.6)0.01440.02940.01270.02940.01270.08320.03070.0307
(0.35, 0.65)0.01310.02850.01330.02850.01330.09320.03680.0368
(0.3, 0.7)0.01170.02730.01280.02730.01280.10110.04000.0400
(0.25, 0.75)0.00950.02430.01170.02430.01170.10840.04270.0427
(0.2, 0.8)0.00810.02120.01100.02120.01100.11500.04640.0464
(0.15, 0.85)0.00730.01820.01010.01820.01010.12350.05170.0517
(0.1, 0.9)0.00780.01340.00910.01340.00900.12970.05210.0521
(0.05, 0.95)0.00890.01030.00850.01030.00850.13790.05480.0548
(0.0, 1.0)0.00030.00190.00570.00190.00570.14680.06250.0625
tot0.01440.02450.01060.02450.01060.07090.02800.0280
- -![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: 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_SLDbin_SLD_nbvsbin_SLD_bctsbin_SLD_tsbin_SLD_vsbin_CCatc_mcatc_ne
(1.0, 0.0)0.00110.00100.00470.00100.00470.01210.00970.0097
(0.95, 0.05)0.00920.01160.00650.01160.00650.00400.00710.0071
(0.9, 0.1)0.01030.01430.00710.01430.00710.00910.00620.0062
(0.85, 0.15)0.01030.01680.00790.01680.00790.01830.00640.0064
(0.8, 0.2)0.01170.01880.00940.01880.00940.02940.00880.0088
(0.75, 0.25)0.01010.02050.00880.02050.00880.03960.00930.0093
(0.7, 0.3)0.00930.01960.00900.01960.00900.04990.01240.0124
(0.65, 0.35)0.00870.01980.00830.01980.00830.06160.01610.0161
(0.6, 0.4)0.00920.02090.00900.02080.00900.07290.01900.0190
(0.55, 0.45)0.00920.01970.01040.01970.01040.08170.02070.0207
(0.5, 0.5)0.00880.01840.01040.01840.01040.09100.02220.0222
(0.45, 0.55)0.00930.01850.01000.01850.01000.10160.02470.0247
(0.4, 0.6)0.01130.01490.01090.01490.01090.10970.02720.0272
(0.35, 0.65)0.01250.01620.01320.01620.01310.12320.03310.0331
(0.3, 0.7)0.01460.01380.01140.01380.01130.13400.03840.0384
(0.25, 0.75)0.01700.01160.01330.01160.01330.14440.04250.0425
(0.2, 0.8)0.02160.00850.01350.00850.01340.15200.04070.0407
(0.15, 0.85)0.02470.00720.01620.00720.01610.16360.04470.0447
(0.1, 0.9)0.02830.00670.01800.00670.01790.17270.04920.0492
(0.05, 0.95)0.02970.00800.01930.00800.01930.18210.04920.0492
(0.0, 1.0)0.00090.00030.01160.00030.01150.19460.05710.0571
tot0.01280.01370.01090.01370.01090.09270.02590.0259
- -![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: 212.423s -> evaluate_bin_cc: 200.296s -> reference: 39.473s -> atc_mc: 41.699s -> atc_ne: 41.574s -> tot: 213.741s - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
bin_SLDbin_CCatc_mcatc_ne
(1.0, 0.0)0.00100.00620.00880.0088
(0.95, 0.05)0.00770.01080.00460.0046
(0.9, 0.1)0.01290.02780.00800.0080
(0.85, 0.15)0.01810.04420.01280.0128
(0.8, 0.2)0.02480.06070.01940.0194
(0.75, 0.25)0.02620.07670.02560.0256
(0.7, 0.3)0.03720.09490.03480.0348
(0.65, 0.35)0.04030.11320.04380.0438
(0.6, 0.4)0.05050.12970.05090.0509
(0.55, 0.45)0.05500.14550.05680.0568
(0.5, 0.5)0.07160.16250.06330.0633
(0.45, 0.55)0.07350.17980.07280.0728
(0.4, 0.6)0.07950.19410.07480.0748
(0.35, 0.65)0.09660.21300.08430.0843
(0.3, 0.7)0.09450.23030.09160.0916
(0.25, 0.75)0.10320.24740.10050.1005
(0.2, 0.8)0.10810.26300.10640.1064
(0.15, 0.85)0.11540.28040.11470.1147
(0.1, 0.9)0.10800.29670.12040.1204
(0.05, 0.95)0.08350.31170.12440.1244
(0.0, 1.0)0.03210.33180.13360.1336
tot0.05900.16290.06440.0644
- -![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/out/rcv1_CCAT_all_bin_vs_atc/rcv1_CCAT_all_bin_vs_atc_f1.md b/out/rcv1_CCAT_all_bin_vs_atc/rcv1_CCAT_all_bin_vs_atc_f1.md deleted file mode 100644 index 1f219c7..0000000 --- a/out/rcv1_CCAT_all_bin_vs_atc/rcv1_CCAT_all_bin_vs_atc_f1.md +++ /dev/null @@ -1,2408 +0,0 @@ -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_SLDbin_SLD_nbvsbin_SLD_bctsbin_SLD_tsbin_SLD_vsbin_CCatc_mcatc_ne
(1.0, 0.0)0.00000.00010.00000.00010.00000.60000.47450.4745
(0.95, 0.05)0.10940.08770.07190.08770.07190.52130.40160.4016
(0.9, 0.1)0.18070.08860.06830.08860.06830.45530.34320.3432
(0.85, 0.15)0.16950.08310.06070.08310.06070.39580.29090.2909
(0.8, 0.2)0.14580.07380.05050.07380.05050.34590.24700.2470
(0.75, 0.25)0.13070.07090.04760.07090.04760.30010.20760.2076
(0.7, 0.3)0.11120.06210.03990.06210.03990.26110.17590.1759
(0.65, 0.35)0.09550.05620.03510.05620.03510.22740.14870.1487
(0.6, 0.4)0.08180.05010.03110.05010.03110.19560.12390.1239
(0.55, 0.45)0.06580.04190.02480.04190.02480.16900.10270.1027
(0.5, 0.5)0.05410.03630.02100.03630.02100.14300.08420.0842
(0.45, 0.55)0.04650.03240.01990.03240.01990.11980.06590.0659
(0.4, 0.6)0.03420.02520.01460.02520.01460.10050.05300.0530
(0.35, 0.65)0.03000.02270.01520.02270.01520.08160.03920.0392
(0.3, 0.7)0.02240.01770.01270.01770.01270.06550.02900.0290
(0.25, 0.75)0.01560.01330.01000.01330.01000.05100.01960.0196
(0.2, 0.8)0.01160.00930.00910.00930.00910.03700.01250.0125
(0.15, 0.85)0.00750.00630.00760.00630.00760.02480.00610.0061
(0.1, 0.9)0.00470.00450.00670.00450.00670.01330.00360.0036
(0.05, 0.95)0.00320.00290.00600.00290.00600.00310.00690.0069
(0.0, 1.0)0.00240.00230.00630.00230.00630.00730.01230.0123
tot0.06300.03750.02660.03750.02660.19610.13560.1356
- -![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: 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_SLDbin_SLD_nbvsbin_SLD_bctsbin_SLD_tsbin_SLD_vsbin_CCatc_mcatc_ne
(1.0, 0.0)0.00010.00030.00020.00030.00020.58140.54590.5459
(0.95, 0.05)0.09330.03190.03850.03190.03840.44210.39410.3941
(0.9, 0.1)0.06820.02090.02710.02090.02700.34940.29540.2954
(0.85, 0.15)0.05010.01520.01890.01520.01890.27970.22060.2206
(0.8, 0.2)0.03370.01500.01430.01500.01430.22910.17010.1701
(0.75, 0.25)0.02960.01230.01360.01230.01360.18460.12770.1277
(0.7, 0.3)0.02150.01270.01200.01270.01190.15420.09940.0994
(0.65, 0.35)0.01840.01250.01230.01250.01230.12740.07740.0774
(0.6, 0.4)0.01410.01180.01010.01180.01010.10460.05630.0563
(0.55, 0.45)0.01140.01330.01010.01330.01010.08750.04400.0440
(0.5, 0.5)0.00830.01190.00730.01190.00730.07130.03230.0323
(0.45, 0.55)0.00780.01050.00730.01050.00730.05640.02060.0206
(0.4, 0.6)0.00600.01200.00640.01200.00640.04610.01520.0152
(0.35, 0.65)0.00660.01060.00740.01060.00740.03580.00980.0098
(0.3, 0.7)0.00540.00940.00610.00940.00610.02700.00720.0072
(0.25, 0.75)0.00620.00970.00590.00970.00590.01970.00560.0056
(0.2, 0.8)0.00700.00890.00610.00890.00610.01300.00490.0049
(0.15, 0.85)0.00780.00780.00600.00780.00600.00720.00530.0053
(0.1, 0.9)0.00810.00740.00550.00740.00550.00360.00550.0055
(0.05, 0.95)0.00810.00650.00570.00650.00570.00410.00680.0068
(0.0, 1.0)0.00280.00270.00590.00270.00590.00840.00760.0076
tot0.01970.01160.01080.01160.01080.13490.10250.1025
- -![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: 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_SLDbin_SLD_nbvsbin_SLD_bctsbin_SLD_tsbin_SLD_vsbin_CCatc_mcatc_ne
(1.0, 0.0)0.00010.00020.00020.00020.00020.72110.57490.5749
(0.95, 0.05)0.11190.04790.05540.04790.05540.46760.33360.3336
(0.9, 0.1)0.07430.02860.04110.02860.04100.33590.21630.2163
(0.85, 0.15)0.05130.01940.03320.01940.03310.25160.14500.1450
(0.8, 0.2)0.03240.01600.02330.01600.02330.20040.10550.1055
(0.75, 0.25)0.02660.01360.02260.01360.02260.15580.07030.0703
(0.7, 0.3)0.01900.01510.01990.01510.01990.12950.05490.0549
(0.65, 0.35)0.01750.01310.01790.01310.01790.10640.04030.0403
(0.6, 0.4)0.01240.01310.01640.01310.01630.08700.02790.0279
(0.55, 0.45)0.01050.01540.01450.01540.01440.07510.02250.0225
(0.5, 0.5)0.00930.01470.01330.01470.01330.06060.01650.0165
(0.45, 0.55)0.00900.01530.01270.01530.01260.05100.01200.0120
(0.4, 0.6)0.00950.01840.00970.01840.00970.04280.00950.0095
(0.35, 0.65)0.00980.01750.01120.01750.01120.03650.00890.0089
(0.3, 0.7)0.00910.01680.00880.01680.00880.02880.00600.0060
(0.25, 0.75)0.00930.01790.00880.01790.00880.02370.00470.0047
(0.2, 0.8)0.00960.01650.00910.01650.00910.01840.00440.0044
(0.15, 0.85)0.00860.01480.00910.01480.00910.01390.00450.0045
(0.1, 0.9)0.00700.01090.00740.01090.00740.01040.00360.0036
(0.05, 0.95)0.00570.00560.00680.00560.00670.00690.00350.0035
(0.0, 1.0)0.00260.00150.00660.00150.00660.00500.00320.0032
tot0.02120.01580.01660.01580.01650.13470.07940.0794
- -![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: 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_SLDbin_SLD_nbvsbin_SLD_bctsbin_SLD_tsbin_SLD_vsbin_CCatc_mcatc_ne
(1.0, 0.0)0.00030.00740.01580.00740.01580.86450.53100.5310
(0.95, 0.05)0.04310.04990.03990.04990.03990.45880.20440.2044
(0.9, 0.1)0.02500.04910.03150.04910.03150.30670.10450.1045
(0.85, 0.15)0.02250.05120.02480.05120.02480.22270.05710.0571
(0.8, 0.2)0.02500.05470.02520.05470.02520.17880.04070.0407
(0.75, 0.25)0.02550.05140.01950.05140.01950.14160.02280.0228
(0.7, 0.3)0.02570.05070.01850.05070.01850.12030.01960.0196
(0.65, 0.35)0.02570.04890.01620.04890.01620.10130.01250.0125
(0.6, 0.4)0.02680.04860.01510.04860.01510.08680.01000.0100
(0.55, 0.45)0.02790.04930.01330.04930.01330.07740.01010.0101
(0.5, 0.5)0.02520.04620.01410.04620.01410.06610.00810.0081
(0.45, 0.55)0.02470.04560.01000.04560.01000.05820.00760.0076
(0.4, 0.6)0.02420.04570.00960.04570.00960.05240.00600.0060
(0.35, 0.65)0.02060.04340.00870.04340.00870.04810.00600.0060
(0.3, 0.7)0.01670.03720.00900.03720.00900.04230.00550.0055
(0.25, 0.75)0.01390.03170.00750.03170.00750.03840.00510.0051
(0.2, 0.8)0.01160.02600.00720.02600.00720.03520.00420.0042
(0.15, 0.85)0.00760.01880.00680.01880.00680.03180.00420.0042
(0.1, 0.9)0.00510.01140.00680.01140.00680.02840.00450.0045
(0.05, 0.95)0.00390.00520.00530.00520.00530.02690.00370.0037
(0.0, 1.0)0.00070.00030.00470.00030.00470.02530.00340.0034
tot0.01910.03680.01470.03680.01470.14340.05100.0510
- -![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: 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_SLDbin_SLD_nbvsbin_SLD_bctsbin_SLD_tsbin_SLD_vsbin_CCatc_mcatc_ne
(1.0, 0.0)0.00030.00270.01050.00270.01050.98520.51350.5135
(0.95, 0.05)0.05620.06360.04850.06360.04850.40370.10660.1066
(0.9, 0.1)0.03220.07330.03880.07330.03880.26330.04760.0476
(0.85, 0.15)0.04170.08400.04000.08400.04000.19550.03060.0306
(0.8, 0.2)0.05150.09050.03690.09050.03690.16110.02350.0235
(0.75, 0.25)0.05540.09050.03370.09050.03370.13270.01580.0158
(0.7, 0.3)0.05050.08740.02800.08740.02800.11770.01470.0147
(0.65, 0.35)0.04980.08670.02580.08670.02580.10620.01510.0151
(0.6, 0.4)0.04590.08040.02250.08040.02250.09380.01050.0105
(0.55, 0.45)0.04200.07480.01950.07480.01950.08730.01190.0119
(0.5, 0.5)0.03780.06550.01690.06550.01690.08000.01150.0115
(0.45, 0.55)0.03370.05660.01530.05660.01530.07460.01050.0105
(0.4, 0.6)0.03030.04880.01540.04880.01540.06980.01070.0107
(0.35, 0.65)0.02490.04150.01370.04150.01370.06860.01140.0114
(0.3, 0.7)0.01730.03110.01170.03110.01170.06450.01030.0103
(0.25, 0.75)0.01360.02500.01020.02500.01020.06070.00970.0097
