37 KiB
rcv1_CCAT
train: [0.09996662 0.90003338]
validation: [0.09996662 0.90003338]
evaluate_bin_sld: 198.301s
evaluate_mul_sld: 53.156s
kfcv: 41.095s
atc_mc: 42.167s
atc_ne: 41.909s
doc_feat: 35.796s
tot: 202.108s
bin | mul | kfcv | atc_mc | atc_ne | doc_feat | |
---|---|---|---|---|---|---|
(0.0, 1.0) | 0.0048 | 0.0040 | 0.0866 | 0.0243 | 0.0243 | 0.0830 |
(0.05, 0.95) | 0.0060 | 0.0072 | 0.0441 | 0.0134 | 0.0134 | 0.0407 |
(0.1, 0.9) | 0.0084 | 0.0103 | 0.0032 | 0.0070 | 0.0070 | 0.0036 |
(0.15, 0.85) | 0.0127 | 0.0172 | 0.0418 | 0.0090 | 0.0090 | 0.0450 |
(0.2, 0.8) | 0.0184 | 0.0246 | 0.0841 | 0.0168 | 0.0168 | 0.0872 |
(0.25, 0.75) | 0.0231 | 0.0318 | 0.1246 | 0.0239 | 0.0239 | 0.1276 |
(0.3, 0.7) | 0.0313 | 0.0426 | 0.1678 | 0.0334 | 0.0334 | 0.1706 |
(0.35, 0.65) | 0.0392 | 0.0536 | 0.2110 | 0.0422 | 0.0422 | 0.2137 |
(0.4, 0.6) | 0.0418 | 0.0563 | 0.2528 | 0.0541 | 0.0541 | 0.2555 |
(0.45, 0.55) | 0.0527 | 0.0715 | 0.2966 | 0.0622 | 0.0622 | 0.2991 |
(0.5, 0.5) | 0.0569 | 0.0771 | 0.3383 | 0.0749 | 0.0749 | 0.3407 |
(0.55, 0.45) | 0.0637 | 0.0867 | 0.3817 | 0.0847 | 0.0847 | 0.3840 |
(0.6, 0.4) | 0.0727 | 0.0999 | 0.4250 | 0.0943 | 0.0943 | 0.4272 |
(0.65, 0.35) | 0.0778 | 0.1062 | 0.4662 | 0.1040 | 0.1040 | 0.4683 |
(0.7, 0.3) | 0.0825 | 0.1118 | 0.5099 | 0.1131 | 0.1131 | 0.5119 |
(0.75, 0.25) | 0.0879 | 0.1197 | 0.5519 | 0.1217 | 0.1217 | 0.5537 |
(0.8, 0.2) | 0.0887 | 0.1192 | 0.5945 | 0.1334 | 0.1334 | 0.5963 |
(0.85, 0.15) | 0.0926 | 0.1269 | 0.6368 | 0.1426 | 0.1426 | 0.6384 |
(0.9, 0.1) | 0.0887 | 0.1250 | 0.6791 | 0.1528 | 0.1528 | 0.6806 |
(0.95, 0.05) | 0.0501 | 0.0961 | 0.7227 | 0.1614 | 0.1614 | 0.7241 |
(1.0, 0.0) | 0.0004 | 0.0358 | 0.7631 | 0.1704 | 0.1704 | 0.7643 |
train: [0.19993324 0.80006676]
validation: [0.20010013 0.79989987]
evaluate_bin_sld: 199.250s
evaluate_mul_sld: 55.414s
kfcv: 41.131s
atc_mc: 42.125s
atc_ne: 41.892s
doc_feat: 35.279s
tot: 202.707s
bin | mul | kfcv | atc_mc | atc_ne | doc_feat | |
---|---|---|---|---|---|---|
(0.0, 1.0) | 0.0055 | 0.0058 | 0.0915 | 0.0147 | 0.0147 | 0.0775 |
(0.05, 0.95) | 0.0157 | 0.0084 | 0.0719 | 0.0130 | 0.0130 | 0.0581 |
(0.1, 0.9) | 0.0154 | 0.0099 | 0.0503 | 0.0108 | 0.0108 | 0.0365 |
