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_SLD bin_SLD_bcts bin_SLD_vs bin_CC mul_SLD mul_SLD_bcts mul_SLD_vs mul_CC atc_mc atc_ne
(1.0, 0.0) 0.0004 0.0055 0.0055 0.3647 0.0358 0.0153 0.0033 0.2797 0.1704 0.1704
(0.95, 0.05) 0.0501 0.0384 0.0384 0.3468 0.0961 0.0417 0.0320 0.2671 0.1614 0.1614
(0.9, 0.1) 0.0887 0.0399 0.0399 0.3290 0.1250 0.0431 0.0333 0.2512 0.1528 0.1528
(0.85, 0.15) 0.0926 0.0390 0.0390 0.3092 0.1269 0.0420 0.0321 0.2365 0.1426 0.1426
(0.8, 0.2) 0.0887 0.0357 0.0357 0.2914 0.1192 0.0368 0.0283 0.2243 0.1334 0.1334
(0.75, 0.25) 0.0879 0.0366 0.0366 0.2712 0.1197 0.0401 0.0300 0.2058 0.1217 0.1217
(0.7, 0.3) 0.0825 0.0334 0.0334 0.2526 0.1118 0.0362 0.0269 0.1937 0.1131 0.1131
(0.65, 0.35) 0.0778 0.0319 0.0319 0.2348 0.1062 0.0352 0.0254 0.1781 0.1040 0.1040
(0.6, 0.4) 0.0727 0.0303 0.0303 0.2149 0.0999 0.0342 0.0241 0.1640 0.0943 0.0943
(0.55, 0.45) 0.0637 0.0261 0.0261 0.1972 0.0867 0.0286 0.0196 0.1504 0.0847 0.0847
(0.5, 0.5) 0.0569 0.0238 0.0238 0.1765 0.0771 0.0256 0.0178 0.1341 0.0749 0.0749
(0.45, 0.55) 0.0527 0.0239 0.0239 0.1562 0.0715 0.0263 0.0181 0.1189 0.0622 0.0622
(0.4, 0.6) 0.0418 0.0188 0.0188 0.1382 0.0563 0.0200 0.0135 0.1035 0.0541 0.0541
(0.35, 0.65) 0.0392 0.0206 0.0206 0.1181 0.0536 0.0236 0.0158 0.0888 0.0422 0.0422
(0.3, 0.7) 0.0313 0.0182 0.0182 0.0997 0.0426 0.0205 0.0141 0.0738 0.0334 0.0334
(0.25, 0.75) 0.0231 0.0152 0.0152 0.0815 0.0318 0.0169 0.0111 0.0591 0.0239 0.0239
(0.2, 0.8) 0.0184 0.0146 0.0146 0.0619 0.0246 0.0168 0.0110 0.0454 0.0168 0.0168
(0.15, 0.85) 0.0127 0.0129 0.0129 0.0434 0.0172 0.0154 0.0104 0.0314 0.0090 0.0090
(0.1, 0.9) 0.0084 0.0119 0.0119 0.0244 0.0103 0.0132 0.0090 0.0166 0.0070 0.0070
(0.05, 0.95) 0.0060 0.0112 0.0112 0.0060 0.0072 0.0131 0.0090 0.0039 0.0134 0.0134
(0.0, 1.0) 0.0048 0.0125 0.0125 0.0144 0.0040 0.0128 0.0104 0.0137 0.0243 0.0243
tot 0.0476 0.0238 0.0238 0.1777 0.0678 0.0265 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_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_SLD bin_SLD_bcts bin_SLD_vs bin_CC mul_SLD mul_SLD_bcts mul_SLD_vs mul_CC atc_mc atc_ne
(1.0, 0.0) 0.0019 0.0026 0.0026 0.1744 0.0162 0.0163 0.0270 0.1688 0.0311 0.0311
(0.95, 0.05) 0.0261 0.0125 0.0125 0.1646 0.0393 0.0141 0.0426 0.1602 0.0274 0.0274
(0.9, 0.1) 0.0233 0.0100 0.0100 0.1564 0.0340 0.0118 0.0370 0.1531 0.0267 0.0267
(0.85, 0.15) 0.0207 0.0091 0.0091 0.1464 0.0320 0.0105 0.0337 0.1418 0.0227 0.0227