(0.2, 0.8)0.00920.01910.00860.01910.00860.05840.01170.0117
(0.15, 0.85)0.00620.01300.00630.01300.00630.05610.01040.0104
(0.1, 0.9)0.00450.00810.00600.00810.00600.05470.01170.0117
(0.05, 0.95)0.00380.00390.00380.00390.00380.05270.01170.0117
(0.0, 1.0)0.00020.00030.00210.00030.00210.05210.01280.0128
tot0.02890.04980.01970.04980.01970.15420.04340.0434
- -![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: 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_SLDbin_SLD_nbvsbin_SLD_bctsbin_SLD_tsbin_SLD_vsbin_CCatc_mcatc_ne
(1.0, 0.0)0.00020.00030.01250.00030.01250.85580.35640.3564
(0.95, 0.05)0.06860.11480.05830.11480.05830.22150.05060.0506
(0.9, 0.1)0.08570.13770.04970.13770.04970.15070.04600.0460
(0.85, 0.15)0.10390.14400.04970.14400.04960.12220.03180.0318
(0.8, 0.2)0.10480.13390.04530.13390.04530.10830.02540.0254
(0.75, 0.25)0.09500.11780.04530.11780.04530.09650.01970.0197
(0.7, 0.3)0.07660.09980.03710.09980.03710.09100.01740.0174
(0.65, 0.35)0.06680.08960.03370.08960.03370.08970.01290.0129
(0.6, 0.4)0.05410.07530.03160.07530.03160.08460.01180.0118
(0.55, 0.45)0.04410.06330.02650.06330.02650.08140.00950.0095
(0.5, 0.5)0.03630.05380.02560.05380.02560.07820.00880.0088
(0.45, 0.55)0.03060.04680.02300.04680.02290.07680.00850.0085
(0.4, 0.6)0.02510.03990.02140.03990.02140.07400.00780.0078
(0.35, 0.65)0.02020.03460.01900.03460.01900.07560.00930.0093
(0.3, 0.7)0.01550.02860.01600.02860.01600.07410.00900.0090
(0.25, 0.75)0.01160.02330.01370.02330.01370.07230.00750.0075
(0.2, 0.8)0.00890.01970.01240.01970.01240.07190.00660.0066
(0.15, 0.85)0.00610.01470.01000.01470.01000.07090.00840.0084
(0.1, 0.9)0.00400.01060.00760.01060.00760.06970.00780.0078
(0.05, 0.95)0.00330.00650.00540.00650.00540.06950.00970.0097
(0.0, 1.0)0.00020.00110.00170.00110.00170.06970.00900.0090
tot0.04100.05980.02600.05980.02600.12880.03210.0321
- -![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: 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_SLDbin_SLD_nbvsbin_SLD_bctsbin_SLD_tsbin_SLD_vsbin_CCatc_mcatc_ne
(1.0, 0.0)0.00020.00190.05420.00190.05420.58090.33010.3301
(0.95, 0.05)0.09360.17260.05640.17260.05640.06920.05190.0519
(0.9, 0.1)0.09560.13770.03830.13770.03830.05640.03060.0306
(0.85, 0.15)0.08150.11000.03060.11000.03060.06420.02520.0252
(0.8, 0.2)0.06480.08600.02630.08600.02630.06730.01900.0190
(0.75, 0.25)0.05460.07340.02370.07340.02370.06880.01670.0167
(0.7, 0.3)0.04180.05970.01870.05970.01870.07110.01320.0132
(0.65, 0.35)0.03420.05120.01890.05120.01890.07350.01700.0170
(0.6, 0.4)0.02990.04610.01770.04610.01770.07560.01410.0141
(0.55, 0.45)0.02310.03860.01510.03860.01510.07420.01350.0135
(0.5, 0.5)0.01990.03440.01410.03440.01410.07460.01530.0153
(0.45, 0.55)0.01760.03160.01350.03160.01350.07650.01460.0146
(0.4, 0.6)0.01290.02570.01070.02570.01070.07390.01420.0142
(0.35, 0.65)0.01070.02280.01040.02280.01040.07660.01590.0159
(0.3, 0.7)0.00870.02020.00910.02020.00910.07720.01450.0145
(0.25, 0.75)0.00650.01670.00780.01670.00780.07720.01440.0144
(0.2, 0.8)0.00520.01370.00710.01370.00710.07680.01570.0157
(0.15, 0.85)0.00420.01090.00620.01090.00620.07770.01680.0168
(0.1, 0.9)0.00420.00750.00540.00750.00540.07700.01550.0155
(0.05, 0.95)0.00450.00540.00500.00540.00500.07760.01520.0152
(0.0, 1.0)0.00020.00090.00370.00090.00370.07860.01770.0177
tot0.02920.04610.01870.04610.01870.09740.03340.0334
- -![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: 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_SLDbin_SLD_nbvsbin_SLD_bctsbin_SLD_tsbin_SLD_vsbin_CCatc_mcatc_ne
(1.0, 0.0)0.00030.00050.01410.00050.01410.31270.11590.1159
(0.95, 0.05)0.12410.13730.06440.13730.06440.03580.13030.1303
(0.9, 0.1)0.06220.07980.03970.07980.03960.05240.09160.0916
(0.85, 0.15)0.03900.06090.03310.06090.03300.06600.07940.0794
(0.8, 0.2)0.03200.05060.02780.05060.02780.07860.06730.0673
(0.75, 0.25)0.02130.04320.02050.04320.02050.08390.06230.0623
(0.7, 0.3)0.01550.03410.01940.03410.01940.08810.05920.0592
(0.65, 0.35)0.01210.02930.01520.02930.01520.09330.05180.0518
(0.6, 0.4)0.01150.02670.01520.02670.01520.09670.05360.0536
(0.55, 0.45)0.00970.02230.01520.02230.01520.09640.05100.0510
(0.5, 0.5)0.00810.01860.01400.01860.01400.09650.05180.0518
(0.45, 0.55)0.00770.01680.01240.01680.01240.09800.05330.0533
(0.4, 0.6)0.00840.01240.01250.01240.01250.09700.05060.0506
(0.35, 0.65)0.00870.01230.01350.01230.01350.10080.04800.0480
(0.3, 0.7)0.00940.00960.01100.00960.01100.10180.04530.0453
(0.25, 0.75)0.01040.00740.01210.00740.01210.10250.04280.0428
(0.2, 0.8)0.01240.00510.01150.00500.01150.10090.04720.0472
(0.15, 0.85)0.01340.00400.01310.00400.01310.10250.04610.0461
(0.1, 0.9)0.01460.00350.01330.00350.01330.10200.04390.0439
(0.05, 0.95)0.01460.00390.01330.00390.01320.10190.04680.0468
(0.0, 1.0)0.00080.00030.00930.00030.00930.10360.04250.0425
tot0.02080.02760.01910.02760.01910.10050.06100.0610
- -![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: 212.423s -> evaluate_bin_cc: 200.296s -> reference: 39.473s -> atc_mc: 41.699s -> atc_ne: 41.574s -> tot: 213.741s - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
bin_SLDbin_CCatc_mcatc_ne
(1.0, 0.0)0.01550.05480.00220.0022
(0.95, 0.05)0.22190.09210.22530.2253
(0.9, 0.1)0.16630.12260.19970.1997
(0.85, 0.15)0.15560.13040.20180.2018
(0.8, 0.2)0.13680.13650.19360.1936
(0.75, 0.25)0.10540.13820.19430.1943
(0.7, 0.3)0.11810.14250.18650.1865
(0.65, 0.35)0.09960.14720.18490.1849
(0.6, 0.4)0.10310.14680.18520.1852
(0.55, 0.45)0.08400.14710.18240.1824
(0.5, 0.5)0.10910.14780.18360.1836
(0.45, 0.55)0.08930.14800.18010.1801
(0.4, 0.6)0.08010.14740.18720.1872
(0.35, 0.65)0.10380.14950.18710.1871
(0.3, 0.7)0.08100.15030.18840.1884
(0.25, 0.75)0.08270.15100.18290.1829
(0.2, 0.8)0.07460.15000.18400.1840
(0.15, 0.85)0.07540.15110.18160.1816
(0.1, 0.9)0.06130.15120.18180.1818
(0.05, 0.95)0.06960.15060.18480.1848
(0.0, 1.0)0.04950.15270.18500.1850
tot0.09920.13850.18010.1801
- -![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) - - diff --git a/out/rcv1_CCAT_all_mul_vs_atc/rcv1_CCAT_all_mul_vs_atc_acc.md b/out/rcv1_CCAT_all_mul_vs_atc/rcv1_CCAT_all_mul_vs_atc_acc.md deleted file mode 100644 index 1127f53..0000000 --- a/out/rcv1_CCAT_all_mul_vs_atc/rcv1_CCAT_all_mul_vs_atc_acc.md +++ /dev/null @@ -1,2408 +0,0 @@ -rcv1_CCAT - -> train: [0.09996662 0.90003338] -> validation: [0.09996662 0.90003338] -> evaluate_mul_sld: 80.667s -> evaluate_mul_sld_nbvs: 85.070s -> evaluate_mul_sld_bcts: 84.600s -> evaluate_mul_sld_ts: 83.671s -> evaluate_mul_sld_vs: 81.712s -> evaluate_mul_cc: 71.627s -> reference: 57.055s -> atc_mc: 59.720s -> atc_ne: 57.966s -> tot: 91.101s - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
mul_SLDmul_SLD_nbvsmul_SLD_bctsmul_SLD_tsmul_SLD_vsmul_CCatc_mcatc_ne
(1.0, 0.0)0.03580.01410.01530.06290.00330.27970.17040.1704
(0.95, 0.05)0.09610.01560.04170.10210.03200.26710.16140.1614
(0.9, 0.1)0.12500.01980.04310.10000.03330.25120.15280.1528
(0.85, 0.15)0.12690.02120.04200.09310.03210.23650.14260.1426
(0.8, 0.2)0.11920.01960.03680.08140.02830.22430.13340.1334
(0.75, 0.25)0.11970.02330.04010.07950.03000.20580.12170.1217
(0.7, 0.3)0.11180.02170.03620.06970.02690.19370.11310.1131
(0.65, 0.35)0.10620.02190.03520.06320.02540.17810.10400.1040
(0.6, 0.4)0.09990.02150.03420.05710.02410.16400.09430.0943
(0.55, 0.45)0.08670.01820.02860.04550.01960.15040.08470.0847
(0.5, 0.5)0.07710.01730.02560.03770.01780.13410.07490.0749
(0.45, 0.55)0.07150.01870.02630.03380.01810.11890.06220.0622
(0.4, 0.6)0.05630.01420.02000.02240.01350.10350.05410.0541
(0.35, 0.65)0.05360.01780.02360.02240.01580.08880.04220.0422
(0.3, 0.7)0.04260.01640.02050.01580.01410.07380.03340.0334
(0.25, 0.75)0.03180.01320.01690.01190.01110.05910.02390.0239
(0.2, 0.8)0.02460.01380.01680.00920.01100.04540.01680.0168
(0.15, 0.85)0.01720.01300.01540.00840.01040.03140.00900.0090
(0.1, 0.9)0.01030.01140.01320.00770.00900.01660.00700.0070
(0.05, 0.95)0.00720.01150.01310.00630.00900.00390.01340.0134
(0.0, 1.0)0.00400.01210.01280.00330.01040.01370.02430.0243
tot0.06780.01700.02650.04440.01880.13520.07810.0781
- -![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_mul_sld: 83.645s -> evaluate_mul_sld_nbvs: 83.775s -> evaluate_mul_sld_bcts: 85.033s -> evaluate_mul_sld_ts: 82.535s -> evaluate_mul_sld_vs: 81.965s -> evaluate_mul_cc: 70.455s -> reference: 56.854s -> atc_mc: 59.091s -> atc_ne: 57.585s -> tot: 88.539s - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
mul_SLDmul_SLD_nbvsmul_SLD_bctsmul_SLD_tsmul_SLD_vsmul_CCatc_mcatc_ne
(1.0, 0.0)0.01620.00860.01630.00560.02700.16880.03110.0311
(0.95, 0.05)0.03930.00780.01410.00940.04260.16020.02740.0274
(0.9, 0.1)0.03400.00930.01180.01630.03700.15310.02670.0267
(0.85, 0.15)0.03200.00830.01050.02050.03370.14180.02270.0227
(0.8, 0.2)0.02480.00830.00870.02760.02740.13430.02140.0214
(0.75, 0.25)0.02380.00930.01030.02970.02520.12310.02010.0201
(0.7, 0.3)0.02420.00940.01080.03290.02190.11520.01780.0178
(0.65, 0.35)0.02120.01020.01130.03360.01960.10660.01960.0196
(0.6, 0.4)0.01930.00970.01030.03620.01640.09610.01680.0168
(0.55, 0.45)0.01640.00990.01000.03820.01350.08770.01470.0147
(0.5, 0.5)0.01520.00980.00980.03910.01080.07870.01360.0136
(0.45, 0.55)0.01480.00880.00920.03810.01120.06730.01110.0111
(0.4, 0.6)0.01430.00960.00940.04040.00900.05890.01100.0110
(0.35, 0.65)0.01540.00930.00950.03930.00940.05010.00970.0097
(0.3, 0.7)0.01310.00930.00970.03670.00850.04030.01060.0106
(0.25, 0.75)0.01240.00880.00890.03650.00840.03280.00910.0091
(0.2, 0.8)0.01160.00830.00990.03380.00840.02390.01000.0100
(0.15, 0.85)0.01110.00810.01050.03030.00870.01530.01040.0104
(0.1, 0.9)0.00990.00750.01110.02580.00890.00840.01080.0108
(0.05, 0.95)0.00840.00730.01190.01880.00830.00530.01300.0130
(0.0, 1.0)0.00580.01130.01410.00700.00510.01240.01470.0147
tot0.01820.00900.01090.02840.01720.08000.01630.0163
- -![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_mul_sld: 84.430s -> evaluate_mul_sld_nbvs: 85.444s -> evaluate_mul_sld_bcts: 87.873s -> evaluate_mul_sld_ts: 85.637s -> evaluate_mul_sld_vs: 84.555s -> evaluate_mul_cc: 72.330s -> reference: 57.756s -> atc_mc: 60.572s -> atc_ne: 58.677s -> tot: 91.275s - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
mul_SLDmul_SLD_nbvsmul_SLD_bctsmul_SLD_tsmul_SLD_vsmul_CCatc_mcatc_ne
(1.0, 0.0)0.00990.00660.01410.01760.02040.16790.02380.0238
(0.95, 0.05)0.01450.02230.01360.02400.03020.16000.02220.0222
(0.9, 0.1)0.01370.02400.01260.03110.02860.15380.02160.0216
(0.85, 0.15)0.01190.02260.01120.03850.02680.14710.01970.0197
(0.8, 0.2)0.00930.02130.00920.04420.02230.13980.02060.0206
(0.75, 0.25)0.01080.02240.01110.04630.02430.12860.01600.0160