(0.15, 0.85) | 0.0141 | 0.0111 | 0.0292 | 0.0104 | 0.0104 | 0.0158 |
(0.2, 0.8) | 0.0120 | 0.0116 | 0.0103 | 0.0100 | 0.0100 | 0.0068 |
(0.25, 0.75) | 0.0098 | 0.0124 | 0.0115 | 0.0091 | 0.0091 | 0.0243 |
(0.3, 0.7) | 0.0079 | 0.0131 | 0.0312 | 0.0106 | 0.0106 | 0.0445 |
(0.35, 0.65) | 0.0087 | 0.0154 | 0.0529 | 0.0097 | 0.0097 | 0.0660 |
(0.4, 0.6) | 0.0074 | 0.0143 | 0.0729 | 0.0110 | 0.0110 | 0.0859 |
(0.45, 0.55) | 0.0082 | 0.0148 | 0.0933 | 0.0111 | 0.0111 | 0.1062 |
(0.5, 0.5) | 0.0081 | 0.0152 | 0.1152 | 0.0136 | 0.0136 | 0.1280 |
(0.55, 0.45) | 0.0104 | 0.0164 | 0.1384 | 0.0147 | 0.0147 | 0.1511 |
(0.6, 0.4) | 0.0108 | 0.0193 | 0.1567 | 0.0168 | 0.0168 | 0.1692 |
(0.65, 0.35) | 0.0129 | 0.0212 | 0.1806 | 0.0196 | 0.0196 | 0.1930 |
(0.7, 0.3) | 0.0134 | 0.0242 | 0.2005 | 0.0178 | 0.0178 | 0.2128 |
(0.75, 0.25) | 0.0162 | 0.0238 | 0.2196 | 0.0201 | 0.0201 | 0.2318 |
(0.8, 0.2) | 0.0161 | 0.0248 | 0.2425 | 0.0214 | 0.0214 | 0.2546 |
(0.85, 0.15) | 0.0207 | 0.0320 | 0.2620 | 0.0227 | 0.0227 | 0.2740 |
(0.9, 0.1) | 0.0233 | 0.0340 | 0.2841 | 0.0267 | 0.0267 | 0.2960 |
(0.95, 0.05) | 0.0261 | 0.0393 | 0.3034 | 0.0274 | 0.0274 | 0.3151 |
(1.0, 0.0) | 0.0019 | 0.0162 | 0.3217 | 0.0311 | 0.0311 | 0.3333 |
train: [0.29989987 0.70010013]
validation: [0.30006676 0.69993324]
evaluate_bin_sld: 197.848s
evaluate_mul_sld: 55.610s
kfcv: 40.783s
atc_mc: 42.124s
atc_ne: 41.370s
doc_feat: 35.340s
tot: 199.287s
bin | mul | kfcv | atc_mc | atc_ne | doc_feat | |
---|---|---|---|---|---|---|
(0.0, 1.0) | 0.0051 | 0.0059 | 0.0530 | 0.0059 | 0.0059 | 0.0422 |
(0.05, 0.95) | 0.0108 | 0.0082 | 0.0455 | 0.0063 | 0.0063 | 0.0347 |
(0.1, 0.9) | 0.0127 | 0.0110 | 0.0356 | 0.0062 | 0.0062 | 0.0250 |
(0.15, 0.85) | 0.0147 | 0.0145 | 0.0265 | 0.0076 | 0.0076 | 0.0160 |
(0.2, 0.8) | 0.0158 | 0.0162 | 0.0173 | 0.0071 | 0.0071 | 0.0086 |
(0.25, 0.75) | 0.0147 | 0.0158 | 0.0091 | 0.0070 | 0.0070 | 0.0075 |
(0.3, 0.7) | 0.0134 | 0.0162 | 0.0073 | 0.0080 | 0.0080 | 0.0127 |
(0.35, 0.65) | 0.0138 | 0.0178 | 0.0132 | 0.0100 | 0.0100 | 0.0230 |
(0.4, 0.6) | 0.0130 | 0.0180 | 0.0204 | 0.0096 | 0.0096 | 0.0306 |
(0.45, 0.55) | 0.0102 | 0.0149 | 0.0297 | 0.0102 | 0.0102 | 0.0397 |