(0.8, 0.2) 0.0161 0.0076 0.0076 0.1383 0.0248 0.0087 0.0274 0.1343 0.0214 0.0214
(0.75, 0.25) 0.0162 0.0082 0.0082 0.1258 0.0238 0.0103 0.0252 0.1231 0.0201 0.0201
(0.7, 0.3) 0.0134 0.0095 0.0095 0.1180 0.0242 0.0108 0.0219 0.1152 0.0178 0.0178
(0.65, 0.35) 0.0129 0.0102 0.0102 0.1081 0.0212 0.0113 0.0196 0.1066 0.0196 0.0196
(0.6, 0.4) 0.0108 0.0093 0.0093 0.0974 0.0193 0.0103 0.0164 0.0961 0.0168 0.0168
(0.55, 0.45) 0.0104 0.0102 0.0102 0.0892 0.0164 0.0100 0.0135 0.0877 0.0147 0.0147
(0.5, 0.5) 0.0081 0.0079 0.0079 0.0787 0.0152 0.0098 0.0108 0.0787 0.0136 0.0136
(0.45, 0.55) 0.0082 0.0086 0.0086 0.0672 0.0148 0.0092 0.0112 0.0673 0.0111 0.0111
(0.4, 0.6) 0.0074 0.0084 0.0084 0.0591 0.0143 0.0094 0.0090 0.0589 0.0110 0.0110
(0.35, 0.65) 0.0087 0.0101 0.0101 0.0492 0.0154 0.0095 0.0094 0.0501 0.0097 0.0097
(0.3, 0.7) 0.0079 0.0091 0.0091 0.0395 0.0131 0.0097 0.0085 0.0403 0.0106 0.0106
(0.25, 0.75) 0.0098 0.0091 0.0091 0.0308 0.0124 0.0089 0.0084 0.0328 0.0091 0.0091
(0.2, 0.8) 0.0120 0.0101 0.0101 0.0217 0.0116 0.0099 0.0084 0.0239 0.0100 0.0100
(0.15, 0.85) 0.0141 0.0104 0.0104 0.0128 0.0111 0.0105 0.0087 0.0153 0.0104 0.0104
(0.1, 0.9) 0.0154 0.0099 0.0099 0.0067 0.0099 0.0111 0.0089 0.0084 0.0108 0.0108
(0.05, 0.95) 0.0157 0.0107 0.0107 0.0075 0.0084 0.0119 0.0083 0.0053 0.0130 0.0130
(0.0, 1.0) 0.0055 0.0115 0.0115 0.0160 0.0058 0.0141 0.0051 0.0124 0.0147 0.0147
tot 0.0126 0.0093 0.0093 0.0813 0.0182 0.0109 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_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_SLD bin_SLD_bcts bin_SLD_vs bin_CC mul_SLD mul_SLD_bcts mul_SLD_vs mul_CC atc_mc atc_ne
(1.0, 0.0) 0.0007 0.0052 0.0051 0.1254 0.0099 0.0141 0.0204 0.1679 0.0238 0.0238
(0.95, 0.05) 0.0184 0.0141 0.0141 0.1194 0.0145 0.0136 0.0302 0.1600 0.0222 0.0222
(0.9, 0.1) 0.0167 0.0134 0.0134 0.1144 0.0137 0.0126 0.0286 0.1538 0.0216 0.0216
(0.85, 0.15) 0.0149 0.0141 0.0141 0.1077 0.0119 0.0112 0.0268 0.1471 0.0197 0.0197
(0.8, 0.2) 0.0112 0.0115 0.0114 0.1037 0.0093 0.0092 0.0223 0.1398 0.0206 0.0206
(0.75, 0.25) 0.0111 0.0135 0.0135 0.0941 0.0108 0.0111 0.0243 0.1286 0.0160 0.0160
(0.7, 0.3) 0.0098 0.0140 0.0139 0.0902 0.0115 0.0104 0.0228 0.1231 0.0160 0.0160
(0.65, 0.35) 0.0102 0.0132 0.0132 0.0839 0.0123 0.0115 0.0220 0.1164 0.0149 0.0149
(0.6, 0.4) 0.0086 0.0139 0.0139 0.0765 0.0132 0.0121 0.0216 0.1075 0.0122 0.0122
(0.55, 0.45) 0.0095 0.0139 0.0139 0.0731 0.0135 0.0112 0.0189 0.1010 0.0123 0.0123
