48 KiB
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 |
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 |
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 |
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 |
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 |
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 |
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 |
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 |
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 |