(0.5, 0.5) | 0.0094 | 0.0160 | 0.0405 | 0.0111 | 0.0111 | 0.0504 |
(0.55, 0.45) | 0.0095 | 0.0135 | 0.0516 | 0.0123 | 0.0123 | 0.0615 |
(0.6, 0.4) | 0.0086 | 0.0132 | 0.0596 | 0.0122 | 0.0122 | 0.0693 |
(0.65, 0.35) | 0.0102 | 0.0123 | 0.0717 | 0.0149 | 0.0149 | 0.0814 |
(0.7, 0.3) | 0.0098 | 0.0115 | 0.0797 | 0.0160 | 0.0160 | 0.0894 |
(0.75, 0.25) | 0.0111 | 0.0108 | 0.0880 | 0.0160 | 0.0160 | 0.0975 |
(0.8, 0.2) | 0.0112 | 0.0093 | 0.0996 | 0.0206 | 0.0206 | 0.1091 |
(0.85, 0.15) | 0.0149 | 0.0119 | 0.1094 | 0.0197 | 0.0197 | 0.1187 |
(0.9, 0.1) | 0.0167 | 0.0137 | 0.1178 | 0.0216 | 0.0216 | 0.1271 |
(0.95, 0.05) | 0.0184 | 0.0145 | 0.1275 | 0.0222 | 0.0222 | 0.1367 |
(1.0, 0.0) | 0.0007 | 0.0099 | 0.1371 | 0.0238 | 0.0238 | 0.1462 |
train: [0.40003338 0.59996662]
validation: [0.40003338 0.59996662]
evaluate_bin_sld: 197.597s
evaluate_mul_sld: 55.556s
kfcv: 40.650s
atc_mc: 41.687s
atc_ne: 41.375s
doc_feat: 34.998s
tot: 198.892s
bin | mul | kfcv | atc_mc | atc_ne | doc_feat | |
---|---|---|---|---|---|---|
(0.0, 1.0) | 0.0013 | 0.0048 | 0.0194 | 0.0071 | 0.0071 | 0.0126 |
(0.05, 0.95) | 0.0076 | 0.0084 | 0.0184 | 0.0071 | 0.0071 | 0.0111 |
(0.1, 0.9) | 0.0092 | 0.0107 | 0.0161 | 0.0078 | 0.0078 | 0.0093 |
(0.15, 0.85) | 0.0127 | 0.0149 | 0.0134 | 0.0070 | 0.0070 | 0.0077 |
(0.2, 0.8) | 0.0183 | 0.0200 | 0.0110 | 0.0066 | 0.0066 | 0.0075 |
(0.25, 0.75) | 0.0208 | 0.0230 | 0.0090 | 0.0075 | 0.0075 | 0.0069 |
(0.3, 0.7) | 0.0235 | 0.0260 | 0.0080 | 0.0076 | 0.0076 | 0.0073 |
(0.35, 0.65) | 0.0273 | 0.0306 | 0.0065 | 0.0079 | 0.0079 | 0.0095 |
(0.4, 0.6) | 0.0296 | 0.0335 | 0.0074 | 0.0072 | 0.0072 | 0.0099 |
(0.45, 0.55) | 0.0283 | 0.0313 | 0.0080 | 0.0085 | 0.0085 | 0.0116 |
(0.5, 0.5) | 0.0267 | 0.0317 | 0.0087 | 0.0085 | 0.0085 | 0.0147 |
(0.55, 0.45) | 0.0273 | 0.0331 | 0.0131 | 0.0086 | 0.0086 | 0.0196 |
(0.6, 0.4) | 0.0239 | 0.0320 | 0.0136 | 0.0082 | 0.0082 | 0.0202 |
(0.65, 0.35) | 0.0208 | 0.0290 | 0.0171 | 0.0084 | 0.0084 | 0.0241 |
(0.7, 0.3) | 0.0186 | 0.0288 | 0.0213 | 0.0084 | 0.0084 | 0.0281 |
(0.75, 0.25) | 0.0158 | 0.0261 | 0.0219 | 0.0090 | 0.0090 | 0.0288 |
(0.8, 0.2) | 0.0130 | 0.0235 | 0.0269 | 0.0089 | 0.0089 | 0.0338 |
