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_SLD mul_SLD_nbvs mul_SLD_bcts mul_SLD_ts mul_SLD_vs mul_CC atc_mc atc_ne
(1.0, 0.0) 0.0358 0.0141 0.0153 0.0629 0.0033 0.2797 0.1704 0.1704
(0.95, 0.05) 0.0961 0.0156 0.0417 0.1021 0.0320 0.2671 0.1614 0.1614
(0.9, 0.1) 0.1250 0.0198 0.0431 0.1000 0.0333 0.2512 0.1528 0.1528
(0.85, 0.15) 0.1269 0.0212 0.0420 0.0931 0.0321 0.2365 0.1426 0.1426
(0.8, 0.2) 0.1192 0.0196 0.0368 0.0814 0.0283 0.2243 0.1334 0.1334
(0.75, 0.25) 0.1197 0.0233 0.0401 0.0795 0.0300 0.2058 0.1217 0.1217
(0.7, 0.3) 0.1118 0.0217 0.0362 0.0697 0.0269 0.1937 0.1131 0.1131
(0.65, 0.35) 0.1062 0.0219 0.0352 0.0632 0.0254 0.1781 0.1040 0.1040
(0.6, 0.4) 0.0999 0.0215 0.0342 0.0571 0.0241 0.1640 0.0943 0.0943
(0.55, 0.45) 0.0867 0.0182 0.0286 0.0455 0.0196 0.1504 0.0847 0.0847
(0.5, 0.5) 0.0771 0.0173 0.0256 0.0377 0.0178 0.1341 0.0749 0.0749
(0.45, 0.55) 0.0715 0.0187 0.0263 0.0338 0.0181 0.1189 0.0622 0.0622
(0.4, 0.6) 0.0563 0.0142 0.0200 0.0224 0.0135 0.1035 0.0541 0.0541
(0.35, 0.65) 0.0536 0.0178 0.0236 0.0224 0.0158 0.0888 0.0422 0.0422
(0.3, 0.7) 0.0426 0.0164 0.0205 0.0158 0.0141 0.0738 0.0334 0.0334
(0.25, 0.75) 0.0318 0.0132 0.0169 0.0119 0.0111 0.0591 0.0239 0.0239
(0.2, 0.8) 0.0246 0.0138 0.0168 0.0092 0.0110 0.0454 0.0168 0.0168
(0.15, 0.85) 0.0172 0.0130 0.0154 0.0084 0.0104 0.0314 0.0090 0.0090
(0.1, 0.9) 0.0103 0.0114 0.0132 0.0077 0.0090 0.0166 0.0070 0.0070
(0.05, 0.95) 0.0072 0.0115 0.0131 0.0063 0.0090 0.0039 0.0134 0.0134
(0.0, 1.0) 0.0040 0.0121 0.0128 0.0033 0.0104 0.0137 0.0243 0.0243
tot 0.0678 0.0170 0.0265 0.0444 0.0188 0.1352 0.0781 0.0781
![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_SLD mul_SLD_nbvs mul_SLD_bcts mul_SLD_ts mul_SLD_vs mul_CC atc_mc atc_ne
(1.0, 0.0) 0.0162 0.0086 0.0163 0.0056 0.0270 0.1688 0.0311 0.0311
(0.95, 0.05) 0.0393 0.0078 0.0141 0.0094 0.0426 0.1602 0.0274 0.0274
(0.9, 0.1) 0.0340 0.0093 0.0118 0.0163 0.0370 0.1531 0.0267 0.0267
(0.85, 0.15) 0.0320 0.0083 0.0105 0.0205 0.0337 0.1418 0.0227 0.0227
(0.8, 0.2) 0.0248 0.0083 0.0087 0.0276 0.0274 0.1343 0.0214 0.0214
(0.75, 0.25) 0.0238 0.0093 0.0103 0.0297 0.0252 0.1231 0.0201 0.0201
(0.7, 0.3) 0.0242 0.0094 0.0108 0.0329 0.0219 0.1152 0.0178 0.0178
(0.65, 0.35) 0.0212 0.0102 0.0113 0.0336 0.0196 0.1066 0.0196 0.0196
(0.6, 0.4) 0.0193 0.0097 0.0103 0.0362 0.0164 0.0961 0.0168 0.0168