(0.5, 0.5) 0.0094 0.0140 0.0140 0.0646 0.0160 0.0123 0.0189 0.0920 0.0111 0.0111
(0.45, 0.55) 0.0102 0.0143 0.0143 0.0591 0.0149 0.0124 0.0182 0.0840 0.0102 0.0102
(0.4, 0.6) 0.0130 0.0118 0.0118 0.0537 0.0180 0.0101 0.0137 0.0775 0.0096 0.0096
(0.35, 0.65) 0.0138 0.0148 0.0148 0.0492 0.0178 0.0128 0.0158 0.0713 0.0100 0.0100
(0.3, 0.7) 0.0134 0.0121 0.0120 0.0417 0.0162 0.0111 0.0134 0.0621 0.0080 0.0080
(0.25, 0.75) 0.0147 0.0132 0.0131 0.0366 0.0158 0.0131 0.0135 0.0549 0.0070 0.0070
(0.2, 0.8) 0.0158 0.0144 0.0143 0.0302 0.0162 0.0139 0.0132 0.0476 0.0071 0.0071
(0.15, 0.85) 0.0147 0.0153 0.0152 0.0243 0.0145 0.0154 0.0129 0.0405 0.0076 0.0076
(0.1, 0.9) 0.0127 0.0130 0.0130 0.0193 0.0110 0.0152 0.0108 0.0336 0.0062 0.0062
(0.05, 0.95) 0.0108 0.0124 0.0124 0.0135 0.0082 0.0150 0.0094 0.0256 0.0063 0.0063
(0.0, 1.0) 0.0051 0.0126 0.0126 0.0103 0.0059 0.0174 0.0108 0.0199 0.0059 0.0059
tot 0.0116 0.0131 0.0130 0.0662 0.0131 0.0126 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_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_SLD bin_SLD_bcts bin_SLD_vs bin_CC mul_SLD mul_SLD_bcts mul_SLD_vs mul_CC atc_mc atc_ne
(1.0, 0.0) 0.0007 0.0047 0.0047 0.0906 0.0064 0.0106 0.0137 0.1061 0.0106 0.0106
(0.95, 0.05) 0.0050 0.0084 0.0084 0.0885 0.0091 0.0074 0.0167 0.1031 0.0101 0.0101
(0.9, 0.1) 0.0057 0.0095 0.0095 0.0873 0.0134 0.0073 0.0128 0.1016 0.0092 0.0092
(0.85, 0.15) 0.0084 0.0100 0.0100 0.0836 0.0180 0.0079 0.0142 0.0980 0.0083 0.0083
(0.8, 0.2) 0.0130 0.0126 0.0126 0.0839 0.0235 0.0102 0.0116 0.0970 0.0089 0.0089
(0.75, 0.25) 0.0158 0.0118 0.0119 0.0793 0.0261 0.0099 0.0139 0.0924 0.0090 0.0090
(0.7, 0.3) 0.0186 0.0128 0.0128 0.0787 0.0288 0.0109 0.0144 0.0920 0.0084 0.0084
(0.65, 0.35) 0.0208 0.0128 0.0128 0.0756 0.0290 0.0107 0.0143 0.0887 0.0084 0.0084
(0.6, 0.4) 0.0239 0.0134 0.0134 0.0728 0.0320 0.0117 0.0132 0.0849 0.0082 0.0082
(0.55, 0.45) 0.0273 0.0126 0.0126 0.0723 0.0331 0.0112 0.0130 0.0841 0.0086 0.0086
(0.5, 0.5) 0.0267 0.0147 0.0147 0.0678 0.0317 0.0121 0.0156 0.0798 0.0085 0.0085
(0.45, 0.55) 0.0283 0.0113 0.0113 0.0651 0.0313 0.0100 0.0132 0.0762 0.0085 0.0085
(0.4, 0.6) 0.0296 0.0117 0.0117 0.0636 0.0335 0.0104 0.0125 0.0744 0.0072 0.0072
(0.35, 0.65) 0.0273 0.0113 0.0113 0.0628 0.0306 0.0105 0.0121 0.0741 0.0079 0.0079
(0.3, 0.7) 0.0235 0.0125 0.0125 0.0592 0.0260 0.0112 0.0149 0.0696 0.0076 0.0076