(0.7, 0.3)0.01150.02050.01040.05080.02280.12310.01600.0160
(0.65, 0.35)0.01230.02180.01150.05170.02200.11640.01490.0149
(0.6, 0.4)0.01320.02030.01210.05450.02160.10750.01220.0122
(0.55, 0.45)0.01350.01850.01120.05680.01890.10100.01230.0123
(0.5, 0.5)0.01600.01890.01230.05650.01890.09200.01110.0111
(0.45, 0.55)0.01490.01790.01240.05720.01820.08400.01020.0102
(0.4, 0.6)0.01800.01490.01010.06010.01370.07750.00960.0096
(0.35, 0.65)0.01780.01560.01280.05870.01580.07130.01000.0100
(0.3, 0.7)0.01620.01410.01110.05580.01340.06210.00800.0080
(0.25, 0.75)0.01580.01480.01310.05400.01350.05490.00700.0070
(0.2, 0.8)0.01620.01400.01390.05040.01320.04760.00710.0071
(0.15, 0.85)0.01450.01300.01540.04640.01290.04050.00760.0076
(0.1, 0.9)0.01100.01210.01520.04070.01080.03360.00620.0062
(0.05, 0.95)0.00820.01180.01500.03140.00940.02560.00630.0063
(0.0, 1.0)0.00590.01620.01740.00990.01080.01990.00590.0059
tot0.01310.01730.01260.04460.01850.09310.01280.0128
- -![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_mul_sld: 83.508s -> evaluate_mul_sld_nbvs: 86.755s -> evaluate_mul_sld_bcts: 87.560s -> evaluate_mul_sld_ts: 86.070s -> evaluate_mul_sld_vs: 85.272s -> evaluate_mul_cc: 71.809s -> reference: 57.819s -> atc_mc: 60.630s -> atc_ne: 59.231s -> tot: 91.426s - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
mul_SLDmul_SLD_nbvsmul_SLD_bctsmul_SLD_tsmul_SLD_vsmul_CCatc_mcatc_ne
(1.0, 0.0)0.00640.00620.01060.01600.01370.10610.01060.0106
(0.95, 0.05)0.00910.00670.00740.03490.01670.10310.01010.0101
(0.9, 0.1)0.01340.00930.00730.04580.01280.10160.00920.0092
(0.85, 0.15)0.01800.01260.00790.05470.01420.09800.00830.0083
(0.8, 0.2)0.02350.01610.01020.06220.01160.09700.00890.0089
(0.75, 0.25)0.02610.01780.00990.06600.01390.09240.00900.0090
(0.7, 0.3)0.02880.02050.01090.07080.01440.09200.00840.0084
(0.65, 0.35)0.02900.02130.01070.07210.01430.08870.00840.0084
(0.6, 0.4)0.03200.02470.01170.07490.01320.08490.00820.0082
(0.55, 0.45)0.03310.02740.01120.07770.01300.08410.00860.0086
(0.5, 0.5)0.03170.02710.01210.07580.01560.07980.00850.0085
(0.45, 0.55)0.03130.02820.01000.07550.01320.07620.00850.0085
(0.4, 0.6)0.03350.03320.01040.07560.01250.07440.00720.0072
(0.35, 0.65)0.03060.03410.01050.07560.01210.07410.00790.0079
(0.3, 0.7)0.02600.03230.01120.07040.01490.06960.00760.0076
(0.25, 0.75)0.02300.03250.00990.06740.01410.06720.00750.0075
(0.2, 0.8)0.02000.03430.00980.06410.01320.06540.00660.0066
(0.15, 0.85)0.01490.03080.00990.05840.01380.06270.00700.0070
(0.1, 0.9)0.01070.02320.01080.04860.01580.05960.00780.0078
(0.05, 0.95)0.00840.01690.00940.03630.01250.05790.00710.0071
(0.0, 1.0)0.00480.00600.01310.01090.01400.05720.00710.0071
tot0.02160.02200.01020.05870.01380.08060.00820.0082
- -![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_mul_sld: 82.271s -> evaluate_mul_sld_nbvs: 87.111s -> evaluate_mul_sld_bcts: 87.864s -> evaluate_mul_sld_ts: 85.152s -> evaluate_mul_sld_vs: 84.956s -> evaluate_mul_cc: 72.398s -> reference: 57.877s -> atc_mc: 60.136s -> atc_ne: 59.105s -> tot: 91.401s - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
mul_SLDmul_SLD_nbvsmul_SLD_bctsmul_SLD_tsmul_SLD_vsmul_CCatc_mcatc_ne
(1.0, 0.0)0.00460.01280.01050.01040.00500.05920.00880.0088
(0.95, 0.05)0.00980.02850.00770.03280.00760.06040.00800.0080
(0.9, 0.1)0.01570.03990.00680.04460.00660.06360.00820.0082
(0.85, 0.15)0.02440.05100.00940.05560.00860.06480.00770.0077
(0.8, 0.2)0.03020.05780.01090.06210.00920.06830.00830.0083
(0.75, 0.25)0.03580.06200.01240.06600.00970.06780.00660.0066
(0.7, 0.3)0.03700.06460.01370.06980.01150.07110.00820.0082
(0.65, 0.35)0.03850.06650.01500.07340.01210.07370.01030.0103
(0.6, 0.4)0.03980.06520.01530.07370.01220.07370.00850.0085
(0.55, 0.45)0.03980.06540.01500.07680.01140.07670.01100.0110
(0.5, 0.5)0.03860.06160.01460.07730.01100.07730.01220.0122
(0.45, 0.55)0.03900.06150.01460.07870.00890.07900.01250.0125
(0.4, 0.6)0.03710.05700.01580.07740.01110.08020.01440.0144
(0.35, 0.65)0.03380.05500.01600.07940.01200.08530.01680.0168
(0.3, 0.7)0.02870.04860.01440.07510.01270.08570.01640.0164
(0.25, 0.75)0.02450.04270.01350.07090.01260.08670.01700.0170
(0.2, 0.8)0.01980.03690.01200.06630.01260.08880.02110.0211
(0.15, 0.85)0.01480.02960.01000.05780.01280.09030.02050.0205
(0.1, 0.9)0.01220.02180.00980.04870.01460.09270.02390.0239
(0.05, 0.95)0.00850.01290.00710.03610.01470.09460.02530.0253
(0.0, 1.0)0.00350.00680.00920.01270.01430.09790.02890.0289
tot0.02550.04510.01210.05930.01100.07800.01400.0140
- -![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_mul_sld: 80.470s -> evaluate_mul_sld_nbvs: 84.751s -> evaluate_mul_sld_bcts: 86.113s -> evaluate_mul_sld_ts: 84.612s -> evaluate_mul_sld_vs: 83.568s -> evaluate_mul_cc: 71.756s -> reference: 57.252s -> atc_mc: 59.949s -> atc_ne: 58.848s -> tot: 89.557s - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
mul_SLDmul_SLD_nbvsmul_SLD_bctsmul_SLD_tsmul_SLD_vsmul_CCatc_mcatc_ne
(1.0, 0.0)0.00340.00580.00780.00900.00310.02490.01900.0190
(0.95, 0.05)0.01540.02110.00600.03180.00570.03050.01660.0166
(0.9, 0.1)0.02540.02650.00700.04080.00830.03690.01470.0147
(0.85, 0.15)0.03480.02900.01090.04790.01200.04270.01170.0117
(0.8, 0.2)0.04190.03210.01430.05500.01410.04990.01050.0105
(0.75, 0.25)0.04830.03440.01830.05990.01660.05380.00890.0089
(0.7, 0.3)0.05020.03310.01900.06690.01580.06050.00850.0085
(0.65, 0.35)0.05170.03350.02120.07380.01680.06820.00760.0076
(0.6, 0.4)0.05370.03380.02330.07770.01730.07280.00790.0079
(0.55, 0.45)0.05190.03270.02290.08260.01530.07840.00730.0073
(0.5, 0.5)0.05160.03170.02440.08520.01530.08350.00810.0081
(0.45, 0.55)0.05150.03210.02600.08870.01480.09010.00990.0099
(0.4, 0.6)0.04910.03000.02650.08870.01460.09460.01120.0112
(0.35, 0.65)0.04590.02920.02670.08900.01490.10340.01560.0156
(0.3, 0.7)0.04090.02580.02560.08560.01320.10840.01680.0168
(0.25, 0.75)0.03380.02110.02250.07970.01150.11330.01600.0160
(0.2, 0.8)0.03080.01980.02320.07670.01130.11920.01800.0180
(0.15, 0.85)0.02570.01800.02180.07020.01020.12580.02180.0218
(0.1, 0.9)0.01720.01200.01720.05990.00920.13030.02240.0224
(0.05, 0.95)0.01270.01010.01500.04950.00840.13710.02780.0278
(0.0, 1.0)0.00550.00410.00670.02450.00970.14400.02850.0285
tot0.03530.02460.01840.06400.01230.08420.01470.0147
- -![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_mul_sld: 81.533s -> evaluate_mul_sld_nbvs: 86.971s -> evaluate_mul_sld_bcts: 87.396s -> evaluate_mul_sld_ts: 85.778s -> evaluate_mul_sld_vs: 84.898s -> evaluate_mul_cc: 72.777s -> reference: 58.110s -> atc_mc: 60.832s -> atc_ne: 59.018s -> tot: 91.337s - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
mul_SLDmul_SLD_nbvsmul_SLD_bctsmul_SLD_tsmul_SLD_vsmul_CCatc_mcatc_ne
(1.0, 0.0)0.00240.00720.01010.00430.00410.00470.01030.0103
(0.95, 0.05)0.01170.00920.00800.02270.00620.01010.00720.0072
(0.9, 0.1)0.02020.01130.00730.03270.00920.01750.00490.0049
(0.85, 0.15)0.02820.01380.00820.04330.01210.02660.00600.0060
(0.8, 0.2)0.03330.01590.01020.05220.01310.03520.00820.0082
(0.75, 0.25)0.03780.01840.01250.05890.01520.04320.01010.0101
(0.7, 0.3)0.03710.01820.01300.06410.01380.05260.01190.0119
(0.65, 0.35)0.03640.01840.01470.06700.01490.06080.01600.0160
(0.6, 0.4)0.03790.02040.01740.07130.01560.06990.01900.0190
(0.55, 0.45)0.03690.01960.01790.07230.01480.07810.02220.0222
(0.5, 0.5)0.03590.01950.01910.07320.01430.08580.02590.0259
(0.45, 0.55)0.03650.02150.02180.07580.01500.09490.02970.0297
(0.4, 0.6)0.03330.01990.02130.07430.01270.10060.03070.0307
(0.35, 0.65)0.03090.01970.02240.07430.01360.11210.03680.0368
(0.3, 0.7)0.02720.01800.02190.07160.01250.12040.04000.0400
(0.25, 0.75)0.02250.01570.02050.06730.01100.12810.04270.0427
(0.2, 0.8)0.01960.01470.02030.06480.01040.13660.04640.0464
(0.15, 0.85)0.01550.01300.01910.05940.00990.14580.05170.0517
(0.1, 0.9)0.01210.01070.01610.05170.01010.15310.05210.0521
(0.05, 0.95)0.01020.00920.01400.04370.01030.16140.05480.0548
(0.0, 1.0)0.00710.00540.00710.02430.01540.17130.06250.0625
tot0.02540.01520.01540.05570.01210.08610.02800.0280
- -![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_mul_sld: 80.936s -> evaluate_mul_sld_nbvs: 84.504s -> evaluate_mul_sld_bcts: 84.459s -> evaluate_mul_sld_ts: 83.197s -> evaluate_mul_sld_vs: 82.279s -> evaluate_mul_cc: 72.115s -> reference: 57.389s -> atc_mc: 59.886s -> atc_ne: 58.513s -> tot: 88.463s - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
mul_SLDmul_SLD_nbvsmul_SLD_bctsmul_SLD_tsmul_SLD_vsmul_CCatc_mcatc_ne
(1.0, 0.0)0.00190.00780.00780.00210.00290.00940.00970.0097
(0.95, 0.05)0.01170.00660.00680.01760.00600.00340.00710.0071
(0.9, 0.1)0.01640.00690.00680.02840.00730.01190.00620.0062
(0.85, 0.15)0.01780.00700.00670.03440.00860.02140.00640.0064
(0.8, 0.2)0.02080.00880.00880.04070.01050.03260.00880.0088
(0.75, 0.25)0.02180.00930.00940.04600.01090.04290.00930.0093
(0.7, 0.3)0.01970.01010.01020.04870.01090.05420.01240.0124
(0.65, 0.35)0.01780.01020.01050.05000.01060.06520.01610.0161
(0.6, 0.4)0.01730.01160.01180.05300.01130.07670.01900.0190
(0.55, 0.45)0.01550.01090.01180.05310.01070.08550.02070.0207
(0.5, 0.5)0.01350.01110.01180.05260.00950.09550.02220.0222
(0.45, 0.55)0.01350.01330.01350.05470.00970.10590.02470.0247
(0.4, 0.6)0.01100.01130.01190.05180.00870.11470.02720.0272
(0.35, 0.65)0.01130.01240.01280.05180.01050.12730.03310.0331
(0.3, 0.7)0.01260.01320.01370.04980.00870.13850.03840.0384
(0.25, 0.75)0.01360.01250.01280.04670.01060.14960.04250.0425
(0.2, 0.8)0.01560.01190.01150.04160.01100.15720.04070.0407
(0.15, 0.85)0.01820.01090.01030.03660.01410.16850.04470.0447
(0.1, 0.9)0.02090.01130.01040.03130.01780.17910.04920.0492
(0.05, 0.95)0.02230.01110.00920.02360.02290.18720.04920.0492
(0.0, 1.0)0.00820.01790.00550.01340.02850.20050.05710.0571
tot0.01530.01080.01020.03940.01150.09650.02590.0259
- -![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_mul_sld: 64.528s -> evaluate_mul_cc: 58.489s -> reference: 47.116s -> atc_mc: 48.881s -> atc_ne: 47.186s -> tot: 66.290s - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
mul_SLDmul_CCatc_mcatc_ne
(1.0, 0.0)0.00100.00610.00880.0088
(0.95, 0.05)0.00850.00760.00460.0046
(0.9, 0.1)0.00930.02080.00800.0080
(0.85, 0.15)0.00750.03320.01280.0128
(0.8, 0.2)0.01100.04650.01940.0194
(0.75, 0.25)0.01220.05880.02560.0256
(0.7, 0.3)0.01780.07360.03480.0348
(0.65, 0.35)0.02260.08920.04380.0438
(0.6, 0.4)0.03170.10130.05090.0509
(0.55, 0.45)0.03930.11330.05680.0568
(0.5, 0.5)0.04730.12700.06330.0633
(0.45, 0.55)0.05330.14160.07280.0728
(0.4, 0.6)0.06390.14990.07480.0748
(0.35, 0.65)0.07090.16570.08430.0843
(0.3, 0.7)0.07750.17920.09160.0916