(0.55, 0.45) 0.0164 0.0099 0.0100 0.0382 0.0135 0.0877 0.0147 0.0147
(0.5, 0.5) 0.0152 0.0098 0.0098 0.0391 0.0108 0.0787 0.0136 0.0136
(0.45, 0.55) 0.0148 0.0088 0.0092 0.0381 0.0112 0.0673 0.0111 0.0111
(0.4, 0.6) 0.0143 0.0096 0.0094 0.0404 0.0090 0.0589 0.0110 0.0110
(0.35, 0.65) 0.0154 0.0093 0.0095 0.0393 0.0094 0.0501 0.0097 0.0097
(0.3, 0.7) 0.0131 0.0093 0.0097 0.0367 0.0085 0.0403 0.0106 0.0106
(0.25, 0.75) 0.0124 0.0088 0.0089 0.0365 0.0084 0.0328 0.0091 0.0091
(0.2, 0.8) 0.0116 0.0083 0.0099 0.0338 0.0084 0.0239 0.0100 0.0100
(0.15, 0.85) 0.0111 0.0081 0.0105 0.0303 0.0087 0.0153 0.0104 0.0104
(0.1, 0.9) 0.0099 0.0075 0.0111 0.0258 0.0089 0.0084 0.0108 0.0108
(0.05, 0.95) 0.0084 0.0073 0.0119 0.0188 0.0083 0.0053 0.0130 0.0130
(0.0, 1.0) 0.0058 0.0113 0.0141 0.0070 0.0051 0.0124 0.0147 0.0147
tot 0.0182 0.0090 0.0109 0.0284 0.0172 0.0800 0.0163 0.0163
![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_SLD mul_SLD_nbvs mul_SLD_bcts mul_SLD_ts mul_SLD_vs mul_CC atc_mc atc_ne
(1.0, 0.0) 0.0099 0.0066 0.0141 0.0176 0.0204 0.1679 0.0238 0.0238
(0.95, 0.05) 0.0145 0.0223 0.0136 0.0240 0.0302 0.1600 0.0222 0.0222
(0.9, 0.1) 0.0137 0.0240 0.0126 0.0311 0.0286 0.1538 0.0216 0.0216
(0.85, 0.15) 0.0119 0.0226 0.0112 0.0385 0.0268 0.1471 0.0197 0.0197
(0.8, 0.2) 0.0093 0.0213 0.0092 0.0442 0.0223 0.1398 0.0206 0.0206
(0.75, 0.25) 0.0108 0.0224 0.0111 0.0463 0.0243 0.1286 0.0160 0.0160
(0.7, 0.3) 0.0115 0.0205 0.0104 0.0508 0.0228 0.1231 0.0160 0.0160
(0.65, 0.35) 0.0123 0.0218 0.0115 0.0517 0.0220 0.1164 0.0149 0.0149
(0.6, 0.4) 0.0132 0.0203 0.0121 0.0545 0.0216 0.1075 0.0122 0.0122
(0.55, 0.45) 0.0135 0.0185 0.0112 0.0568 0.0189 0.1010 0.0123 0.0123
(0.5, 0.5) 0.0160 0.0189 0.0123 0.0565 0.0189 0.0920 0.0111 0.0111
(0.45, 0.55) 0.0149 0.0179 0.0124 0.0572 0.0182 0.0840 0.0102 0.0102
(0.4, 0.6) 0.0180 0.0149 0.0101 0.0601 0.0137 0.0775 0.0096 0.0096
(0.35, 0.65) 0.0178 0.0156 0.0128 0.0587 0.0158 0.0713 0.0100 0.0100
(0.3, 0.7) 0.0162 0.0141 0.0111 0.0558 0.0134 0.0621 0.0080 0.0080
(0.25, 0.75) 0.0158 0.0148 0.0131 0.0540 0.0135 0.0549 0.0070 0.0070
(0.2, 0.8) 0.0162 0.0140 0.0139 0.0504 0.0132 0.0476 0.0071 0.0071
(0.15, 0.85) 0.0145 0.0130 0.0154 0.0464 0.0129 0.0405 0.0076 0.0076
(0.1, 0.9) 0.0110 0.0121 0.0152 0.0407 0.0108 0.0336 0.0062 0.0062