(0.25, 0.75) 0.0208 0.0112 0.0112 0.0573 0.0230 0.0099 0.0141 0.0672 0.0075 0.0075
(0.2, 0.8) 0.0183 0.0113 0.0113 0.0558 0.0200 0.0098 0.0132 0.0654 0.0066 0.0066
(0.15, 0.85) 0.0127 0.0111 0.0111 0.0535 0.0149 0.0099 0.0138 0.0627 0.0070 0.0070
(0.1, 0.9) 0.0092 0.0116 0.0116 0.0504 0.0107 0.0108 0.0158 0.0596 0.0078 0.0078
(0.05, 0.95) 0.0076 0.0097 0.0097 0.0501 0.0084 0.0094 0.0125 0.0579 0.0071 0.0071
(0.0, 1.0) 0.0013 0.0087 0.0087 0.0495 0.0048 0.0131 0.0140 0.0572 0.0071 0.0071
tot 0.0164 0.0111 0.0111 0.0689 0.0216 0.0102 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_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_SLD bin_SLD_bcts bin_SLD_vs bin_CC mul_SLD mul_SLD_bcts mul_SLD_vs mul_CC atc_mc atc_ne
(1.0, 0.0) 0.0007 0.0024 0.0024 0.0601 0.0046 0.0105 0.0050 0.0592 0.0088 0.0088
(0.95, 0.05) 0.0055 0.0074 0.0074 0.0615 0.0098 0.0077 0.0076 0.0604 0.0080 0.0080
(0.9, 0.1) 0.0083 0.0099 0.0099 0.0646 0.0157 0.0068 0.0066 0.0636 0.0082 0.0082
(0.85, 0.15) 0.0154 0.0141 0.0141 0.0659 0.0244 0.0094 0.0086 0.0648 0.0077 0.0077
(0.8, 0.2) 0.0235 0.0167 0.0167 0.0693 0.0302 0.0109 0.0092 0.0683 0.0083 0.0083
(0.75, 0.25) 0.0298 0.0182 0.0182 0.0690 0.0358 0.0124 0.0097 0.0678 0.0066 0.0066
(0.7, 0.3) 0.0319 0.0177 0.0177 0.0722 0.0370 0.0137 0.0115 0.0711 0.0082 0.0082
(0.65, 0.35) 0.0357 0.0189 0.0189 0.0747 0.0385 0.0150 0.0121 0.0737 0.0103 0.0103
(0.6, 0.4) 0.0368 0.0185 0.0185 0.0746 0.0398 0.0153 0.0122 0.0737 0.0085 0.0085
(0.55, 0.45) 0.0373 0.0175 0.0175 0.0776 0.0398 0.0150 0.0114 0.0767 0.0110 0.0110
(0.5, 0.5) 0.0369 0.0169 0.0169 0.0784 0.0386 0.0146 0.0110 0.0773 0.0122 0.0122
(0.45, 0.55) 0.0358 0.0166 0.0165 0.0799 0.0390 0.0146 0.0089 0.0790 0.0125 0.0125
(0.4, 0.6) 0.0350 0.0181 0.0181 0.0814 0.0371 0.0158 0.0111 0.0802 0.0144 0.0144
(0.35, 0.65) 0.0309 0.0174 0.0174 0.0861 0.0338 0.0160 0.0120 0.0853 0.0168 0.0168
(0.3, 0.7) 0.0230 0.0157 0.0157 0.0868 0.0287 0.0144 0.0127 0.0857 0.0164 0.0164
(0.25, 0.75) 0.0194 0.0149 0.0149 0.0874 0.0245 0.0135 0.0126 0.0867 0.0170 0.0170
(0.2, 0.8) 0.0139 0.0132 0.0132 0.0896 0.0198 0.0120 0.0126 0.0888 0.0211 0.0211
(0.15, 0.85) 0.0102 0.0104 0.0104 0.0913 0.0148 0.0100 0.0128 0.0903 0.0205 0.0205
(0.1, 0.9) 0.0081 0.0103 0.0103 0.0939 0.0122 0.0098 0.0146 0.0927 0.0239 0.0239
(0.05, 0.95) 0.0075 0.0070 0.0070 0.0954 0.0085 0.0071 0.0147 0.0946 0.0253 0.0253
(0.0, 1.0) 0.0004 0.0038 0.0038 0.0991 0.0035 0.0092 0.0143 0.0979 0.0289 0.0289