(0.25, 0.75)0.08300.19300.10050.1005
(0.2, 0.8)0.09160.20550.10640.1064
(0.15, 0.85)0.09710.21850.11470.1147
(0.1, 0.9)0.09760.23170.12040.1204
(0.05, 0.95)0.07290.24110.12440.1244
(0.0, 1.0)0.01840.25700.13360.1336
tot0.04450.12670.06440.0644
- -![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/out/rcv1_CCAT_all_mul_vs_atc/rcv1_CCAT_all_mul_vs_atc_f1.md b/out/rcv1_CCAT_all_mul_vs_atc/rcv1_CCAT_all_mul_vs_atc_f1.md deleted file mode 100644 index d1a28c5..0000000 --- a/out/rcv1_CCAT_all_mul_vs_atc/rcv1_CCAT_all_mul_vs_atc_f1.md +++ /dev/null @@ -1,2408 +0,0 @@ -rcv1_CCAT - -> train: [0.09996662 0.90003338] -> validation: [0.09996662 0.90003338] -> evaluate_mul_sld: 80.667s -> evaluate_mul_sld_nbvs: 85.070s -> evaluate_mul_sld_bcts: 84.600s -> evaluate_mul_sld_ts: 83.671s -> evaluate_mul_sld_vs: 81.712s -> evaluate_mul_cc: 71.627s -> reference: 57.055s -> atc_mc: 59.720s -> atc_ne: 57.966s -> tot: 91.101s - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
mul_SLDmul_SLD_nbvsmul_SLD_bctsmul_SLD_tsmul_SLD_vsmul_CCatc_mcatc_ne
(1.0, 0.0)0.00000.00010.00000.00000.00000.56190.47450.4745
(0.95, 0.05)0.10900.05670.05020.07950.06290.48460.40160.4016
(0.9, 0.1)0.15360.05620.05010.07890.05920.41800.34320.3432
(0.85, 0.15)0.14910.05080.04610.07120.05180.36080.29090.2909
(0.8, 0.2)0.13260.04220.03880.05910.04190.31280.24700.2470
(0.75, 0.25)0.12450.04130.03970.05630.04000.26760.20760.2076
(0.7, 0.3)0.10910.03460.03400.04660.03290.23200.17590.1759
(0.65, 0.35)0.09750.03120.03140.04070.02860.19860.14870.1487
(0.6, 0.4)0.08620.02760.02880.03530.02510.17000.12390.1239
(0.55, 0.45)0.07070.02160.02310.02630.01910.14540.10270.1027
(0.5, 0.5)0.05960.01850.01980.02080.01610.12140.08420.0842
(0.45, 0.55)0.05260.01800.01960.01860.01530.10090.06590.0659
(0.4, 0.6)0.03920.01280.01420.01130.01060.08270.05300.0530
(0.35, 0.65)0.03570.01440.01600.01200.01170.06680.03920.0392
(0.3, 0.7)0.02710.01220.01350.00850.00990.05240.02900.0290
(0.25, 0.75)0.01930.00930.01070.00670.00740.03960.01960.0196
(0.2, 0.8)0.01430.00890.01010.00510.00690.02870.01250.0125
(0.15, 0.85)0.00960.00780.00890.00470.00610.01880.00610.0061
(0.1, 0.9)0.00560.00650.00730.00420.00510.00940.00360.0036
(0.05, 0.95)0.00380.00610.00690.00330.00480.00200.00690.0069
(0.0, 1.0)0.00200.00610.00650.00170.00520.00690.01230.0123
tot0.06200.02300.02270.02810.02190.17530.13560.1356
- -![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_mul_sld: 83.645s -> evaluate_mul_sld_nbvs: 83.775s -> evaluate_mul_sld_bcts: 85.033s -> evaluate_mul_sld_ts: 82.535s -> evaluate_mul_sld_vs: 81.965s -> evaluate_mul_cc: 70.455s -> reference: 56.854s -> atc_mc: 59.091s -> atc_ne: 57.585s -> tot: 88.539s - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
mul_SLDmul_SLD_nbvsmul_SLD_bctsmul_SLD_tsmul_SLD_vsmul_CCatc_mcatc_ne
(1.0, 0.0)0.00000.00060.00150.00320.00000.59510.54590.5459
(0.95, 0.05)0.08860.03910.01620.02380.06810.45200.39410.3941
(0.9, 0.1)0.06770.02900.01800.03490.05110.35710.29540.2954
(0.85, 0.15)0.05120.02000.01520.04000.04060.28400.22060.2206
(0.8, 0.2)0.03490.01500.01400.04530.02830.23220.17010.1701
(0.75, 0.25)0.03030.01480.01330.04150.02610.18760.12770.1277
(0.7, 0.3)0.02570.01310.01160.04160.02090.15590.09940.0994
(0.65, 0.35)0.02140.01280.01240.03800.01810.12950.07740.0774
(0.6, 0.4)0.01720.01050.01060.03700.01450.10620.05630.0563
(0.55, 0.45)0.01370.00970.00960.03600.01160.08860.04400.0440
(0.5, 0.5)0.01190.00860.00840.03410.00880.07290.03230.0323
(0.45, 0.55)0.01050.00760.00760.03070.00880.05770.02060.0206
(0.4, 0.6)0.00990.00730.00710.03050.00680.04700.01520.0152
(0.35, 0.65)0.00990.00670.00690.02770.00690.03710.00980.0098
(0.3, 0.7)0.00830.00630.00660.02440.00590.02800.00720.0072
(0.25, 0.75)0.00770.00570.00590.02300.00550.02140.00560.0056
(0.2, 0.8)0.00670.00510.00600.02030.00520.01460.00490.0049
(0.15, 0.85)0.00620.00470.00620.01730.00510.00880.00530.0053
(0.1, 0.9)0.00530.00420.00620.01410.00490.00460.00550.0055
(0.05, 0.95)0.00440.00400.00640.00980.00440.00290.00680.0068
(0.0, 1.0)0.00290.00580.00720.00350.00260.00640.00760.0076
tot0.02070.01100.00940.02750.01640.13760.10250.1025
- -![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_mul_sld: 84.430s -> evaluate_mul_sld_nbvs: 85.444s -> evaluate_mul_sld_bcts: 87.873s -> evaluate_mul_sld_ts: 85.637s -> evaluate_mul_sld_vs: 84.555s -> evaluate_mul_cc: 72.330s -> reference: 57.756s -> atc_mc: 60.572s -> atc_ne: 58.677s -> tot: 91.275s - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
mul_SLDmul_SLD_nbvsmul_SLD_bctsmul_SLD_tsmul_SLD_vsmul_CCatc_mcatc_ne
(1.0, 0.0)0.00000.00020.00180.00380.00000.84120.57490.5749
(0.95, 0.05)0.09270.08880.02700.05450.06760.56190.33360.3336
(0.9, 0.1)0.05920.07480.02510.06720.05730.41310.21630.2163
(0.85, 0.15)0.03670.05770.02070.07390.04640.31860.14500.1450
(0.8, 0.2)0.02300.04540.01570.07540.03450.25430.10550.1055
(0.75, 0.25)0.02050.04180.01680.06860.03420.20240.07030.0703
(0.7, 0.3)0.01690.03370.01450.06740.02860.16970.05490.0549
(0.65, 0.35)0.01600.03180.01480.06120.02620.14260.04030.0403
(0.6, 0.4)0.01490.02670.01390.05870.02330.11880.02790.0279
(0.55, 0.45)0.01350.02210.01180.05610.01860.10150.02250.0225
(0.5, 0.5)0.01450.02020.01190.05140.01740.08480.01650.0165
(0.45, 0.55)0.01230.01780.01120.04820.01570.07160.01200.0120
(0.4, 0.6)0.01380.01350.00850.04720.01100.06130.00950.0095
(0.35, 0.65)0.01300.01320.00990.04320.01200.05260.00890.0089
(0.3, 0.7)0.01120.01130.00830.03850.00970.04300.00600.0060
(0.25, 0.75)0.01020.01080.00910.03520.00910.03580.00470.0047
(0.2, 0.8)0.01000.00960.00900.03100.00840.02930.00440.0044
(0.15, 0.85)0.00850.00830.00940.02710.00770.02360.00450.0045
(0.1, 0.9)0.00610.00730.00880.02260.00620.01860.00360.0036
(0.05, 0.95)0.00430.00670.00820.01660.00510.01350.00350.0035
(0.0, 1.0)0.00310.00870.00910.00500.00560.01000.00320.0032
tot0.01910.02620.01270.04540.02120.16990.07940.0794
- -![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_mul_sld: 83.508s -> evaluate_mul_sld_nbvs: 86.755s -> evaluate_mul_sld_bcts: 87.560s -> evaluate_mul_sld_ts: 86.070s -> evaluate_mul_sld_vs: 85.272s -> evaluate_mul_cc: 71.809s -> reference: 57.819s -> atc_mc: 60.630s -> atc_ne: 59.231s -> tot: 91.426s - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
mul_SLDmul_SLD_nbvsmul_SLD_bctsmul_SLD_tsmul_SLD_vsmul_CCatc_mcatc_ne
(1.0, 0.0)0.00100.00420.03910.05700.00480.93750.53100.5310
(0.95, 0.05)0.04450.03700.04420.16350.04340.50830.20440.2044
(0.9, 0.1)0.04110.02930.03130.15150.03330.34450.10450.1045
(0.85, 0.15)0.04310.02950.02360.14000.02870.25400.05710.0571
(0.8, 0.2)0.04670.03050.02310.12900.02140.20260.04070.0407
(0.75, 0.25)0.04420.02820.01810.11530.02190.16270.02280.0228
(0.7, 0.3)0.04220.02780.01660.10630.02030.13890.01960.0196
(0.65, 0.35)0.03770.02570.01410.09550.01840.11790.01250.0125
(0.6, 0.4)0.03730.02710.01350.08850.01550.10060.01000.0100
(0.55, 0.45)0.03510.02740.01190.08280.01390.08970.01010.0101
(0.5, 0.5)0.03070.02470.01170.07350.01510.07760.00810.0081
(0.45, 0.55)0.02800.02390.00900.06740.01210.06810.00760.0076
(0.4, 0.6)0.02780.02640.00860.06230.01050.06140.00600.0060
(0.35, 0.65)0.02360.02520.00800.05810.00950.05680.00600.0060
(0.3, 0.7)0.01870.02240.00820.05050.01110.04990.00550.0055
(0.25, 0.75)0.01550.02120.00670.04540.00980.04520.00510.0051
(0.2, 0.8)0.01270.02120.00630.04060.00860.04140.00420.0042
(0.15, 0.85)0.00900.01800.00610.03490.00860.03750.00420.0042
(0.1, 0.9)0.00600.01280.00640.02760.00930.03380.00450.0045
(0.05, 0.95)0.00450.00890.00530.01950.00710.03120.00370.0037
(0.0, 1.0)0.00250.00320.00710.00550.00760.02940.00340.0034
tot0.02630.02260.01520.07690.01580.16140.05100.0510
- -![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_mul_sld: 82.271s -> evaluate_mul_sld_nbvs: 87.111s -> evaluate_mul_sld_bcts: 87.864s -> evaluate_mul_sld_ts: 85.152s -> evaluate_mul_sld_vs: 84.956s -> evaluate_mul_cc: 72.398s -> reference: 57.877s -> atc_mc: 60.136s -> atc_ne: 59.105s -> tot: 91.401s - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
mul_SLDmul_SLD_nbvsmul_SLD_bctsmul_SLD_tsmul_SLD_vsmul_CCatc_mcatc_ne
(1.0, 0.0)0.00150.01170.01470.06450.00440.97810.51350.5135
(0.95, 0.05)0.06570.17590.04440.21220.04800.39850.10660.1066
(0.9, 0.1)0.06010.16040.02890.18120.02830.26020.04760.0476
(0.85, 0.15)0.06910.15080.02880.16460.02520.19250.03060.0306
(0.8, 0.2)0.06870.13420.02500.14430.01960.15890.02350.0235
(0.75, 0.25)0.06790.11910.02340.12680.01770.13070.01580.0158
(0.7, 0.3)0.05940.10530.02160.11370.01790.11600.01470.0147
(0.65, 0.35)0.05420.09450.02040.10420.01600.10470.01510.0151
(0.6, 0.4)0.04960.08200.01850.09260.01500.09270.01050.0105
(0.55, 0.45)0.04470.07360.01660.08640.01260.08640.01190.0119
(0.5, 0.5)0.03950.06280.01460.07880.01120.07880.01150.0115
(0.45, 0.55)0.03630.05730.01320.07340.00850.07380.01050.0105
(0.4, 0.6)0.03180.04890.01330.06630.00960.06880.01070.0107
(0.35, 0.65)0.02690.04370.01240.06320.00950.06790.01140.0114
(0.3, 0.7)0.02130.03600.01050.05560.00960.06360.01030.0103
(0.25, 0.75)0.01700.02960.00910.04900.00910.06020.00970.0097
(0.2, 0.8)0.01290.02410.00760.04300.00850.05790.01170.0117
(0.15, 0.85)0.00900.01820.00590.03530.00830.05550.01040.0104
(0.1, 0.9)0.00700.01270.00550.02810.00890.05390.01170.0117
(0.05, 0.95)0.00460.00720.00390.01970.00850.05220.01170.0117
(0.0, 1.0)0.00190.00370.00530.00660.00810.05150.01280.0128
tot0.03570.06910.01640.08620.01450.15250.04340.0434
- -![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_mul_sld: 80.470s -> evaluate_mul_sld_nbvs: 84.751s -> evaluate_mul_sld_bcts: 86.113s -> evaluate_mul_sld_ts: 84.612s -> evaluate_mul_sld_vs: 83.568s -> evaluate_mul_cc: 71.756s -> reference: 57.252s -> atc_mc: 59.949s -> atc_ne: 58.848s -> tot: 89.557s - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
mul_SLDmul_SLD_nbvsmul_SLD_bctsmul_SLD_tsmul_SLD_vsmul_CCatc_mcatc_ne
(1.0, 0.0)0.00820.13400.01460.19190.01760.93690.35640.3564
(0.95, 0.05)0.12370.18950.04890.26780.04890.26510.05060.0506
(0.9, 0.1)0.11670.12970.03290.19420.03430.17810.04600.0460
(0.85, 0.15)0.11380.09820.03580.15910.03630.14290.03180.0318
(0.8, 0.2)0.10600.08300.03580.14030.03260.12760.02540.0254
(0.75, 0.25)0.09960.07170.03750.12440.03170.11190.01970.0197
(0.7, 0.3)0.08710.05820.03260.11700.02540.10570.01740.0174
(0.65, 0.35)0.07730.05060.03120.11140.02330.10280.01290.0129
(0.6, 0.4)0.07060.04480.03010.10330.02140.09650.01180.0118
(0.55, 0.45)0.06080.03860.02630.09780.01660.09250.00950.0095
(0.5, 0.5)0.05450.03370.02530.09090.01520.08890.00880.0088
(0.45, 0.55)0.04960.03100.02440.08630.01320.08750.00850.0085