(0.85, 0.15) | 0.0084 | 0.0180 | 0.0284 | 0.0083 | 0.0083 | 0.0352 |
(0.9, 0.1) | 0.0057 | 0.0134 | 0.0322 | 0.0092 | 0.0092 | 0.0390 |
(0.95, 0.05) | 0.0050 | 0.0091 | 0.0339 | 0.0101 | 0.0101 | 0.0406 |
(1.0, 0.0) | 0.0007 | 0.0064 | 0.0379 | 0.0106 | 0.0106 | 0.0447 |
train: [0.5 0.5]
validation: [0.5 0.5]
evaluate_bin_sld: 197.283s
evaluate_mul_sld: 54.736s
kfcv: 40.375s
atc_mc: 41.898s
atc_ne: 41.366s
doc_feat: 35.145s
tot: 198.630s
bin | mul | kfcv | atc_mc | atc_ne | doc_feat | |
---|---|---|---|---|---|---|
(0.0, 1.0) | 0.0004 | 0.0035 | 0.0257 | 0.0289 | 0.0289 | 0.0344 |
(0.05, 0.95) | 0.0075 | 0.0085 | 0.0224 | 0.0253 | 0.0253 | 0.0310 |
(0.1, 0.9) | 0.0081 | 0.0122 | 0.0205 | 0.0239 | 0.0239 | 0.0292 |
(0.15, 0.85) | 0.0102 | 0.0148 | 0.0180 | 0.0205 | 0.0205 | 0.0267 |
(0.2, 0.8) | 0.0139 | 0.0198 | 0.0165 | 0.0211 | 0.0211 | 0.0248 |
(0.25, 0.75) | 0.0194 | 0.0245 | 0.0141 | 0.0170 | 0.0170 | 0.0224 |
(0.3, 0.7) | 0.0230 | 0.0287 | 0.0137 | 0.0164 | 0.0164 | 0.0222 |
(0.35, 0.65) | 0.0309 | 0.0338 | 0.0132 | 0.0168 | 0.0168 | 0.0210 |
(0.4, 0.6) | 0.0350 | 0.0371 | 0.0097 | 0.0144 | 0.0144 | 0.0164 |
(0.45, 0.55) | 0.0358 | 0.0390 | 0.0086 | 0.0125 | 0.0125 | 0.0150 |
(0.5, 0.5) | 0.0369 | 0.0386 | 0.0073 | 0.0122 | 0.0122 | 0.0138 |
(0.55, 0.45) | 0.0373 | 0.0398 | 0.0071 | 0.0110 | 0.0110 | 0.0128 |
(0.6, 0.4) | 0.0368 | 0.0398 | 0.0064 | 0.0085 | 0.0085 | 0.0103 |
(0.65, 0.35) | 0.0357 | 0.0385 | 0.0074 | 0.0103 | 0.0103 | 0.0105 |
(0.7, 0.3) | 0.0319 | 0.0370 | 0.0067 | 0.0082 | 0.0082 | 0.0086 |
(0.75, 0.25) | 0.0298 | 0.0358 | 0.0079 | 0.0066 | 0.0066 | 0.0070 |
(0.8, 0.2) | 0.0235 | 0.0302 | 0.0073 | 0.0083 | 0.0083 | 0.0069 |
(0.85, 0.15) | 0.0154 | 0.0244 | 0.0097 | 0.0077 | 0.0077 | 0.0066 |
(0.9, 0.1) | 0.0083 | 0.0157 | 0.0108 | 0.0082 | 0.0082 | 0.0069 |
(0.95, 0.05) | 0.0055 | 0.0098 | 0.0131 | 0.0080 | 0.0080 | 0.0066 |
(1.0, 0.0) | 0.0007 | 0.0046 | 0.0145 | 0.0088 | 0.0088 | 0.0082 |
train: [0.59996662 0.40003338]
validation: [0.59996662 0.40003338]
evaluate_bin_sld: 194.960s
evaluate_mul_sld: 53.330s
kfcv: 40.320s
atc_mc: 41.904s
atc_ne: 41.423s
doc_feat: 35.289s
tot: 196.151s
bin | mul | kfcv | atc_mc | atc_ne | doc_feat | |