(0.05, 0.95) 0.0082 0.0118 0.0150 0.0314 0.0094 0.0256 0.0063 0.0063
(0.0, 1.0) 0.0059 0.0162 0.0174 0.0099 0.0108 0.0199 0.0059 0.0059
tot 0.0131 0.0173 0.0126 0.0446 0.0185 0.0931 0.0128 0.0128
![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_SLD mul_SLD_nbvs mul_SLD_bcts mul_SLD_ts mul_SLD_vs mul_CC atc_mc atc_ne
(1.0, 0.0) 0.0064 0.0062 0.0106 0.0160 0.0137 0.1061 0.0106 0.0106
(0.95, 0.05) 0.0091 0.0067 0.0074 0.0349 0.0167 0.1031 0.0101 0.0101
(0.9, 0.1) 0.0134 0.0093 0.0073 0.0458 0.0128 0.1016 0.0092 0.0092
(0.85, 0.15) 0.0180 0.0126 0.0079 0.0547 0.0142 0.0980 0.0083 0.0083
(0.8, 0.2) 0.0235 0.0161 0.0102 0.0622 0.0116 0.0970 0.0089 0.0089
(0.75, 0.25) 0.0261 0.0178 0.0099 0.0660 0.0139 0.0924 0.0090 0.0090
(0.7, 0.3) 0.0288 0.0205 0.0109 0.0708 0.0144 0.0920 0.0084 0.0084
(0.65, 0.35) 0.0290 0.0213 0.0107 0.0721 0.0143 0.0887 0.0084 0.0084
(0.6, 0.4) 0.0320 0.0247 0.0117 0.0749 0.0132 0.0849 0.0082 0.0082
(0.55, 0.45) 0.0331 0.0274 0.0112 0.0777 0.0130 0.0841 0.0086 0.0086
(0.5, 0.5) 0.0317 0.0271 0.0121 0.0758 0.0156 0.0798 0.0085 0.0085
(0.45, 0.55) 0.0313 0.0282 0.0100 0.0755 0.0132 0.0762 0.0085 0.0085
(0.4, 0.6) 0.0335 0.0332 0.0104 0.0756 0.0125 0.0744 0.0072 0.0072
(0.35, 0.65) 0.0306 0.0341 0.0105 0.0756 0.0121 0.0741 0.0079 0.0079
(0.3, 0.7) 0.0260 0.0323 0.0112 0.0704 0.0149 0.0696 0.0076 0.0076
(0.25, 0.75) 0.0230 0.0325 0.0099 0.0674 0.0141 0.0672 0.0075 0.0075
(0.2, 0.8) 0.0200 0.0343 0.0098 0.0641 0.0132 0.0654 0.0066 0.0066
(0.15, 0.85) 0.0149 0.0308 0.0099 0.0584 0.0138 0.0627 0.0070 0.0070
(0.1, 0.9) 0.0107 0.0232 0.0108 0.0486 0.0158 0.0596 0.0078 0.0078
(0.05, 0.95) 0.0084 0.0169 0.0094 0.0363 0.0125 0.0579 0.0071 0.0071
(0.0, 1.0) 0.0048 0.0060 0.0131 0.0109 0.0140 0.0572 0.0071 0.0071
tot 0.0216 0.0220 0.0102 0.0587 0.0138 0.0806 0.0082 0.0082
![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_SLD mul_SLD_nbvs mul_SLD_bcts mul_SLD_ts mul_SLD_vs mul_CC atc_mc atc_ne
(1.0, 0.0) 0.0046 0.0128 0.0105 0.0104 0.0050 0.0592 0.0088 0.0088
(0.95, 0.05) 0.0098 0.0285 0.0077 0.0328 0.0076 0.0604 0.0080 0.0080
(0.9, 0.1) 0.0157 0.0399 0.0068 0.0446 0.0066 0.0636 0.0082 0.0082
(0.85, 0.15) 0.0244 0.0510 0.0094 0.0556 0.0086 0.0648 0.0077 0.0077
(0.8, 0.2) 0.0302 0.0578 0.0109 0.0621 0.0092 0.0683 0.0083 0.0083
(0.75, 0.25) 0.0358 0.0620 0.0124 0.0660 0.0097 0.0678 0.0066 0.0066
