QuAcc/out/rcv1_CCAT_all_bin_vs_atc/rcv1_CCAT_all_bin_vs_atc_ac...

48 KiB

rcv1_CCAT

train: [0.09996662 0.90003338]
validation: [0.09996662 0.90003338]
evaluate_bin_sld: 260.939s
evaluate_bin_sld_nbvs: 281.252s
evaluate_bin_sld_bcts: 257.632s
evaluate_bin_sld_ts: 279.822s
evaluate_bin_sld_vs: 257.127s
evaluate_bin_cc: 251.271s
reference: 47.963s
atc_mc: 51.553s
atc_ne: 51.146s
tot: 286.668s

bin_SLD bin_SLD_nbvs bin_SLD_bcts bin_SLD_ts bin_SLD_vs bin_CC atc_mc atc_ne
(1.0, 0.0) 0.0004 0.1487 0.0055 0.1487 0.0055 0.3647 0.1704 0.1704
(0.95, 0.05) 0.0501 0.1779 0.0384 0.1779 0.0384 0.3468 0.1614 0.1614
(0.9, 0.1) 0.0887 0.1699 0.0399 0.1699 0.0399 0.3290 0.1528 0.1528
(0.85, 0.15) 0.0926 0.1581 0.0390 0.1581 0.0390 0.3092 0.1426 0.1426
(0.8, 0.2) 0.0887 0.1440 0.0357 0.1440 0.0357 0.2914 0.1334 0.1334
(0.75, 0.25) 0.0879 0.1348 0.0366 0.1348 0.0366 0.2712 0.1217 0.1217
(0.7, 0.3) 0.0825 0.1210 0.0334 0.1210 0.0334 0.2526 0.1131 0.1131
(0.65, 0.35) 0.0778 0.1107 0.0319 0.1107 0.0319 0.2348 0.1040 0.1040
(0.6, 0.4) 0.0727 0.0990 0.0303 0.0990 0.0303 0.2149 0.0943 0.0943
(0.55, 0.45) 0.0637 0.0861 0.0261 0.0861 0.0261 0.1972 0.0847 0.0847
(0.5, 0.5) 0.0569 0.0758 0.0238 0.0758 0.0238 0.1765 0.0749 0.0749
(0.45, 0.55) 0.0527 0.0669 0.0239 0.0669 0.0239 0.1562 0.0622 0.0622
(0.4, 0.6) 0.0418 0.0546 0.0188 0.0547 0.0188 0.1382 0.0541 0.0541
(0.35, 0.65) 0.0392 0.0478 0.0206 0.0478 0.0206 0.1181 0.0422 0.0422
(0.3, 0.7) 0.0313 0.0380 0.0182 0.0380 0.0182 0.0997 0.0334 0.0334
(0.25, 0.75) 0.0231 0.0289 0.0152 0.0289 0.0152 0.0815 0.0239 0.0239
(0.2, 0.8) 0.0184 0.0198 0.0146 0.0198 0.0146 0.0619 0.0168 0.0168
(0.15, 0.85) 0.0127 0.0127 0.0129 0.0127 0.0129 0.0434 0.0090 0.0090
(0.1, 0.9) 0.0084 0.0088 0.0119 0.0088 0.0119 0.0244 0.0070 0.0070
(0.05, 0.95) 0.0060 0.0056 0.0112 0.0056 0.0112 0.0060 0.0134 0.0134
(0.0, 1.0) 0.0048 0.0045 0.0125 0.0045 0.0125 0.0144 0.0243 0.0243
tot 0.0476 0.0816 0.0238 0.0816 0.0238 0.1777 0.0781 0.0781

plot_delta plot_diagonal plot_shift

train: [0.19993324 0.80006676]
validation: [0.20010013 0.79989987]
evaluate_bin_sld: 279.633s
evaluate_bin_sld_nbvs: 279.180s
evaluate_bin_sld_bcts: 274.875s
evaluate_bin_sld_ts: 276.549s
evaluate_bin_sld_vs: 272.373s
evaluate_bin_cc: 265.376s
reference: 50.451s
atc_mc: 53.163s
atc_ne: 51.929s
tot: 281.604s