(0.4, 0.6)0.04340.02660.02280.07900.01190.08420.00780.0078
(0.35, 0.65)0.03750.02390.02110.07330.01140.08530.00930.0093
(0.3, 0.7)0.03100.01950.01870.06540.00940.08310.00900.0090
(0.25, 0.75)0.02400.01490.01510.05680.00780.08110.00750.0075
(0.2, 0.8)0.02060.01320.01460.05110.00720.08000.00660.0066
(0.15, 0.85)0.01620.01130.01290.04410.00620.07960.00840.0084
(0.1, 0.9)0.01030.00700.00930.03540.00560.07790.00780.0078
(0.05, 0.95)0.00730.00560.00770.02780.00480.07770.00970.0097
(0.0, 1.0)0.00320.00230.00350.01320.00590.07770.00900.0090
tot0.05530.05180.02380.10150.01840.14590.03210.0321
- -![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_mul_sld: 81.533s -> evaluate_mul_sld_nbvs: 86.971s -> evaluate_mul_sld_bcts: 87.396s -> evaluate_mul_sld_ts: 85.778s -> evaluate_mul_sld_vs: 84.898s -> evaluate_mul_cc: 72.777s -> reference: 58.110s -> atc_mc: 60.832s -> atc_ne: 59.018s -> tot: 91.337s - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
mul_SLDmul_SLD_nbvsmul_SLD_bctsmul_SLD_tsmul_SLD_vsmul_CCatc_mcatc_ne
(1.0, 0.0)0.03030.41750.01930.32360.07890.69710.33010.3301
(0.95, 0.05)0.11070.08860.06120.22580.05510.12400.05190.0519
(0.9, 0.1)0.10380.06290.03410.17420.04340.09890.03060.0306
(0.85, 0.15)0.09950.05220.02870.15680.03880.09740.02520.0252
(0.8, 0.2)0.08970.04550.02750.14320.03130.09640.01900.0190
(0.75, 0.25)0.08180.04150.02690.13000.02920.09410.01670.0167
(0.7, 0.3)0.06710.03430.02320.11830.02150.09550.01320.0132
(0.65, 0.35)0.05680.02970.02240.10600.02000.09470.01700.0170
(0.6, 0.4)0.05150.02840.02280.09860.01830.09530.01410.0141
(0.55, 0.45)0.04490.02450.02100.08870.01560.09470.01350.0135
(0.5, 0.5)0.03930.02180.02000.08060.01320.09360.01530.0153
(0.45, 0.55)0.03620.02160.02040.07580.01220.09420.01460.0146
(0.4, 0.6)0.03060.01840.01830.06820.00940.09140.01420.0142
(0.35, 0.65)0.02620.01680.01750.06300.00950.09430.01590.0159
(0.3, 0.7)0.02140.01410.01560.05610.00830.09400.01450.0145
(0.25, 0.75)0.01660.01140.01340.04910.00700.09340.01440.0144
(0.2, 0.8)0.01380.01010.01240.04440.00690.09340.01570.0157
(0.15, 0.85)0.01040.00850.01090.03840.00700.09380.01680.0168
(0.1, 0.9)0.00760.00660.00860.03160.00720.09310.01550.0155
(0.05, 0.95)0.00590.00540.00700.02540.00740.09290.01520.0152
(0.0, 1.0)0.00450.00330.00400.01380.01080.09380.01770.0177
tot0.04520.04590.02070.10060.02150.12460.03340.0334
- -![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_mul_sld: 80.936s -> evaluate_mul_sld_nbvs: 84.504s -> evaluate_mul_sld_bcts: 84.459s -> evaluate_mul_sld_ts: 83.197s -> evaluate_mul_sld_vs: 82.279s -> evaluate_mul_cc: 72.115s -> reference: 57.389s -> atc_mc: 59.886s -> atc_ne: 58.513s -> tot: 88.463s - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
mul_SLDmul_SLD_nbvsmul_SLD_bctsmul_SLD_tsmul_SLD_vsmul_CCatc_mcatc_ne
(1.0, 0.0)0.17100.27720.07720.51080.07820.33820.11590.1159
(0.95, 0.05)0.13180.05120.05690.20740.05790.04010.13030.1303
(0.9, 0.1)0.09080.03580.03490.16740.03310.06610.09160.0916
(0.85, 0.15)0.06310.02420.02270.13380.02580.07570.07940.0794
(0.8, 0.2)0.05690.02600.02360.11830.02260.08600.06730.0673
(0.75, 0.25)0.04850.02380.02130.10640.01920.09050.06230.0623
(0.7, 0.3)0.03640.02130.01830.09380.01590.09520.05920.0592
(0.65, 0.35)0.02900.01840.01620.08190.01330.09800.05180.0518
(0.6, 0.4)0.02440.01940.01600.07570.01230.10150.05360.0536
(0.55, 0.45)0.01960.01610.01370.06720.01250.10030.05100.0510
(0.5, 0.5)0.01580.01530.01260.05990.01140.10090.05180.0518
(0.45, 0.55)0.01390.01650.01270.05650.01060.10170.05330.0533
(0.4, 0.6)0.01120.01410.01050.04930.01120.10100.05060.0506
(0.35, 0.65)0.00980.01390.01000.04510.01230.10340.04800.0480
(0.3, 0.7)0.01060.01340.01050.04030.01190.10480.04530.0453
(0.25, 0.75)0.01010.01240.00900.03540.01440.10570.04280.0428
(0.2, 0.8)0.00990.01130.00770.03000.01520.10390.04720.0472
(0.15, 0.85)0.01050.01020.00680.02490.01810.10500.04610.0461
(0.1, 0.9)0.01110.01000.00670.02070.01990.10550.04390.0439
(0.05, 0.95)0.01080.00980.00590.01530.02210.10420.04680.0468
(0.0, 1.0)0.00630.01370.00410.00920.02430.10620.04250.0425
tot0.03770.03120.01890.09280.02200.10640.06100.0610
- -![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_mul_sld: 64.528s -> evaluate_mul_cc: 58.489s -> reference: 47.116s -> atc_mc: 48.881s -> atc_ne: 47.186s -> tot: 66.290s - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
mul_SLDmul_CCatc_mcatc_ne
(1.0, 0.0)0.04690.01560.00220.0022
(0.95, 0.05)0.08400.05420.22530.2253
(0.9, 0.1)0.04590.03690.19970.1997
(0.85, 0.15)0.03120.03000.20180.2018
(0.8, 0.2)0.03270.03350.19360.1936
(0.75, 0.25)0.03290.03540.19430.1943
(0.7, 0.3)0.03790.03550.18650.1865
(0.65, 0.35)0.04230.03990.18490.1849
(0.6, 0.4)0.04950.03720.18520.1852
(0.55, 0.45)0.05060.03640.18240.1824
(0.5, 0.5)0.05460.03780.18360.1836
(0.45, 0.55)0.05410.03960.18010.1801
(0.4, 0.6)0.05880.03370.18720.1872
(0.35, 0.65)0.06180.03530.18710.1871
(0.3, 0.7)0.06160.03720.18840.1884
(0.25, 0.75)0.06060.03750.18290.1829
(0.2, 0.8)0.06160.03850.18400.1840
(0.15, 0.85)0.06170.03800.18160.1816
(0.1, 0.9)0.05920.03890.18180.1818
(0.05, 0.95)0.04760.03570.18480.1848
(0.0, 1.0)0.02310.03660.18500.1850
tot0.05040.03640.18010.1801
- -![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) - - diff --git a/out/rcv1_CCAT_best_our_vs_atc/rcv1_CCAT_best_our_vs_atc_acc.md b/out/rcv1_CCAT_best_our_vs_atc/rcv1_CCAT_best_our_vs_atc_acc.md deleted file mode 100644 index a075e6f..0000000 --- a/out/rcv1_CCAT_best_our_vs_atc/rcv1_CCAT_best_our_vs_atc_acc.md +++ /dev/null @@ -1,2840 +0,0 @@ -rcv1_CCAT - -> train: [0.09996662 0.90003338] -> validation: [0.09996662 0.90003338] -> evaluate_bin_sld: 258.627s -> evaluate_bin_sld_bcts: 255.748s -> evaluate_bin_sld_vs: 256.387s -> evaluate_bin_cc: 252.645s -> evaluate_mul_sld: 77.452s -> evaluate_mul_sld_bcts: 83.186s -> evaluate_mul_sld_vs: 82.065s -> evaluate_mul_cc: 69.467s -> reference: 53.997s -> atc_mc: 57.417s -> atc_ne: 57.316s -> tot: 263.605s - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
bin_SLDbin_SLD_bctsbin_SLD_vsbin_CCmul_SLDmul_SLD_bctsmul_SLD_vsmul_CCatc_mcatc_ne
(1.0, 0.0)0.00040.00550.00550.36470.03580.01530.00330.27970.17040.1704
(0.95, 0.05)0.05010.03840.03840.34680.09610.04170.03200.26710.16140.1614
(0.9, 0.1)0.08870.03990.03990.32900.12500.04310.03330.25120.15280.1528
(0.85, 0.15)0.09260.03900.03900.30920.12690.04200.03210.23650.14260.1426
(0.8, 0.2)0.08870.03570.03570.29140.11920.03680.02830.22430.13340.1334
(0.75, 0.25)0.08790.03660.03660.27120.11970.04010.03000.20580.12170.1217
(0.7, 0.3)0.08250.03340.03340.25260.11180.03620.02690.19370.11310.1131
(0.65, 0.35)0.07780.03190.03190.23480.10620.03520.02540.17810.10400.1040
(0.6, 0.4)0.07270.03030.03030.21490.09990.03420.02410.16400.09430.0943
(0.55, 0.45)0.06370.02610.02610.19720.08670.02860.01960.15040.08470.0847
(0.5, 0.5)0.05690.02380.02380.17650.07710.02560.01780.13410.07490.0749
(0.45, 0.55)0.05270.02390.02390.15620.07150.02630.01810.11890.06220.0622
(0.4, 0.6)0.04180.01880.01880.13820.05630.02000.01350.10350.05410.0541
(0.35, 0.65)0.03920.02060.02060.11810.05360.02360.01580.08880.04220.0422
(0.3, 0.7)0.03130.01820.01820.09970.04260.02050.01410.07380.03340.0334
(0.25, 0.75)0.02310.01520.01520.08150.03180.01690.01110.05910.02390.0239
(0.2, 0.8)0.01840.01460.01460.06190.02460.01680.01100.04540.01680.0168
(0.15, 0.85)0.01270.01290.01290.04340.01720.01540.01040.03140.00900.0090
(0.1, 0.9)0.00840.01190.01190.02440.01030.01320.00900.01660.00700.0070
(0.05, 0.95)0.00600.01120.01120.00600.00720.01310.00900.00390.01340.0134
(0.0, 1.0)0.00480.01250.01250.01440.00400.01280.01040.01370.02430.0243
tot0.04760.02380.02380.17770.06780.02650.01880.13520.07810.0781
- -![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: 249.753s -> evaluate_bin_sld_bcts: 246.217s -> evaluate_bin_sld_vs: 248.247s -> evaluate_bin_cc: 240.680s -> evaluate_mul_sld: 80.772s -> evaluate_mul_sld_bcts: 84.150s -> evaluate_mul_sld_vs: 81.179s -> evaluate_mul_cc: 68.649s -> reference: 53.439s -> atc_mc: 57.792s -> atc_ne: 56.689s -> tot: 251.684s - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
bin_SLDbin_SLD_bctsbin_SLD_vsbin_CCmul_SLDmul_SLD_bctsmul_SLD_vsmul_CCatc_mcatc_ne
(1.0, 0.0)0.00190.00260.00260.17440.01620.01630.02700.16880.03110.0311
(0.95, 0.05)0.02610.01250.01250.16460.03930.01410.04260.16020.02740.0274
(0.9, 0.1)0.02330.01000.01000.15640.03400.01180.03700.15310.02670.0267
(0.85, 0.15)0.02070.00910.00910.14640.03200.01050.03370.14180.02270.0227
(0.8, 0.2)0.01610.00760.00760.13830.02480.00870.02740.13430.02140.0214
(0.75, 0.25)0.01620.00820.00820.12580.02380.01030.02520.12310.02010.0201
(0.7, 0.3)0.01340.00950.00950.11800.02420.01080.02190.11520.01780.0178
(0.65, 0.35)0.01290.01020.01020.10810.02120.01130.01960.10660.01960.0196
(0.6, 0.4)0.01080.00930.00930.09740.01930.01030.01640.09610.01680.0168
(0.55, 0.45)0.01040.01020.01020.08920.01640.01000.01350.08770.01470.0147
(0.5, 0.5)0.00810.00790.00790.07870.01520.00980.01080.07870.01360.0136
(0.45, 0.55)0.00820.00860.00860.06720.01480.00920.01120.06730.01110.0111
(0.4, 0.6)0.00740.00840.00840.05910.01430.00940.00900.05890.01100.0110
(0.35, 0.65)0.00870.01010.01010.04920.01540.00950.00940.05010.00970.0097
(0.3, 0.7)0.00790.00910.00910.03950.01310.00970.00850.04030.01060.0106
(0.25, 0.75)0.00980.00910.00910.03080.01240.00890.00840.03280.00910.0091
(0.2, 0.8)0.01200.01010.01010.02170.01160.00990.00840.02390.01000.0100
(0.15, 0.85)0.01410.01040.01040.01280.01110.01050.00870.01530.01040.0104
(0.1, 0.9)0.01540.00990.00990.00670.00990.01110.00890.00840.01080.0108
(0.05, 0.95)0.01570.01070.01070.00750.00840.01190.00830.00530.01300.0130
(0.0, 1.0)0.00550.01150.01150.01600.00580.01410.00510.01240.01470.0147
tot0.01260.00930.00930.08130.01820.01090.01720.08000.01630.0163
- -![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: 249.281s -> evaluate_bin_sld_bcts: 249.181s -> evaluate_bin_sld_vs: 246.959s -> evaluate_bin_cc: 242.455s -> evaluate_mul_sld: 80.406s -> evaluate_mul_sld_bcts: 85.285s -> evaluate_mul_sld_vs: 82.413s -> evaluate_mul_cc: 69.119s -> reference: 53.585s -> atc_mc: 57.423s -> atc_ne: 56.021s -> tot: 251.594s - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
bin_SLDbin_SLD_bctsbin_SLD_vsbin_CCmul_SLDmul_SLD_bctsmul_SLD_vsmul_CCatc_mcatc_ne
(1.0, 0.0)0.00070.00520.00510.12540.00990.01410.02040.16790.02380.0238
(0.95, 0.05)0.01840.01410.01410.11940.01450.01360.03020.16000.02220.0222
(0.9, 0.1)0.01670.01340.01340.11440.01370.01260.02860.15380.02160.0216
(0.85, 0.15)0.01490.01410.01410.10770.01190.01120.02680.14710.01970.0197