---|---|---|---|---|---|---|
(0.0, 1.0) | 0.0003 | 0.0055 | 0.0815 | 0.0285 | 0.0285 | 0.0825 |
(0.05, 0.95) | 0.0065 | 0.0127 | 0.0747 | 0.0278 | 0.0278 | 0.0758 |
(0.1, 0.9) | 0.0072 | 0.0172 | 0.0677 | 0.0224 | 0.0224 | 0.0688 |
(0.15, 0.85) | 0.0100 | 0.0257 | 0.0627 | 0.0218 | 0.0218 | 0.0638 |
(0.2, 0.8) | 0.0135 | 0.0308 | 0.0548 | 0.0180 | 0.0180 | 0.0560 |
(0.25, 0.75) | 0.0165 | 0.0338 | 0.0491 | 0.0160 | 0.0160 | 0.0503 |
(0.3, 0.7) | 0.0205 | 0.0409 | 0.0438 | 0.0168 | 0.0168 | 0.0450 |
(0.35, 0.65) | 0.0248 | 0.0459 | 0.0374 | 0.0156 | 0.0156 | 0.0386 |
(0.4, 0.6) | 0.0284 | 0.0491 | 0.0277 | 0.0112 | 0.0112 | 0.0290 |
(0.45, 0.55) | 0.0318 | 0.0515 | 0.0224 | 0.0099 | 0.0099 | 0.0237 |
(0.5, 0.5) | 0.0342 | 0.0516 | 0.0159 | 0.0081 | 0.0081 | 0.0170 |
(0.55, 0.45) | 0.0374 | 0.0519 | 0.0111 | 0.0073 | 0.0073 | 0.0121 |
(0.6, 0.4) | 0.0410 | 0.0537 | 0.0069 | 0.0079 | 0.0079 | 0.0075 |
(0.65, 0.35) | 0.0444 | 0.0517 | 0.0064 | 0.0076 | 0.0076 | 0.0064 |
(0.7, 0.3) | 0.0438 | 0.0502 | 0.0100 | 0.0085 | 0.0085 | 0.0090 |
(0.75, 0.25) | 0.0458 | 0.0483 | 0.0171 | 0.0089 | 0.0089 | 0.0157 |
(0.8, 0.2) | 0.0412 | 0.0419 | 0.0218 | 0.0105 | 0.0105 | 0.0204 |
(0.85, 0.15) | 0.0319 | 0.0348 | 0.0291 | 0.0117 | 0.0117 | 0.0276 |
(0.9, 0.1) | 0.0192 | 0.0254 | 0.0358 | 0.0147 | 0.0147 | 0.0343 |
(0.95, 0.05) | 0.0079 | 0.0154 | 0.0427 | 0.0166 | 0.0166 | 0.0412 |
(1.0, 0.0) | 0.0005 | 0.0034 | 0.0490 | 0.0190 | 0.0190 | 0.0474 |
train: [0.69993324 0.30006676]
validation: [0.70010013 0.29989987]
evaluate_bin_sld: 196.856s
evaluate_mul_sld: 54.245s
kfcv: 41.167s
atc_mc: 42.203s
atc_ne: 41.565s
doc_feat: 34.998s
tot: 198.332s
bin | mul | kfcv | atc_mc | atc_ne | doc_feat | |
---|---|---|---|---|---|---|
(0.0, 1.0) | 0.0003 | 0.0071 | 0.1570 | 0.0625 | 0.0625 | 0.1677 |
(0.05, 0.95) | 0.0089 | 0.0102 | 0.1428 | 0.0548 | 0.0548 | 0.1536 |
(0.1, 0.9) | 0.0078 | 0.0121 | 0.1327 | 0.0521 | 0.0521 | 0.1435 |
(0.15, 0.85) | 0.0073 | 0.0155 | 0.1227 | 0.0517 | 0.0517 | 0.1336 |
(0.2, 0.8) | 0.0081 | 0.0196 | 0.1094 | 0.0464 | 0.0464 | 0.1203 |
(0.25, 0.75) | 0.0095 | 0.0225 | 0.1001 | 0.0427 | 0.0427 | 0.1111 |
(0.3, 0.7) | 0.0117 | 0.0272 | 0.0885 | 0.0400 | 0.0400 | 0.0995 |