(0.7, 0.3) 0.0370 0.0646 0.0137 0.0698 0.0115 0.0711 0.0082 0.0082
(0.65, 0.35) 0.0385 0.0665 0.0150 0.0734 0.0121 0.0737 0.0103 0.0103
(0.6, 0.4) 0.0398 0.0652 0.0153 0.0737 0.0122 0.0737 0.0085 0.0085
(0.55, 0.45) 0.0398 0.0654 0.0150 0.0768 0.0114 0.0767 0.0110 0.0110
(0.5, 0.5) 0.0386 0.0616 0.0146 0.0773 0.0110 0.0773 0.0122 0.0122
(0.45, 0.55) 0.0390 0.0615 0.0146 0.0787 0.0089 0.0790 0.0125 0.0125
(0.4, 0.6) 0.0371 0.0570 0.0158 0.0774 0.0111 0.0802 0.0144 0.0144
(0.35, 0.65) 0.0338 0.0550 0.0160 0.0794 0.0120 0.0853 0.0168 0.0168
(0.3, 0.7) 0.0287 0.0486 0.0144 0.0751 0.0127 0.0857 0.0164 0.0164
(0.25, 0.75) 0.0245 0.0427 0.0135 0.0709 0.0126 0.0867 0.0170 0.0170
(0.2, 0.8) 0.0198 0.0369 0.0120 0.0663 0.0126 0.0888 0.0211 0.0211
(0.15, 0.85) 0.0148 0.0296 0.0100 0.0578 0.0128 0.0903 0.0205 0.0205
(0.1, 0.9) 0.0122 0.0218 0.0098 0.0487 0.0146 0.0927 0.0239 0.0239
(0.05, 0.95) 0.0085 0.0129 0.0071 0.0361 0.0147 0.0946 0.0253 0.0253
(0.0, 1.0) 0.0035 0.0068 0.0092 0.0127 0.0143 0.0979 0.0289 0.0289
tot 0.0255 0.0451 0.0121 0.0593 0.0110 0.0780 0.0140 0.0140
![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_SLD mul_SLD_nbvs mul_SLD_bcts mul_SLD_ts mul_SLD_vs mul_CC atc_mc atc_ne
(1.0, 0.0) 0.0034 0.0058 0.0078 0.0090 0.0031 0.0249 0.0190 0.0190
(0.95, 0.05) 0.0154 0.0211 0.0060 0.0318 0.0057 0.0305 0.0166 0.0166
(0.9, 0.1) 0.0254 0.0265 0.0070 0.0408 0.0083 0.0369 0.0147 0.0147
(0.85, 0.15) 0.0348 0.0290 0.0109 0.0479 0.0120 0.0427 0.0117 0.0117
(0.8, 0.2) 0.0419 0.0321 0.0143 0.0550 0.0141 0.0499 0.0105 0.0105
(0.75, 0.25) 0.0483 0.0344 0.0183 0.0599 0.0166 0.0538 0.0089 0.0089
(0.7, 0.3) 0.0502 0.0331 0.0190 0.0669 0.0158 0.0605 0.0085 0.0085
(0.65, 0.35) 0.0517 0.0335 0.0212 0.0738 0.0168 0.0682 0.0076 0.0076
(0.6, 0.4) 0.0537 0.0338 0.0233 0.0777 0.0173 0.0728 0.0079 0.0079
(0.55, 0.45) 0.0519 0.0327 0.0229 0.0826 0.0153 0.0784 0.0073 0.0073
(0.5, 0.5) 0.0516 0.0317 0.0244 0.0852 0.0153 0.0835 0.0081 0.0081
(0.45, 0.55) 0.0515 0.0321 0.0260 0.0887 0.0148 0.0901 0.0099 0.0099
(0.4, 0.6) 0.0491 0.0300 0.0265 0.0887 0.0146 0.0946 0.0112 0.0112
(0.35, 0.65) 0.0459 0.0292 0.0267 0.0890 0.0149 0.1034 0.0156 0.0156
(0.3, 0.7) 0.0409 0.0258 0.0256 0.0856 0.0132 0.1084 0.0168 0.0168
(0.25, 0.75) 0.0338 0.0211 0.0225 0.0797 0.0115 0.1133 0.0160 0.0160