(0.8, 0.2)0.01120.01150.01140.10370.00930.00920.02230.13980.02060.0206
(0.75, 0.25)0.01110.01350.01350.09410.01080.01110.02430.12860.01600.0160
(0.7, 0.3)0.00980.01400.01390.09020.01150.01040.02280.12310.01600.0160
(0.65, 0.35)0.01020.01320.01320.08390.01230.01150.02200.11640.01490.0149
(0.6, 0.4)0.00860.01390.01390.07650.01320.01210.02160.10750.01220.0122
(0.55, 0.45)0.00950.01390.01390.07310.01350.01120.01890.10100.01230.0123
(0.5, 0.5)0.00940.01400.01400.06460.01600.01230.01890.09200.01110.0111
(0.45, 0.55)0.01020.01430.01430.05910.01490.01240.01820.08400.01020.0102
(0.4, 0.6)0.01300.01180.01180.05370.01800.01010.01370.07750.00960.0096
(0.35, 0.65)0.01380.01480.01480.04920.01780.01280.01580.07130.01000.0100
(0.3, 0.7)0.01340.01210.01200.04170.01620.01110.01340.06210.00800.0080
(0.25, 0.75)0.01470.01320.01310.03660.01580.01310.01350.05490.00700.0070
(0.2, 0.8)0.01580.01440.01430.03020.01620.01390.01320.04760.00710.0071
(0.15, 0.85)0.01470.01530.01520.02430.01450.01540.01290.04050.00760.0076
(0.1, 0.9)0.01270.01300.01300.01930.01100.01520.01080.03360.00620.0062
(0.05, 0.95)0.01080.01240.01240.01350.00820.01500.00940.02560.00630.0063
(0.0, 1.0)0.00510.01260.01260.01030.00590.01740.01080.01990.00590.0059
tot0.01160.01310.01300.06620.01310.01260.01850.09310.01280.0128
- -![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: 240.635s -> evaluate_bin_sld_bcts: 240.768s -> evaluate_bin_sld_vs: 241.207s -> evaluate_bin_cc: 235.336s -> evaluate_mul_sld: 79.274s -> evaluate_mul_sld_bcts: 84.628s -> evaluate_mul_sld_vs: 81.549s -> evaluate_mul_cc: 68.404s -> reference: 53.547s -> atc_mc: 56.419s -> atc_ne: 55.827s -> tot: 244.553s - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
bin_SLDbin_SLD_bctsbin_SLD_vsbin_CCmul_SLDmul_SLD_bctsmul_SLD_vsmul_CCatc_mcatc_ne
(1.0, 0.0)0.00070.00470.00470.09060.00640.01060.01370.10610.01060.0106
(0.95, 0.05)0.00500.00840.00840.08850.00910.00740.01670.10310.01010.0101
(0.9, 0.1)0.00570.00950.00950.08730.01340.00730.01280.10160.00920.0092
(0.85, 0.15)0.00840.01000.01000.08360.01800.00790.01420.09800.00830.0083
(0.8, 0.2)0.01300.01260.01260.08390.02350.01020.01160.09700.00890.0089
(0.75, 0.25)0.01580.01180.01190.07930.02610.00990.01390.09240.00900.0090
(0.7, 0.3)0.01860.01280.01280.07870.02880.01090.01440.09200.00840.0084
(0.65, 0.35)0.02080.01280.01280.07560.02900.01070.01430.08870.00840.0084
(0.6, 0.4)0.02390.01340.01340.07280.03200.01170.01320.08490.00820.0082
(0.55, 0.45)0.02730.01260.01260.07230.03310.01120.01300.08410.00860.0086
(0.5, 0.5)0.02670.01470.01470.06780.03170.01210.01560.07980.00850.0085
(0.45, 0.55)0.02830.01130.01130.06510.03130.01000.01320.07620.00850.0085
(0.4, 0.6)0.02960.01170.01170.06360.03350.01040.01250.07440.00720.0072
(0.35, 0.65)0.02730.01130.01130.06280.03060.01050.01210.07410.00790.0079
(0.3, 0.7)0.02350.01250.01250.05920.02600.01120.01490.06960.00760.0076
(0.25, 0.75)0.02080.01120.01120.05730.02300.00990.01410.06720.00750.0075
(0.2, 0.8)0.01830.01130.01130.05580.02000.00980.01320.06540.00660.0066
(0.15, 0.85)0.01270.01110.01110.05350.01490.00990.01380.06270.00700.0070
(0.1, 0.9)0.00920.01160.01160.05040.01070.01080.01580.05960.00780.0078
(0.05, 0.95)0.00760.00970.00970.05010.00840.00940.01250.05790.00710.0071
(0.0, 1.0)0.00130.00870.00870.04950.00480.01310.01400.05720.00710.0071
tot0.01640.01110.01110.06890.02160.01020.01380.08060.00820.0082
- -![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: 229.770s -> evaluate_bin_sld_bcts: 230.462s -> evaluate_bin_sld_vs: 230.258s -> evaluate_bin_cc: 224.702s -> evaluate_mul_sld: 75.395s -> evaluate_mul_sld_bcts: 80.430s -> evaluate_mul_sld_vs: 79.097s -> evaluate_mul_cc: 66.009s -> reference: 50.782s -> atc_mc: 54.176s -> atc_ne: 53.525s -> tot: 233.568s - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
bin_SLDbin_SLD_bctsbin_SLD_vsbin_CCmul_SLDmul_SLD_bctsmul_SLD_vsmul_CCatc_mcatc_ne
(1.0, 0.0)0.00070.00240.00240.06010.00460.01050.00500.05920.00880.0088
(0.95, 0.05)0.00550.00740.00740.06150.00980.00770.00760.06040.00800.0080
(0.9, 0.1)0.00830.00990.00990.06460.01570.00680.00660.06360.00820.0082
(0.85, 0.15)0.01540.01410.01410.06590.02440.00940.00860.06480.00770.0077
(0.8, 0.2)0.02350.01670.01670.06930.03020.01090.00920.06830.00830.0083
(0.75, 0.25)0.02980.01820.01820.06900.03580.01240.00970.06780.00660.0066
(0.7, 0.3)0.03190.01770.01770.07220.03700.01370.01150.07110.00820.0082
(0.65, 0.35)0.03570.01890.01890.07470.03850.01500.01210.07370.01030.0103
(0.6, 0.4)0.03680.01850.01850.07460.03980.01530.01220.07370.00850.0085
(0.55, 0.45)0.03730.01750.01750.07760.03980.01500.01140.07670.01100.0110
(0.5, 0.5)0.03690.01690.01690.07840.03860.01460.01100.07730.01220.0122
(0.45, 0.55)0.03580.01660.01650.07990.03900.01460.00890.07900.01250.0125
(0.4, 0.6)0.03500.01810.01810.08140.03710.01580.01110.08020.01440.0144
(0.35, 0.65)0.03090.01740.01740.08610.03380.01600.01200.08530.01680.0168
(0.3, 0.7)0.02300.01570.01570.08680.02870.01440.01270.08570.01640.0164
(0.25, 0.75)0.01940.01490.01490.08740.02450.01350.01260.08670.01700.0170
(0.2, 0.8)0.01390.01320.01320.08960.01980.01200.01260.08880.02110.0211
(0.15, 0.85)0.01020.01040.01040.09130.01480.01000.01280.09030.02050.0205
(0.1, 0.9)0.00810.01030.01030.09390.01220.00980.01460.09270.02390.0239
(0.05, 0.95)0.00750.00700.00700.09540.00850.00710.01470.09460.02530.0253
(0.0, 1.0)0.00040.00380.00380.09910.00350.00920.01430.09790.02890.0289
tot0.02120.01360.01360.07900.02550.01210.01100.07800.01400.0140
- -![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: 226.170s -> evaluate_bin_sld_bcts: 227.116s -> evaluate_bin_sld_vs: 227.245s -> evaluate_bin_cc: 221.751s -> evaluate_mul_sld: 73.120s -> evaluate_mul_sld_bcts: 79.229s -> evaluate_mul_sld_vs: 77.833s -> evaluate_mul_cc: 65.334s -> reference: 51.208s -> atc_mc: 53.933s -> atc_ne: 53.655s -> tot: 230.374s - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
bin_SLDbin_SLD_bctsbin_SLD_vsbin_CCmul_SLDmul_SLD_bctsmul_SLD_vsmul_CCatc_mcatc_ne
(1.0, 0.0)0.00050.00190.00190.01950.00340.00780.00310.02490.01900.0190
(0.95, 0.05)0.00790.00730.00730.02410.01540.00600.00570.03050.01660.0166
(0.9, 0.1)0.01920.01140.01140.03060.02540.00700.00830.03690.01470.0147
(0.85, 0.15)0.03190.01570.01570.03620.03480.01090.01200.04270.01170.0117
(0.8, 0.2)0.04120.01830.01830.04220.04190.01430.01410.04990.01050.0105
(0.75, 0.25)0.04580.02220.02220.04650.04830.01830.01660.05380.00890.0089
(0.7, 0.3)0.04380.02150.02150.05230.05020.01900.01580.06050.00850.0085
(0.65, 0.35)0.04440.02290.02290.05990.05170.02120.01680.06820.00760.0076
(0.6, 0.4)0.04100.02430.02430.06430.05370.02330.01730.07280.00790.0079
(0.55, 0.45)0.03740.02280.02280.06950.05190.02290.01530.07840.00730.0073
(0.5, 0.5)0.03420.02440.02440.07400.05160.02440.01530.08350.00810.0081
(0.45, 0.55)0.03180.02420.02420.07980.05150.02600.01480.09010.00990.0099
(0.4, 0.6)0.02840.02450.02450.08390.04910.02650.01460.09460.01120.0112
(0.35, 0.65)0.02480.02360.02360.09240.04590.02670.01490.10340.01560.0156
(0.3, 0.7)0.02050.02150.02150.09750.04090.02560.01320.10840.01680.0168
(0.25, 0.75)0.01650.01980.01980.10190.03380.02250.01150.11330.01600.0160
(0.2, 0.8)0.01350.01910.01910.10800.03080.02320.01130.11920.01800.0180
(0.15, 0.85)0.01000.01650.01650.11310.02570.02180.01020.12580.02180.0218
(0.1, 0.9)0.00720.01340.01340.11770.01720.01720.00920.13030.02240.0224
(0.05, 0.95)0.00650.01020.01020.12380.01270.01500.00840.13710.02780.0278
(0.0, 1.0)0.00030.00330.00330.13040.00550.00670.00970.14400.02850.0285
tot0.02410.01760.01760.07460.03530.01840.01230.08420.01470.0147
- -![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: 231.071s -> evaluate_bin_sld_bcts: 231.337s -> evaluate_bin_sld_vs: 232.414s -> evaluate_bin_cc: 227.621s -> evaluate_mul_sld: 74.887s -> evaluate_mul_sld_bcts: 80.509s -> evaluate_mul_sld_vs: 78.576s -> evaluate_mul_cc: 66.319s -> reference: 51.500s -> atc_mc: 54.168s -> atc_ne: 53.778s -> tot: 235.837s - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
bin_SLDbin_SLD_bctsbin_SLD_vsbin_CCmul_SLDmul_SLD_bctsmul_SLD_vsmul_CCatc_mcatc_ne
(1.0, 0.0)0.00140.00490.00490.00710.00240.01010.00410.00470.01030.0103
(0.95, 0.05)0.00970.00670.00670.00500.01170.00800.00620.01010.00720.0072
(0.9, 0.1)0.01800.00790.00790.00880.02020.00730.00920.01750.00490.0049
(0.85, 0.15)0.02270.00890.00890.01700.02820.00820.01210.02660.00600.0060
(0.8, 0.2)0.02370.01020.01020.02450.03330.01020.01310.03520.00820.0082
(0.75, 0.25)0.02500.01130.01130.03200.03780.01250.01520.04320.01010.0101
(0.7, 0.3)0.02290.01080.01080.03980.03710.01300.01380.05260.01190.0119
(0.65, 0.35)0.02180.01240.01240.04810.03640.01470.01490.06080.01600.0160
(0.6, 0.4)0.02200.01360.01360.05660.03790.01740.01560.06990.01900.0190
(0.55, 0.45)0.01890.01300.01300.06260.03690.01790.01480.07810.02220.0222
(0.5, 0.5)0.01830.01360.01360.06990.03590.01910.01430.08580.02590.0259
(0.45, 0.55)0.01790.01460.01460.07880.03650.02180.01500.09490.02970.0297
(0.4, 0.6)0.01440.01270.01270.08320.03330.02130.01270.10060.03070.0307
(0.35, 0.65)0.01310.01330.01330.09320.03090.02240.01360.11210.03680.0368
(0.3, 0.7)0.01170.01280.01280.10110.02720.02190.01250.12040.04000.0400
(0.25, 0.75)0.00950.01170.01170.10840.02250.02050.01100.12810.04270.0427
(0.2, 0.8)0.00810.01100.01100.11500.01960.02030.01040.13660.04640.0464
(0.15, 0.85)0.00730.01010.01010.12350.01550.01910.00990.14580.05170.0517
(0.1, 0.9)0.00780.00910.00900.12970.01210.01610.01010.15310.05210.0521
(0.05, 0.95)0.00890.00850.00850.13790.01020.01400.01030.16140.05480.0548
(0.0, 1.0)0.00030.00570.00570.14680.00710.00710.01540.17130.06250.0625
tot0.01440.01060.01060.07090.02540.01540.01210.08610.02800.0280
- -![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: 240.373s -> evaluate_bin_sld_bcts: 241.053s -> evaluate_bin_sld_vs: 239.827s -> evaluate_bin_cc: 234.809s -> evaluate_mul_sld: 74.766s -> evaluate_mul_sld_bcts: 80.293s -> evaluate_mul_sld_vs: 78.526s -> evaluate_mul_cc: 67.477s -> reference: 52.154s -> atc_mc: 55.027s -> atc_ne: 54.191s -> tot: 243.374s - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
bin_SLDbin_SLD_bctsbin_SLD_vsbin_CCmul_SLDmul_SLD_bctsmul_SLD_vsmul_CCatc_mcatc_ne
(1.0, 0.0)0.00110.00470.00470.01210.00190.00780.00290.00940.00970.0097
(0.95, 0.05)0.00920.00650.00650.00400.01170.00680.00600.00340.00710.0071
(0.9, 0.1)0.01030.00710.00710.00910.01640.00680.00730.01190.00620.0062
(0.85, 0.15)0.01030.00790.00790.01830.01780.00670.00860.02140.00640.0064
(0.8, 0.2)0.01170.00940.00940.02940.02080.00880.01050.03260.00880.0088