(0.35, 0.65) | 0.0131 | 0.0309 | 0.0774 | 0.0368 | 0.0368 | 0.0885 |
(0.4, 0.6) | 0.0144 | 0.0333 | 0.0626 | 0.0307 | 0.0307 | 0.0737 |
(0.45, 0.55) | 0.0179 | 0.0365 | 0.0528 | 0.0297 | 0.0297 | 0.0640 |
(0.5, 0.5) | 0.0183 | 0.0359 | 0.0418 | 0.0259 | 0.0259 | 0.0531 |
(0.55, 0.45) | 0.0189 | 0.0369 | 0.0313 | 0.0222 | 0.0222 | 0.0426 |
(0.6, 0.4) | 0.0220 | 0.0379 | 0.0201 | 0.0190 | 0.0190 | 0.0314 |
(0.65, 0.35) | 0.0218 | 0.0364 | 0.0104 | 0.0160 | 0.0160 | 0.0208 |
(0.7, 0.3) | 0.0229 | 0.0371 | 0.0067 | 0.0119 | 0.0119 | 0.0096 |
(0.75, 0.25) | 0.0250 | 0.0378 | 0.0161 | 0.0101 | 0.0101 | 0.0067 |
(0.8, 0.2) | 0.0237 | 0.0333 | 0.0259 | 0.0082 | 0.0082 | 0.0143 |
(0.85, 0.15) | 0.0227 | 0.0282 | 0.0381 | 0.0060 | 0.0060 | 0.0265 |
(0.9, 0.1) | 0.0180 | 0.0202 | 0.0499 | 0.0049 | 0.0049 | 0.0382 |
(0.95, 0.05) | 0.0097 | 0.0117 | 0.0607 | 0.0072 | 0.0072 | 0.0489 |
(1.0, 0.0) | 0.0014 | 0.0024 | 0.0724 | 0.0103 | 0.0103 | 0.0606 |
train: [0.79989987 0.20010013]
validation: [0.80006676 0.19993324]
evaluate_bin_sld: 197.725s
evaluate_mul_sld: 53.526s
kfcv: 40.971s
atc_mc: 41.975s
atc_ne: 41.358s
doc_feat: 35.091s
tot: 199.051s
bin | mul | kfcv | atc_mc | atc_ne | doc_feat | |
---|---|---|---|---|---|---|
(0.0, 1.0) | 0.0009 | 0.0082 | 0.3148 | 0.0571 | 0.0571 | 0.3213 |
(0.05, 0.95) | 0.0297 | 0.0223 | 0.2925 | 0.0492 | 0.0492 | 0.2991 |
(0.1, 0.9) | 0.0283 | 0.0209 | 0.2733 | 0.0493 | 0.0493 | 0.2800 |
(0.15, 0.85) | 0.0247 | 0.0182 | 0.2528 | 0.0447 | 0.0447 | 0.2596 |
(0.2, 0.8) | 0.0216 | 0.0156 | 0.2328 | 0.0407 | 0.0407 | 0.2397 |
(0.25, 0.75) | 0.0170 | 0.0136 | 0.2136 | 0.0425 | 0.0425 | 0.2205 |
(0.3, 0.7) | 0.0146 | 0.0126 | 0.1941 | 0.0384 | 0.0384 | 0.2012 |
(0.35, 0.65) | 0.0125 | 0.0113 | 0.1734 | 0.0331 | 0.0331 | 0.1806 |
(0.4, 0.6) | 0.0113 | 0.0110 | 0.1510 | 0.0272 | 0.0272 | 0.1583 |
(0.45, 0.55) | 0.0093 | 0.0135 | 0.1328 | 0.0247 | 0.0247 | 0.1402 |
(0.5, 0.5) | 0.0088 | 0.0135 | 0.1131 | 0.0222 | 0.0222 | 0.1206 |
(0.55, 0.45) | 0.0092 | 0.0155 | 0.0919 | 0.0207 | 0.0207 | 0.0995 |
(0.6, 0.4) | 0.0092 | 0.0173 | 0.0742 | 0.0190 | 0.0190 | 0.0819 |
(0.65, 0.35) | 0.0087 | 0.0178 | 0.0544 | 0.0161 | 0.0161 | 0.0621 |