tot 0.0212 0.0136 0.0136 0.0790 0.0255 0.0121 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_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_SLD bin_SLD_bcts bin_SLD_vs bin_CC mul_SLD mul_SLD_bcts mul_SLD_vs mul_CC atc_mc atc_ne
(1.0, 0.0) 0.0005 0.0019 0.0019 0.0195 0.0034 0.0078 0.0031 0.0249 0.0190 0.0190
(0.95, 0.05) 0.0079 0.0073 0.0073 0.0241 0.0154 0.0060 0.0057 0.0305 0.0166 0.0166
(0.9, 0.1) 0.0192 0.0114 0.0114 0.0306 0.0254 0.0070 0.0083 0.0369 0.0147 0.0147
(0.85, 0.15) 0.0319 0.0157 0.0157 0.0362 0.0348 0.0109 0.0120 0.0427 0.0117 0.0117
(0.8, 0.2) 0.0412 0.0183 0.0183 0.0422 0.0419 0.0143 0.0141 0.0499 0.0105 0.0105
(0.75, 0.25) 0.0458 0.0222 0.0222 0.0465 0.0483 0.0183 0.0166 0.0538 0.0089 0.0089
(0.7, 0.3) 0.0438 0.0215 0.0215 0.0523 0.0502 0.0190 0.0158 0.0605 0.0085 0.0085
(0.65, 0.35) 0.0444 0.0229 0.0229 0.0599 0.0517 0.0212 0.0168 0.0682 0.0076 0.0076
(0.6, 0.4) 0.0410 0.0243 0.0243 0.0643 0.0537 0.0233 0.0173 0.0728 0.0079 0.0079
(0.55, 0.45) 0.0374 0.0228 0.0228 0.0695 0.0519 0.0229 0.0153 0.0784 0.0073 0.0073
(0.5, 0.5) 0.0342 0.0244 0.0244 0.0740 0.0516 0.0244 0.0153 0.0835 0.0081 0.0081
(0.45, 0.55) 0.0318 0.0242 0.0242 0.0798 0.0515 0.0260 0.0148 0.0901 0.0099 0.0099
(0.4, 0.6) 0.0284 0.0245 0.0245 0.0839 0.0491 0.0265 0.0146 0.0946 0.0112 0.0112
(0.35, 0.65) 0.0248 0.0236 0.0236 0.0924 0.0459 0.0267 0.0149 0.1034 0.0156 0.0156
(0.3, 0.7) 0.0205 0.0215 0.0215 0.0975 0.0409 0.0256 0.0132 0.1084 0.0168 0.0168
(0.25, 0.75) 0.0165 0.0198 0.0198 0.1019 0.0338 0.0225 0.0115 0.1133 0.0160 0.0160
(0.2, 0.8) 0.0135 0.0191 0.0191 0.1080 0.0308 0.0232 0.0113 0.1192 0.0180 0.0180
(0.15, 0.85) 0.0100 0.0165 0.0165 0.1131 0.0257 0.0218 0.0102 0.1258 0.0218 0.0218
(0.1, 0.9) 0.0072 0.0134 0.0134 0.1177 0.0172 0.0172 0.0092 0.1303 0.0224 0.0224
(0.05, 0.95) 0.0065 0.0102 0.0102 0.1238 0.0127 0.0150 0.0084 0.1371 0.0278 0.0278
(0.0, 1.0) 0.0003 0.0033 0.0033 0.1304 0.0055 0.0067 0.0097 0.1440 0.0285 0.0285
tot 0.0241 0.0176 0.0176 0.0746 0.0353 0.0184 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_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_SLD bin_SLD_bcts bin_SLD_vs bin_CC mul_SLD mul_SLD_bcts mul_SLD_vs mul_CC atc_mc atc_ne
(1.0, 0.0) 0.0014 0.0049 0.0049 0.0071 0.0024 0.0101 0.0041 0.0047 0.0103 0.0103
(0.95, 0.05) 0.0097 0.0067 0.0067 0.0050 0.0117 0.0080 0.0062 0.0101 0.0072 0.0072
(0.9, 0.1) 0.0180 0.0079 0.0079 0.0088 0.0202 0.0073 0.0092 0.0175 0.0049 0.0049