(0.75, 0.25)0.01010.00880.00880.03960.02180.00940.01090.04290.00930.0093
(0.7, 0.3)0.00930.00900.00900.04990.01970.01020.01090.05420.01240.0124
(0.65, 0.35)0.00870.00830.00830.06160.01780.01050.01060.06520.01610.0161
(0.6, 0.4)0.00920.00900.00900.07290.01730.01180.01130.07670.01900.0190
(0.55, 0.45)0.00920.01040.01040.08170.01550.01180.01070.08550.02070.0207
(0.5, 0.5)0.00880.01040.01040.09100.01350.01180.00950.09550.02220.0222
(0.45, 0.55)0.00930.01000.01000.10160.01350.01350.00970.10590.02470.0247
(0.4, 0.6)0.01130.01090.01090.10970.01100.01190.00870.11470.02720.0272
(0.35, 0.65)0.01250.01320.01310.12320.01130.01280.01050.12730.03310.0331
(0.3, 0.7)0.01460.01140.01130.13400.01260.01370.00870.13850.03840.0384
(0.25, 0.75)0.01700.01330.01330.14440.01360.01280.01060.14960.04250.0425
(0.2, 0.8)0.02160.01350.01340.15200.01560.01150.01100.15720.04070.0407
(0.15, 0.85)0.02470.01620.01610.16360.01820.01030.01410.16850.04470.0447
(0.1, 0.9)0.02830.01800.01790.17270.02090.01040.01780.17910.04920.0492
(0.05, 0.95)0.02970.01930.01930.18210.02230.00920.02290.18720.04920.0492
(0.0, 1.0)0.00090.01160.01150.19460.00820.00550.02850.20050.05710.0571
tot0.01280.01090.01090.09270.01530.01020.01150.09650.02590.0259
- -![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: 217.387s -> evaluate_bin_cc: 208.359s -> evaluate_mul_sld: 60.019s -> evaluate_mul_cc: 54.774s -> reference: 42.650s -> atc_mc: 45.927s -> atc_ne: 45.023s -> tot: 218.936s - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
bin_SLDbin_CCmul_SLDmul_CCatc_mcatc_ne
(1.0, 0.0)0.00100.00620.00100.00610.00880.0088
(0.95, 0.05)0.00770.01080.00850.00760.00460.0046
(0.9, 0.1)0.01290.02780.00930.02080.00800.0080
(0.85, 0.15)0.01810.04420.00750.03320.01280.0128
(0.8, 0.2)0.02480.06070.01100.04650.01940.0194
(0.75, 0.25)0.02620.07670.01220.05880.02560.0256
(0.7, 0.3)0.03720.09490.01780.07360.03480.0348
(0.65, 0.35)0.04030.11320.02260.08920.04380.0438
(0.6, 0.4)0.05050.12970.03170.10130.05090.0509
(0.55, 0.45)0.05500.14550.03930.11330.05680.0568
(0.5, 0.5)0.07160.16250.04730.12700.06330.0633
(0.45, 0.55)0.07350.17980.05330.14160.07280.0728
(0.4, 0.6)0.07950.19410.06390.14990.07480.0748
(0.35, 0.65)0.09660.21300.07090.16570.08430.0843
(0.3, 0.7)0.09450.23030.07750.17920.09160.0916
(0.25, 0.75)0.10320.24740.08300.19300.10050.1005
(0.2, 0.8)0.10810.26300.09160.20550.10640.1064
(0.15, 0.85)0.11540.28040.09710.21850.11470.1147
(0.1, 0.9)0.10800.29670.09760.23170.12040.1204
(0.05, 0.95)0.08350.31170.07290.24110.12440.1244
(0.0, 1.0)0.03210.33180.01840.25700.13360.1336
tot0.05900.16290.04450.12670.06440.0644
- -![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/out/rcv1_CCAT_best_our_vs_atc/rcv1_CCAT_best_our_vs_atc_f1.md b/out/rcv1_CCAT_best_our_vs_atc/rcv1_CCAT_best_our_vs_atc_f1.md deleted file mode 100644 index 6b23aaf..0000000 --- a/out/rcv1_CCAT_best_our_vs_atc/rcv1_CCAT_best_our_vs_atc_f1.md +++ /dev/null @@ -1,2840 +0,0 @@ -rcv1_CCAT - -> train: [0.09996662 0.90003338] -> validation: [0.09996662 0.90003338] -> evaluate_bin_sld: 258.627s -> evaluate_bin_sld_bcts: 255.748s -> evaluate_bin_sld_vs: 256.387s -> evaluate_bin_cc: 252.645s -> evaluate_mul_sld: 77.452s -> evaluate_mul_sld_bcts: 83.186s -> evaluate_mul_sld_vs: 82.065s -> evaluate_mul_cc: 69.467s -> reference: 53.997s -> atc_mc: 57.417s -> atc_ne: 57.316s -> tot: 263.605s - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
bin_SLDbin_SLD_bctsbin_SLD_vsbin_CCmul_SLDmul_SLD_bctsmul_SLD_vsmul_CCatc_mcatc_ne
(1.0, 0.0)0.00000.00000.00000.60000.00000.00000.00000.56190.47450.4745
(0.95, 0.05)0.10940.07190.07190.52130.10900.05020.06290.48460.40160.4016
(0.9, 0.1)0.18070.06830.06830.45530.15360.05010.05920.41800.34320.3432
(0.85, 0.15)0.16950.06070.06070.39580.14910.04610.05180.36080.29090.2909
(0.8, 0.2)0.14580.05050.05050.34590.13260.03880.04190.31280.24700.2470
(0.75, 0.25)0.13070.04760.04760.30010.12450.03970.04000.26760.20760.2076
(0.7, 0.3)0.11120.03990.03990.26110.10910.03400.03290.23200.17590.1759
(0.65, 0.35)0.09550.03510.03510.22740.09750.03140.02860.19860.14870.1487
(0.6, 0.4)0.08180.03110.03110.19560.08620.02880.02510.17000.12390.1239
(0.55, 0.45)0.06580.02480.02480.16900.07070.02310.01910.14540.10270.1027
(0.5, 0.5)0.05410.02100.02100.14300.05960.01980.01610.12140.08420.0842
(0.45, 0.55)0.04650.01990.01990.11980.05260.01960.01530.10090.06590.0659
(0.4, 0.6)0.03420.01460.01460.10050.03920.01420.01060.08270.05300.0530
(0.35, 0.65)0.03000.01520.01520.08160.03570.01600.01170.06680.03920.0392
(0.3, 0.7)0.02240.01270.01270.06550.02710.01350.00990.05240.02900.0290
(0.25, 0.75)0.01560.01000.01000.05100.01930.01070.00740.03960.01960.0196
(0.2, 0.8)0.01160.00910.00910.03700.01430.01010.00690.02870.01250.0125
(0.15, 0.85)0.00750.00760.00760.02480.00960.00890.00610.01880.00610.0061
(0.1, 0.9)0.00470.00670.00670.01330.00560.00730.00510.00940.00360.0036
(0.05, 0.95)0.00320.00600.00600.00310.00380.00690.00480.00200.00690.0069
(0.0, 1.0)0.00240.00630.00630.00730.00200.00650.00520.00690.01230.0123
tot0.06300.02660.02660.19610.06200.02270.02190.17530.13560.1356
- -![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: 249.753s -> evaluate_bin_sld_bcts: 246.217s -> evaluate_bin_sld_vs: 248.247s -> evaluate_bin_cc: 240.680s -> evaluate_mul_sld: 80.772s -> evaluate_mul_sld_bcts: 84.150s -> evaluate_mul_sld_vs: 81.179s -> evaluate_mul_cc: 68.649s -> reference: 53.439s -> atc_mc: 57.792s -> atc_ne: 56.689s -> tot: 251.684s - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
bin_SLDbin_SLD_bctsbin_SLD_vsbin_CCmul_SLDmul_SLD_bctsmul_SLD_vsmul_CCatc_mcatc_ne
(1.0, 0.0)0.00010.00020.00020.58140.00000.00150.00000.59510.54590.5459
(0.95, 0.05)0.09330.03850.03840.44210.08860.01620.06810.45200.39410.3941
(0.9, 0.1)0.06820.02710.02700.34940.06770.01800.05110.35710.29540.2954
(0.85, 0.15)0.05010.01890.01890.27970.05120.01520.04060.28400.22060.2206
(0.8, 0.2)0.03370.01430.01430.22910.03490.01400.02830.23220.17010.1701
(0.75, 0.25)0.02960.01360.01360.18460.03030.01330.02610.18760.12770.1277
(0.7, 0.3)0.02150.01200.01190.15420.02570.01160.02090.15590.09940.0994
(0.65, 0.35)0.01840.01230.01230.12740.02140.01240.01810.12950.07740.0774
(0.6, 0.4)0.01410.01010.01010.10460.01720.01060.01450.10620.05630.0563
(0.55, 0.45)0.01140.01010.01010.08750.01370.00960.01160.08860.04400.0440
(0.5, 0.5)0.00830.00730.00730.07130.01190.00840.00880.07290.03230.0323
(0.45, 0.55)0.00780.00730.00730.05640.01050.00760.00880.05770.02060.0206
(0.4, 0.6)0.00600.00640.00640.04610.00990.00710.00680.04700.01520.0152
(0.35, 0.65)0.00660.00740.00740.03580.00990.00690.00690.03710.00980.0098
(0.3, 0.7)0.00540.00610.00610.02700.00830.00660.00590.02800.00720.0072
(0.25, 0.75)0.00620.00590.00590.01970.00770.00590.00550.02140.00560.0056
(0.2, 0.8)0.00700.00610.00610.01300.00670.00600.00520.01460.00490.0049
(0.15, 0.85)0.00780.00600.00600.00720.00620.00620.00510.00880.00530.0053
(0.1, 0.9)0.00810.00550.00550.00360.00530.00620.00490.00460.00550.0055
(0.05, 0.95)0.00810.00570.00570.00410.00440.00640.00440.00290.00680.0068
(0.0, 1.0)0.00280.00590.00590.00840.00290.00720.00260.00640.00760.0076
tot0.01970.01080.01080.13490.02070.00940.01640.13760.10250.1025
- -![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: 249.281s -> evaluate_bin_sld_bcts: 249.181s -> evaluate_bin_sld_vs: 246.959s -> evaluate_bin_cc: 242.455s -> evaluate_mul_sld: 80.406s -> evaluate_mul_sld_bcts: 85.285s -> evaluate_mul_sld_vs: 82.413s -> evaluate_mul_cc: 69.119s -> reference: 53.585s -> atc_mc: 57.423s -> atc_ne: 56.021s -> tot: 251.594s - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
bin_SLDbin_SLD_bctsbin_SLD_vsbin_CCmul_SLDmul_SLD_bctsmul_SLD_vsmul_CCatc_mcatc_ne
(1.0, 0.0)0.00010.00020.00020.72110.00000.00180.00000.84120.57490.5749
(0.95, 0.05)0.11190.05540.05540.46760.09270.02700.06760.56190.33360.3336
(0.9, 0.1)0.07430.04110.04100.33590.05920.02510.05730.41310.21630.2163
(0.85, 0.15)0.05130.03320.03310.25160.03670.02070.04640.31860.14500.1450
(0.8, 0.2)0.03240.02330.02330.20040.02300.01570.03450.25430.10550.1055
(0.75, 0.25)0.02660.02260.02260.15580.02050.01680.03420.20240.07030.0703
(0.7, 0.3)0.01900.01990.01990.12950.01690.01450.02860.16970.05490.0549
(0.65, 0.35)0.01750.01790.01790.10640.01600.01480.02620.14260.04030.0403
(0.6, 0.4)0.01240.01640.01630.08700.01490.01390.02330.11880.02790.0279
(0.55, 0.45)0.01050.01450.01440.07510.01350.01180.01860.10150.02250.0225
(0.5, 0.5)0.00930.01330.01330.06060.01450.01190.01740.08480.01650.0165
(0.45, 0.55)0.00900.01270.01260.05100.01230.01120.01570.07160.01200.0120
(0.4, 0.6)0.00950.00970.00970.04280.01380.00850.01100.06130.00950.0095
(0.35, 0.65)0.00980.01120.01120.03650.01300.00990.01200.05260.00890.0089
(0.3, 0.7)0.00910.00880.00880.02880.01120.00830.00970.04300.00600.0060
(0.25, 0.75)0.00930.00880.00880.02370.01020.00910.00910.03580.00470.0047
(0.2, 0.8)0.00960.00910.00910.01840.01000.00900.00840.02930.00440.0044
(0.15, 0.85)0.00860.00910.00910.01390.00850.00940.00770.02360.00450.0045
(0.1, 0.9)0.00700.00740.00740.01040.00610.00880.00620.01860.00360.0036
(0.05, 0.95)0.00570.00680.00670.00690.00430.00820.00510.01350.00350.0035
(0.0, 1.0)0.00260.00660.00660.00500.00310.00910.00560.01000.00320.0032
tot0.02120.01660.01650.13470.01910.01270.02120.16990.07940.0794
- -![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: 240.635s -> evaluate_bin_sld_bcts: 240.768s -> evaluate_bin_sld_vs: 241.207s -> evaluate_bin_cc: 235.336s -> evaluate_mul_sld: 79.274s -> evaluate_mul_sld_bcts: 84.628s -> evaluate_mul_sld_vs: 81.549s -> evaluate_mul_cc: 68.404s -> reference: 53.547s -> atc_mc: 56.419s -> atc_ne: 55.827s -> tot: 244.553s - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
bin_SLDbin_SLD_bctsbin_SLD_vsbin_CCmul_SLDmul_SLD_bctsmul_SLD_vsmul_CCatc_mcatc_ne
(1.0, 0.0)0.00030.01580.01580.86450.00100.03910.00480.93750.53100.5310
(0.95, 0.05)0.04310.03990.03990.45880.04450.04420.04340.50830.20440.2044
(0.9, 0.1)0.02500.03150.03150.30670.04110.03130.03330.34450.10450.1045
(0.85, 0.15)0.02250.02480.02480.22270.04310.02360.02870.25400.05710.0571
(0.8, 0.2)0.02500.02520.02520.17880.04670.02310.02140.20260.04070.0407
(0.75, 0.25)0.02550.01950.01950.14160.04420.01810.02190.16270.02280.0228
(0.7, 0.3)0.02570.01850.01850.12030.04220.01660.02030.13890.01960.0196
(0.65, 0.35)0.02570.01620.01620.10130.03770.01410.01840.11790.01250.0125
(0.6, 0.4)0.02680.01510.01510.08680.03730.01350.01550.10060.01000.0100
(0.55, 0.45)0.02790.01330.01330.07740.03510.01190.01390.08970.01010.0101
(0.5, 0.5)0.02520.01410.01410.06610.03070.01170.01510.07760.00810.0081