(0.2, 0.8) 0.0308 0.0198 0.0232 0.0767 0.0113 0.1192 0.0180 0.0180
(0.15, 0.85) 0.0257 0.0180 0.0218 0.0702 0.0102 0.1258 0.0218 0.0218
(0.1, 0.9) 0.0172 0.0120 0.0172 0.0599 0.0092 0.1303 0.0224 0.0224
(0.05, 0.95) 0.0127 0.0101 0.0150 0.0495 0.0084 0.1371 0.0278 0.0278
(0.0, 1.0) 0.0055 0.0041 0.0067 0.0245 0.0097 0.1440 0.0285 0.0285
tot 0.0353 0.0246 0.0184 0.0640 0.0123 0.0842 0.0147 0.0147
![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_SLD mul_SLD_nbvs mul_SLD_bcts mul_SLD_ts mul_SLD_vs mul_CC atc_mc atc_ne
(1.0, 0.0) 0.0024 0.0072 0.0101 0.0043 0.0041 0.0047 0.0103 0.0103
(0.95, 0.05) 0.0117 0.0092 0.0080 0.0227 0.0062 0.0101 0.0072 0.0072
(0.9, 0.1) 0.0202 0.0113 0.0073 0.0327 0.0092 0.0175 0.0049 0.0049
(0.85, 0.15) 0.0282 0.0138 0.0082 0.0433 0.0121 0.0266 0.0060 0.0060
(0.8, 0.2) 0.0333 0.0159 0.0102 0.0522 0.0131 0.0352 0.0082 0.0082
(0.75, 0.25) 0.0378 0.0184 0.0125 0.0589 0.0152 0.0432 0.0101 0.0101
(0.7, 0.3) 0.0371 0.0182 0.0130 0.0641 0.0138 0.0526 0.0119 0.0119
(0.65, 0.35) 0.0364 0.0184 0.0147 0.0670 0.0149 0.0608 0.0160 0.0160
(0.6, 0.4) 0.0379 0.0204 0.0174 0.0713 0.0156 0.0699 0.0190 0.0190
(0.55, 0.45) 0.0369 0.0196 0.0179 0.0723 0.0148 0.0781 0.0222 0.0222
(0.5, 0.5) 0.0359 0.0195 0.0191 0.0732 0.0143 0.0858 0.0259 0.0259
(0.45, 0.55) 0.0365 0.0215 0.0218 0.0758 0.0150 0.0949 0.0297 0.0297
(0.4, 0.6) 0.0333 0.0199 0.0213 0.0743 0.0127 0.1006 0.0307 0.0307
(0.35, 0.65) 0.0309 0.0197 0.0224 0.0743 0.0136 0.1121 0.0368 0.0368
(0.3, 0.7) 0.0272 0.0180 0.0219 0.0716 0.0125 0.1204 0.0400 0.0400
(0.25, 0.75) 0.0225 0.0157 0.0205 0.0673 0.0110 0.1281 0.0427 0.0427
(0.2, 0.8) 0.0196 0.0147 0.0203 0.0648 0.0104 0.1366 0.0464 0.0464
(0.15, 0.85) 0.0155 0.0130 0.0191 0.0594 0.0099 0.1458 0.0517 0.0517
(0.1, 0.9) 0.0121 0.0107 0.0161 0.0517 0.0101 0.1531 0.0521 0.0521
(0.05, 0.95) 0.0102 0.0092 0.0140 0.0437 0.0103 0.1614 0.0548 0.0548
(0.0, 1.0) 0.0071 0.0054 0.0071 0.0243 0.0154 0.1713 0.0625 0.0625
tot 0.0254 0.0152 0.0154 0.0557 0.0121 0.0861 0.0280 0.0280
![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_SLD mul_SLD_nbvs mul_SLD_bcts mul_SLD_ts mul_SLD_vs mul_CC atc_mc atc_ne
(1.0, 0.0) 0.0019 0.0078 0.0078 0.0021 0.0029 0.0094 0.0097 0.0097
(0.95, 0.05) 0.0117 0.0066 0.0068 0.0176 0.0060 0.0034 0.0071 0.0071
(0.9, 0.1) 0.0164 0.0069 0.0068 0.0284 0.0073 0.0119 0.0062 0.0062