(0.7, 0.3) | 0.0093 | 0.0197 | 0.0323 | 0.0124 | 0.0124 | 0.0401 |
(0.75, 0.25) | 0.0101 | 0.0218 | 0.0114 | 0.0093 | 0.0093 | 0.0187 |
(0.8, 0.2) | 0.0117 | 0.0208 | 0.0098 | 0.0088 | 0.0088 | 0.0063 |
(0.85, 0.15) | 0.0103 | 0.0178 | 0.0285 | 0.0064 | 0.0064 | 0.0204 |
(0.9, 0.1) | 0.0103 | 0.0164 | 0.0480 | 0.0062 | 0.0062 | 0.0398 |
(0.95, 0.05) | 0.0092 | 0.0117 | 0.0684 | 0.0071 | 0.0071 | 0.0601 |
(1.0, 0.0) | 0.0011 | 0.0019 | 0.0887 | 0.0097 | 0.0097 | 0.0803 |
train: [0.90003338 0.09996662]
validation: [0.90003338 0.09996662]
evaluate_bin_sld: 201.315s
evaluate_mul_sld: 50.974s
kfcv: 40.175s
atc_mc: 41.663s
atc_ne: 41.058s
doc_feat: 35.055s
tot: 202.573s
bin | mul | kfcv | atc_mc | atc_ne | doc_feat | |
---|---|---|---|---|---|---|
(0.0, 1.0) | 0.0321 | 0.0184 | 0.6421 | 0.1336 | 0.1336 | 0.6454 |
(0.05, 0.95) | 0.0835 | 0.0729 | 0.6056 | 0.1244 | 0.1244 | 0.6090 |
(0.1, 0.9) | 0.1080 | 0.0976 | 0.5703 | 0.1204 | 0.1204 | 0.5739 |
(0.15, 0.85) | 0.1154 | 0.0971 | 0.5354 | 0.1147 | 0.1147 | 0.5390 |
(0.2, 0.8) | 0.1081 | 0.0916 | 0.5007 | 0.1064 | 0.1064 | 0.5045 |
(0.25, 0.75) | 0.1032 | 0.0830 | 0.4632 | 0.1005 | 0.1005 | 0.4671 |
(0.3, 0.7) | 0.0945 | 0.0775 | 0.4274 | 0.0916 | 0.0916 | 0.4313 |
(0.35, 0.65) | 0.0966 | 0.0709 | 0.3914 | 0.0843 | 0.0843 | 0.3954 |
(0.4, 0.6) | 0.0795 | 0.0639 | 0.3543 | 0.0748 | 0.0748 | 0.3584 |
(0.45, 0.55) | 0.0735 | 0.0533 | 0.3210 | 0.0728 | 0.0728 | 0.3253 |
(0.5, 0.5) | 0.0716 | 0.0473 | 0.2829 | 0.0633 | 0.0633 | 0.2873 |
(0.55, 0.45) | 0.0550 | 0.0393 | 0.2465 | 0.0568 | 0.0568 | 0.2509 |
(0.6, 0.4) | 0.0505 | 0.0317 | 0.2117 | 0.0509 | 0.0509 | 0.2162 |
(0.65, 0.35) | 0.0403 | 0.0226 | 0.1741 | 0.0438 | 0.0438 | 0.1788 |
(0.7, 0.3) | 0.0372 | 0.0178 | 0.1387 | 0.0348 | 0.0348 | 0.1434 |
(0.75, 0.25) | 0.0262 | 0.0122 | 0.1009 | 0.0256 | 0.0256 | 0.1057 |
(0.8, 0.2) | 0.0248 | 0.0110 | 0.0651 | 0.0194 | 0.0194 | 0.0701 |
(0.85, 0.15) | 0.0181 | 0.0075 | 0.0298 | 0.0128 | 0.0128 | 0.0348 |
(0.9, 0.1) | 0.0129 | 0.0093 | 0.0069 | 0.0080 | 0.0080 | 0.0037 |
(0.95, 0.05) | 0.0077 | 0.0085 | 0.0426 | 0.0046 | 0.0046 | 0.0373 |
(1.0, 0.0) | 0.0010 | 0.0010 | 0.0789 | 0.0088 | 0.0088 | 0.0735 |