(0.45, 0.55)0.02470.01000.01000.05820.02800.00900.01210.06810.00760.0076
(0.4, 0.6)0.02420.00960.00960.05240.02780.00860.01050.06140.00600.0060
(0.35, 0.65)0.02060.00870.00870.04810.02360.00800.00950.05680.00600.0060
(0.3, 0.7)0.01670.00900.00900.04230.01870.00820.01110.04990.00550.0055
(0.25, 0.75)0.01390.00750.00750.03840.01550.00670.00980.04520.00510.0051
(0.2, 0.8)0.01160.00720.00720.03520.01270.00630.00860.04140.00420.0042
(0.15, 0.85)0.00760.00680.00680.03180.00900.00610.00860.03750.00420.0042
(0.1, 0.9)0.00510.00680.00680.02840.00600.00640.00930.03380.00450.0045
(0.05, 0.95)0.00390.00530.00530.02690.00450.00530.00710.03120.00370.0037
(0.0, 1.0)0.00070.00470.00470.02530.00250.00710.00760.02940.00340.0034
tot0.01910.01470.01470.14340.02630.01520.01580.16140.05100.0510
- -![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: 229.770s -> evaluate_bin_sld_bcts: 230.462s -> evaluate_bin_sld_vs: 230.258s -> evaluate_bin_cc: 224.702s -> evaluate_mul_sld: 75.395s -> evaluate_mul_sld_bcts: 80.430s -> evaluate_mul_sld_vs: 79.097s -> evaluate_mul_cc: 66.009s -> reference: 50.782s -> atc_mc: 54.176s -> atc_ne: 53.525s -> tot: 233.568s - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
bin_SLDbin_SLD_bctsbin_SLD_vsbin_CCmul_SLDmul_SLD_bctsmul_SLD_vsmul_CCatc_mcatc_ne
(1.0, 0.0)0.00030.01050.01050.98520.00150.01470.00440.97810.51350.5135
(0.95, 0.05)0.05620.04850.04850.40370.06570.04440.04800.39850.10660.1066
(0.9, 0.1)0.03220.03880.03880.26330.06010.02890.02830.26020.04760.0476
(0.85, 0.15)0.04170.04000.04000.19550.06910.02880.02520.19250.03060.0306
(0.8, 0.2)0.05150.03690.03690.16110.06870.02500.01960.15890.02350.0235
(0.75, 0.25)0.05540.03370.03370.13270.06790.02340.01770.13070.01580.0158
(0.7, 0.3)0.05050.02800.02800.11770.05940.02160.01790.11600.01470.0147
(0.65, 0.35)0.04980.02580.02580.10620.05420.02040.01600.10470.01510.0151
(0.6, 0.4)0.04590.02250.02250.09380.04960.01850.01500.09270.01050.0105
(0.55, 0.45)0.04200.01950.01950.08730.04470.01660.01260.08640.01190.0119
(0.5, 0.5)0.03780.01690.01690.08000.03950.01460.01120.07880.01150.0115
(0.45, 0.55)0.03370.01530.01530.07460.03630.01320.00850.07380.01050.0105
(0.4, 0.6)0.03030.01540.01540.06980.03180.01330.00960.06880.01070.0107
(0.35, 0.65)0.02490.01370.01370.06860.02690.01240.00950.06790.01140.0114
(0.3, 0.7)0.01730.01170.01170.06450.02130.01050.00960.06360.01030.0103
(0.25, 0.75)0.01360.01020.01020.06070.01700.00910.00910.06020.00970.0097
(0.2, 0.8)0.00920.00860.00860.05840.01290.00760.00850.05790.01170.0117
(0.15, 0.85)0.00620.00630.00630.05610.00900.00590.00830.05550.01040.0104
(0.1, 0.9)0.00450.00600.00600.05470.00700.00550.00890.05390.01170.0117
(0.05, 0.95)0.00380.00380.00380.05270.00460.00390.00850.05220.01170.0117
(0.0, 1.0)0.00020.00210.00210.05210.00190.00530.00810.05150.01280.0128
tot0.02890.01970.01970.15420.03570.01640.01450.15250.04340.0434
- -![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: 226.170s -> evaluate_bin_sld_bcts: 227.116s -> evaluate_bin_sld_vs: 227.245s -> evaluate_bin_cc: 221.751s -> evaluate_mul_sld: 73.120s -> evaluate_mul_sld_bcts: 79.229s -> evaluate_mul_sld_vs: 77.833s -> evaluate_mul_cc: 65.334s -> reference: 51.208s -> atc_mc: 53.933s -> atc_ne: 53.655s -> tot: 230.374s - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
bin_SLDbin_SLD_bctsbin_SLD_vsbin_CCmul_SLDmul_SLD_bctsmul_SLD_vsmul_CCatc_mcatc_ne
(1.0, 0.0)0.00020.01250.01250.85580.00820.01460.01760.93690.35640.3564
(0.95, 0.05)0.06860.05830.05830.22150.12370.04890.04890.26510.05060.0506
(0.9, 0.1)0.08570.04970.04970.15070.11670.03290.03430.17810.04600.0460
(0.85, 0.15)0.10390.04970.04960.12220.11380.03580.03630.14290.03180.0318
(0.8, 0.2)0.10480.04530.04530.10830.10600.03580.03260.12760.02540.0254
(0.75, 0.25)0.09500.04530.04530.09650.09960.03750.03170.11190.01970.0197
(0.7, 0.3)0.07660.03710.03710.09100.08710.03260.02540.10570.01740.0174
(0.65, 0.35)0.06680.03370.03370.08970.07730.03120.02330.10280.01290.0129
(0.6, 0.4)0.05410.03160.03160.08460.07060.03010.02140.09650.01180.0118
(0.55, 0.45)0.04410.02650.02650.08140.06080.02630.01660.09250.00950.0095
(0.5, 0.5)0.03630.02560.02560.07820.05450.02530.01520.08890.00880.0088
(0.45, 0.55)0.03060.02300.02290.07680.04960.02440.01320.08750.00850.0085
(0.4, 0.6)0.02510.02140.02140.07400.04340.02280.01190.08420.00780.0078
(0.35, 0.65)0.02020.01900.01900.07560.03750.02110.01140.08530.00930.0093
(0.3, 0.7)0.01550.01600.01600.07410.03100.01870.00940.08310.00900.0090
(0.25, 0.75)0.01160.01370.01370.07230.02400.01510.00780.08110.00750.0075
(0.2, 0.8)0.00890.01240.01240.07190.02060.01460.00720.08000.00660.0066
(0.15, 0.85)0.00610.01000.01000.07090.01620.01290.00620.07960.00840.0084
(0.1, 0.9)0.00400.00760.00760.06970.01030.00930.00560.07790.00780.0078
(0.05, 0.95)0.00330.00540.00540.06950.00730.00770.00480.07770.00970.0097
(0.0, 1.0)0.00020.00170.00170.06970.00320.00350.00590.07770.00900.0090
tot0.04100.02600.02600.12880.05530.02380.01840.14590.03210.0321
- -![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: 231.071s -> evaluate_bin_sld_bcts: 231.337s -> evaluate_bin_sld_vs: 232.414s -> evaluate_bin_cc: 227.621s -> evaluate_mul_sld: 74.887s -> evaluate_mul_sld_bcts: 80.509s -> evaluate_mul_sld_vs: 78.576s -> evaluate_mul_cc: 66.319s -> reference: 51.500s -> atc_mc: 54.168s -> atc_ne: 53.778s -> tot: 235.837s - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
bin_SLDbin_SLD_bctsbin_SLD_vsbin_CCmul_SLDmul_SLD_bctsmul_SLD_vsmul_CCatc_mcatc_ne
(1.0, 0.0)0.00020.05420.05420.58090.03030.01930.07890.69710.33010.3301
(0.95, 0.05)0.09360.05640.05640.06920.11070.06120.05510.12400.05190.0519
(0.9, 0.1)0.09560.03830.03830.05640.10380.03410.04340.09890.03060.0306
(0.85, 0.15)0.08150.03060.03060.06420.09950.02870.03880.09740.02520.0252
(0.8, 0.2)0.06480.02630.02630.06730.08970.02750.03130.09640.01900.0190
(0.75, 0.25)0.05460.02370.02370.06880.08180.02690.02920.09410.01670.0167
(0.7, 0.3)0.04180.01870.01870.07110.06710.02320.02150.09550.01320.0132
(0.65, 0.35)0.03420.01890.01890.07350.05680.02240.02000.09470.01700.0170
(0.6, 0.4)0.02990.01770.01770.07560.05150.02280.01830.09530.01410.0141
(0.55, 0.45)0.02310.01510.01510.07420.04490.02100.01560.09470.01350.0135
(0.5, 0.5)0.01990.01410.01410.07460.03930.02000.01320.09360.01530.0153
(0.45, 0.55)0.01760.01350.01350.07650.03620.02040.01220.09420.01460.0146
(0.4, 0.6)0.01290.01070.01070.07390.03060.01830.00940.09140.01420.0142
(0.35, 0.65)0.01070.01040.01040.07660.02620.01750.00950.09430.01590.0159
(0.3, 0.7)0.00870.00910.00910.07720.02140.01560.00830.09400.01450.0145
(0.25, 0.75)0.00650.00780.00780.07720.01660.01340.00700.09340.01440.0144
(0.2, 0.8)0.00520.00710.00710.07680.01380.01240.00690.09340.01570.0157
(0.15, 0.85)0.00420.00620.00620.07770.01040.01090.00700.09380.01680.0168
(0.1, 0.9)0.00420.00540.00540.07700.00760.00860.00720.09310.01550.0155
(0.05, 0.95)0.00450.00500.00500.07760.00590.00700.00740.09290.01520.0152
(0.0, 1.0)0.00020.00370.00370.07860.00450.00400.01080.09380.01770.0177
tot0.02920.01870.01870.09740.04520.02070.02150.12460.03340.0334
- -![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: 240.373s -> evaluate_bin_sld_bcts: 241.053s -> evaluate_bin_sld_vs: 239.827s -> evaluate_bin_cc: 234.809s -> evaluate_mul_sld: 74.766s -> evaluate_mul_sld_bcts: 80.293s -> evaluate_mul_sld_vs: 78.526s -> evaluate_mul_cc: 67.477s -> reference: 52.154s -> atc_mc: 55.027s -> atc_ne: 54.191s -> tot: 243.374s - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
bin_SLDbin_SLD_bctsbin_SLD_vsbin_CCmul_SLDmul_SLD_bctsmul_SLD_vsmul_CCatc_mcatc_ne
(1.0, 0.0)0.00030.01410.01410.31270.17100.07720.07820.33820.11590.1159
(0.95, 0.05)0.12410.06440.06440.03580.13180.05690.05790.04010.13030.1303
(0.9, 0.1)0.06220.03970.03960.05240.09080.03490.03310.06610.09160.0916
(0.85, 0.15)0.03900.03310.03300.06600.06310.02270.02580.07570.07940.0794
(0.8, 0.2)0.03200.02780.02780.07860.05690.02360.02260.08600.06730.0673
(0.75, 0.25)0.02130.02050.02050.08390.04850.02130.01920.09050.06230.0623
(0.7, 0.3)0.01550.01940.01940.08810.03640.01830.01590.09520.05920.0592
(0.65, 0.35)0.01210.01520.01520.09330.02900.01620.01330.09800.05180.0518
(0.6, 0.4)0.01150.01520.01520.09670.02440.01600.01230.10150.05360.0536
(0.55, 0.45)0.00970.01520.01520.09640.01960.01370.01250.10030.05100.0510
(0.5, 0.5)0.00810.01400.01400.09650.01580.01260.01140.10090.05180.0518
(0.45, 0.55)0.00770.01240.01240.09800.01390.01270.01060.10170.05330.0533
(0.4, 0.6)0.00840.01250.01250.09700.01120.01050.01120.10100.05060.0506
(0.35, 0.65)0.00870.01350.01350.10080.00980.01000.01230.10340.04800.0480
(0.3, 0.7)0.00940.01100.01100.10180.01060.01050.01190.10480.04530.0453
(0.25, 0.75)0.01040.01210.01210.10250.01010.00900.01440.10570.04280.0428
(0.2, 0.8)0.01240.01150.01150.10090.00990.00770.01520.10390.04720.0472
(0.15, 0.85)0.01340.01310.01310.10250.01050.00680.01810.10500.04610.0461
(0.1, 0.9)0.01460.01330.01330.10200.01110.00670.01990.10550.04390.0439
(0.05, 0.95)0.01460.01330.01320.10190.01080.00590.02210.10420.04680.0468
(0.0, 1.0)0.00080.00930.00930.10360.00630.00410.02430.10620.04250.0425
tot0.02080.01910.01910.10050.03770.01890.02200.10640.06100.0610
- -![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: 217.387s -> evaluate_bin_cc: 208.359s -> evaluate_mul_sld: 60.019s -> evaluate_mul_cc: 54.774s -> reference: 42.650s -> atc_mc: 45.927s -> atc_ne: 45.023s -> tot: 218.936s - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
bin_SLDbin_CCmul_SLDmul_CCatc_mcatc_ne
(1.0, 0.0)0.01550.05480.04690.01560.00220.0022
(0.95, 0.05)0.22190.09210.08400.05420.22530.2253
(0.9, 0.1)0.16630.12260.04590.03690.19970.1997
(0.85, 0.15)0.15560.13040.03120.03000.20180.2018
(0.8, 0.2)0.13680.13650.03270.03350.19360.1936
(0.75, 0.25)0.10540.13820.03290.03540.19430.1943
(0.7, 0.3)0.11810.14250.03790.03550.18650.1865
(0.65, 0.35)0.09960.14720.04230.03990.18490.1849
(0.6, 0.4)0.10310.14680.04950.03720.18520.1852
(0.55, 0.45)0.08400.14710.05060.03640.18240.1824
(0.5, 0.5)0.10910.14780.05460.03780.18360.1836
(0.45, 0.55)0.08930.14800.05410.03960.18010.1801
(0.4, 0.6)0.08010.14740.05880.03370.18720.1872
(0.35, 0.65)0.10380.14950.06180.03530.18710.1871
(0.3, 0.7)0.08100.15030.06160.03720.18840.1884
(0.25, 0.75)0.08270.15100.06060.03750.18290.1829
(0.2, 0.8)0.07460.15000.06160.03850.18400.1840
(0.15, 0.85)0.07540.15110.06170.03800.18160.1816
(0.1, 0.9)0.06130.15120.05920.03890.18180.1818
(0.05, 0.95)0.06960.15060.04760.03570.18480.1848
(0.0, 1.0)0.04950.15270.02310.03660.18500.1850
tot0.09920.13850.05040.03640.18010.1801
- -![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) - -