(0.85, 0.15) 0.0227 0.0089 0.0089 0.0170 0.0282 0.0082 0.0121 0.0266 0.0060 0.0060
(0.8, 0.2) 0.0237 0.0102 0.0102 0.0245 0.0333 0.0102 0.0131 0.0352 0.0082 0.0082
(0.75, 0.25) 0.0250 0.0113 0.0113 0.0320 0.0378 0.0125 0.0152 0.0432 0.0101 0.0101
(0.7, 0.3) 0.0229 0.0108 0.0108 0.0398 0.0371 0.0130 0.0138 0.0526 0.0119 0.0119
(0.65, 0.35) 0.0218 0.0124 0.0124 0.0481 0.0364 0.0147 0.0149 0.0608 0.0160 0.0160
(0.6, 0.4) 0.0220 0.0136 0.0136 0.0566 0.0379 0.0174 0.0156 0.0699 0.0190 0.0190
(0.55, 0.45) 0.0189 0.0130 0.0130 0.0626 0.0369 0.0179 0.0148 0.0781 0.0222 0.0222
(0.5, 0.5) 0.0183 0.0136 0.0136 0.0699 0.0359 0.0191 0.0143 0.0858 0.0259 0.0259
(0.45, 0.55) 0.0179 0.0146 0.0146 0.0788 0.0365 0.0218 0.0150 0.0949 0.0297 0.0297
(0.4, 0.6) 0.0144 0.0127 0.0127 0.0832 0.0333 0.0213 0.0127 0.1006 0.0307 0.0307
(0.35, 0.65) 0.0131 0.0133 0.0133 0.0932 0.0309 0.0224 0.0136 0.1121 0.0368 0.0368
(0.3, 0.7) 0.0117 0.0128 0.0128 0.1011 0.0272 0.0219 0.0125 0.1204 0.0400 0.0400
(0.25, 0.75) 0.0095 0.0117 0.0117 0.1084 0.0225 0.0205 0.0110 0.1281 0.0427 0.0427
(0.2, 0.8) 0.0081 0.0110 0.0110 0.1150 0.0196 0.0203 0.0104 0.1366 0.0464 0.0464
(0.15, 0.85) 0.0073 0.0101 0.0101 0.1235 0.0155 0.0191 0.0099 0.1458 0.0517 0.0517
(0.1, 0.9) 0.0078 0.0091 0.0090 0.1297 0.0121 0.0161 0.0101 0.1531 0.0521 0.0521
(0.05, 0.95) 0.0089 0.0085 0.0085 0.1379 0.0102 0.0140 0.0103 0.1614 0.0548 0.0548
(0.0, 1.0) 0.0003 0.0057 0.0057 0.1468 0.0071 0.0071 0.0154 0.1713 0.0625 0.0625
tot 0.0144 0.0106 0.0106 0.0709 0.0254 0.0154 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_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_SLD bin_SLD_bcts bin_SLD_vs bin_CC mul_SLD mul_SLD_bcts mul_SLD_vs mul_CC atc_mc atc_ne
(1.0, 0.0) 0.0011 0.0047 0.0047 0.0121 0.0019 0.0078 0.0029 0.0094 0.0097 0.0097
(0.95, 0.05) 0.0092 0.0065 0.0065 0.0040 0.0117 0.0068 0.0060 0.0034 0.0071 0.0071
(0.9, 0.1) 0.0103 0.0071 0.0071 0.0091 0.0164 0.0068 0.0073 0.0119 0.0062 0.0062
(0.85, 0.15) 0.0103 0.0079 0.0079 0.0183 0.0178 0.0067 0.0086 0.0214 0.0064 0.0064
(0.8, 0.2) 0.0117 0.0094 0.0094 0.0294 0.0208 0.0088 0.0105 0.0326 0.0088 0.0088
(0.75, 0.25) 0.0101 0.0088 0.0088 0.0396 0.0218 0.0094 0.0109 0.0429 0.0093 0.0093
(0.7, 0.3) 0.0093 0.0090 0.0090 0.0499 0.0197 0.0102 0.0109 0.0542 0.0124 0.0124
(0.65, 0.35) 0.0087 0.0083 0.0083 0.0616 0.0178 0.0105 0.0106 0.0652 0.0161 0.0161
