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)