(0.85, 0.15) 0.0178 0.0070 0.0067 0.0344 0.0086 0.0214 0.0064 0.0064
(0.8, 0.2) 0.0208 0.0088 0.0088 0.0407 0.0105 0.0326 0.0088 0.0088
(0.75, 0.25) 0.0218 0.0093 0.0094 0.0460 0.0109 0.0429 0.0093 0.0093
(0.7, 0.3) 0.0197 0.0101 0.0102 0.0487 0.0109 0.0542 0.0124 0.0124
(0.65, 0.35) 0.0178 0.0102 0.0105 0.0500 0.0106 0.0652 0.0161 0.0161
(0.6, 0.4) 0.0173 0.0116 0.0118 0.0530 0.0113 0.0767 0.0190 0.0190
(0.55, 0.45) 0.0155 0.0109 0.0118 0.0531 0.0107 0.0855 0.0207 0.0207
(0.5, 0.5) 0.0135 0.0111 0.0118 0.0526 0.0095 0.0955 0.0222 0.0222
(0.45, 0.55) 0.0135 0.0133 0.0135 0.0547 0.0097 0.1059 0.0247 0.0247
(0.4, 0.6) 0.0110 0.0113 0.0119 0.0518 0.0087 0.1147 0.0272 0.0272
(0.35, 0.65) 0.0113 0.0124 0.0128 0.0518 0.0105 0.1273 0.0331 0.0331
(0.3, 0.7) 0.0126 0.0132 0.0137 0.0498 0.0087 0.1385 0.0384 0.0384
(0.25, 0.75) 0.0136 0.0125 0.0128 0.0467 0.0106 0.1496 0.0425 0.0425
(0.2, 0.8) 0.0156 0.0119 0.0115 0.0416 0.0110 0.1572 0.0407 0.0407
(0.15, 0.85) 0.0182 0.0109 0.0103 0.0366 0.0141 0.1685 0.0447 0.0447
(0.1, 0.9) 0.0209 0.0113 0.0104 0.0313 0.0178 0.1791 0.0492 0.0492
(0.05, 0.95) 0.0223 0.0111 0.0092 0.0236 0.0229 0.1872 0.0492 0.0492
(0.0, 1.0) 0.0082 0.0179 0.0055 0.0134 0.0285 0.2005 0.0571 0.0571
tot 0.0153 0.0108 0.0102 0.0394 0.0115 0.0965 0.0259 0.0259
![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_SLD mul_CC atc_mc atc_ne
(1.0, 0.0) 0.0010 0.0061 0.0088 0.0088
(0.95, 0.05) 0.0085 0.0076 0.0046 0.0046
(0.9, 0.1) 0.0093 0.0208 0.0080 0.0080
(0.85, 0.15) 0.0075 0.0332 0.0128 0.0128
(0.8, 0.2) 0.0110 0.0465 0.0194 0.0194
(0.75, 0.25) 0.0122 0.0588 0.0256 0.0256
(0.7, 0.3) 0.0178 0.0736 0.0348 0.0348
(0.65, 0.35) 0.0226 0.0892 0.0438 0.0438
(0.6, 0.4) 0.0317 0.1013 0.0509 0.0509
(0.55, 0.45) 0.0393 0.1133 0.0568 0.0568
(0.5, 0.5) 0.0473 0.1270 0.0633 0.0633
(0.45, 0.55) 0.0533 0.1416 0.0728 0.0728
(0.4, 0.6) 0.0639 0.1499 0.0748 0.0748
(0.35, 0.65) 0.0709 0.1657 0.0843 0.0843
(0.3, 0.7) 0.0775 0.1792 0.0916 0.0916
(0.25, 0.75) 0.0830 0.1930 0.1005 0.1005
(0.2, 0.8) 0.0916 0.2055 0.1064 0.1064
(0.15, 0.85) 0.0971 0.2185 0.1147 0.1147
(0.1, 0.9) 0.0976 0.2317 0.1204 0.1204
(0.05, 0.95) 0.0729 0.2411 0.1244 0.1244
(0.0, 1.0) 0.0184 0.2570 0.1336 0.1336
tot 0.0445 0.1267 0.0644 0.0644
![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)