(0.6, 0.4) 0.0092 0.0090 0.0090 0.0729 0.0173 0.0118 0.0113 0.0767 0.0190 0.0190
(0.55, 0.45) 0.0092 0.0104 0.0104 0.0817 0.0155 0.0118 0.0107 0.0855 0.0207 0.0207
(0.5, 0.5) 0.0088 0.0104 0.0104 0.0910 0.0135 0.0118 0.0095 0.0955 0.0222 0.0222
(0.45, 0.55) 0.0093 0.0100 0.0100 0.1016 0.0135 0.0135 0.0097 0.1059 0.0247 0.0247
(0.4, 0.6) 0.0113 0.0109 0.0109 0.1097 0.0110 0.0119 0.0087 0.1147 0.0272 0.0272
(0.35, 0.65) 0.0125 0.0132 0.0131 0.1232 0.0113 0.0128 0.0105 0.1273 0.0331 0.0331
(0.3, 0.7) 0.0146 0.0114 0.0113 0.1340 0.0126 0.0137 0.0087 0.1385 0.0384 0.0384
(0.25, 0.75) 0.0170 0.0133 0.0133 0.1444 0.0136 0.0128 0.0106 0.1496 0.0425 0.0425
(0.2, 0.8) 0.0216 0.0135 0.0134 0.1520 0.0156 0.0115 0.0110 0.1572 0.0407 0.0407
(0.15, 0.85) 0.0247 0.0162 0.0161 0.1636 0.0182 0.0103 0.0141 0.1685 0.0447 0.0447
(0.1, 0.9) 0.0283 0.0180 0.0179 0.1727 0.0209 0.0104 0.0178 0.1791 0.0492 0.0492
(0.05, 0.95) 0.0297 0.0193 0.0193 0.1821 0.0223 0.0092 0.0229 0.1872 0.0492 0.0492
(0.0, 1.0) 0.0009 0.0116 0.0115 0.1946 0.0082 0.0055 0.0285 0.2005 0.0571 0.0571
tot 0.0128 0.0109 0.0109 0.0927 0.0153 0.0102 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_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_SLD bin_CC mul_SLD mul_CC atc_mc atc_ne
(1.0, 0.0) 0.0010 0.0062 0.0010 0.0061 0.0088 0.0088
(0.95, 0.05) 0.0077 0.0108 0.0085 0.0076 0.0046 0.0046
(0.9, 0.1) 0.0129 0.0278 0.0093 0.0208 0.0080 0.0080
(0.85, 0.15) 0.0181 0.0442 0.0075 0.0332 0.0128 0.0128
(0.8, 0.2) 0.0248 0.0607 0.0110 0.0465 0.0194 0.0194
(0.75, 0.25) 0.0262 0.0767 0.0122 0.0588 0.0256 0.0256
(0.7, 0.3) 0.0372 0.0949 0.0178 0.0736 0.0348 0.0348
(0.65, 0.35) 0.0403 0.1132 0.0226 0.0892 0.0438 0.0438
(0.6, 0.4) 0.0505 0.1297 0.0317 0.1013 0.0509 0.0509
(0.55, 0.45) 0.0550 0.1455 0.0393 0.1133 0.0568 0.0568
(0.5, 0.5) 0.0716 0.1625 0.0473 0.1270 0.0633 0.0633
(0.45, 0.55) 0.0735 0.1798 0.0533 0.1416 0.0728 0.0728
(0.4, 0.6) 0.0795 0.1941 0.0639 0.1499 0.0748 0.0748
(0.35, 0.65) 0.0966 0.2130 0.0709 0.1657 0.0843 0.0843
(0.3, 0.7) 0.0945 0.2303 0.0775 0.1792 0.0916 0.0916
(0.25, 0.75) 0.1032 0.2474 0.0830 0.1930 0.1005 0.1005
(0.2, 0.8) 0.1081 0.2630 0.0916 0.2055 0.1064 0.1064
(0.15, 0.85) 0.1154 0.2804 0.0971 0.2185 0.1147 0.1147
(0.1, 0.9) 0.1080 0.2967 0.0976 0.2317 0.1204 0.1204
(0.05, 0.95) 0.0835 0.3117 0.0729 0.2411 0.1244 0.1244
(0.0, 1.0) 0.0321 0.3318 0.0184 0.2570 0.1336 0.1336
tot 0.0590 0.1629 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)