bin_SLD bin_SLD_nbvs bin_SLD_bcts bin_SLD_ts bin_SLD_vs bin_CC atc_mc atc_ne
(1.0, 0.0) 0.0019 0.0009 0.0026 0.0009 0.0026 0.1744 0.0311 0.0311
(0.95, 0.05) 0.0261 0.0089 0.0125 0.0089 0.0125 0.1646 0.0274 0.0274
(0.9, 0.1) 0.0233 0.0071 0.0100 0.0071 0.0100 0.1564 0.0267 0.0267
(0.85, 0.15) 0.0207 0.0067 0.0091 0.0067 0.0091 0.1464 0.0227 0.0227
(0.8, 0.2) 0.0161 0.0081 0.0076 0.0081 0.0076 0.1383 0.0214 0.0214
(0.75, 0.25) 0.0162 0.0077 0.0082 0.0077 0.0082 0.1258 0.0201 0.0201
(0.7, 0.3) 0.0134 0.0096 0.0095 0.0096 0.0095 0.1180 0.0178 0.0178
(0.65, 0.35) 0.0129 0.0103 0.0102 0.0103 0.0102 0.1081 0.0196 0.0196
(0.6, 0.4) 0.0108 0.0109 0.0093 0.0109 0.0093 0.0974 0.0168 0.0168
(0.55, 0.45) 0.0104 0.0137 0.0102 0.0137 0.0102 0.0892 0.0147 0.0147
(0.5, 0.5) 0.0081 0.0136 0.0079 0.0136 0.0079 0.0787 0.0136 0.0136
(0.45, 0.55) 0.0082 0.0129 0.0086 0.0129 0.0086 0.0672 0.0111 0.0111
(0.4, 0.6) 0.0074 0.0159 0.0084 0.0159 0.0084 0.0591 0.0110 0.0110
(0.35, 0.65) 0.0087 0.0150 0.0101 0.0150 0.0101 0.0492 0.0097 0.0097
(0.3, 0.7) 0.0079 0.0141 0.0091 0.0141 0.0091 0.0395 0.0106 0.0106
(0.25, 0.75) 0.0098 0.0155 0.0091 0.0155 0.0091 0.0308 0.0091 0.0091
(0.2, 0.8) 0.0120 0.0149 0.0101 0.0149 0.0101 0.0217 0.0100 0.0100
(0.15, 0.85) 0.0141 0.0138 0.0104 0.0138 0.0104 0.0128 0.0104 0.0104
(0.1, 0.9) 0.0154 0.0136 0.0099 0.0136 0.0099 0.0067 0.0108 0.0108
(0.05, 0.95) 0.0157 0.0125 0.0107 0.0125 0.0107 0.0075 0.0130 0.0130
(0.0, 1.0) 0.0055 0.0052 0.0115 0.0052 0.0115 0.0160 0.0147 0.0147
tot 0.0126 0.0110 0.0093 0.0110 0.0093 0.0813 0.0163 0.0163

plot_delta plot_diagonal plot_shift

train: [0.29989987 0.70010013]
validation: [0.30006676 0.69993324]
evaluate_bin_sld: 280.310s
evaluate_bin_sld_nbvs: 282.471s
evaluate_bin_sld_bcts: 278.534s
evaluate_bin_sld_ts: 278.888s
evaluate_bin_sld_vs: 278.748s
evaluate_bin_cc: 270.160s
reference: 49.592s
atc_mc: 52.383s
atc_ne: 51.682s
tot: 284.878s

bin_SLD bin_SLD_nbvs bin_SLD_bcts bin_SLD_ts bin_SLD_vs bin_CC atc_mc atc_ne
(1.0, 0.0) 0.0007 0.0003 0.0052 0.0003 0.0051 0.1254 0.0238 0.0238
(0.95, 0.05) 0.0184 0.0076 0.0141 0.0076 0.0141 0.1194 0.0222 0.0222
(0.9, 0.1) 0.0167 0.0065 0.0134 0.0065 0.0134 0.1144 0.0216 0.0216
(0.85, 0.15) 0.0149 0.0064 0.0141 0.0064 0.0141 0.1077 0.0197 0.0197
(0.8, 0.2) 0.0112 0.0080 0.0115 0.0080 0.0114 0.1037 0.0206 0.0206
(0.75, 0.25) 0.0111 0.0082 0.0135 0.0082 0.0135 0.0941 0.0160 0.0160
(0.7, 0.3) 0.0098 0.0111 0.0140 0.0111 0.0139 0.0902 0.0160 0.0160
(0.65, 0.35) 0.0102 0.0114 0.0132 0.0114 0.0132 0.0839 0.0149 0.0149
(0.6, 0.4) 0.0086 0.0128 0.0139 0.0128 0.0139 0.0765 0.0122 0.0122
(0.55, 0.45) 0.0095 0.0165 0.0139 0.0165 0.0139 0.0731 0.0123 0.0123
(0.5, 0.5) 0.0094 0.0171 0.0140 0.0171 0.0140 0.0646 0.0111 0.0111
(0.45, 0.55) 0.0102 0.0191 0.0143 0.0191 0.0143 0.0591 0.0102 0.0102
(0.4, 0.6) 0.0130 0.0240 0.0118 0.0240 0.0118 0.0537 0.0096 0.0096
(0.35, 0.65) 0.0138 0.0246 0.0148 0.0246 0.0148 0.0492 0.0100 0.0100
(0.3, 0.7) 0.0134 0.0249 0.0121 0.0249 0.0120 0.0417 0.0080 0.0080
(0.25, 0.75) 0.0147 0.0279 0.0132 0.0279 0.0131 0.0366 0.0070 0.0070
(0.2, 0.8) 0.0158 0.0271 0.0144 0.0271 0.0143 0.0302 0.0071 0.0071
(0.15, 0.85) 0.0147 0.0256 0.0153 0.0256 0.0152 0.0243 0.0076 0.0076
(0.1, 0.9) 0.0127 0.0196 0.0130 0.0196 0.0130 0.0193 0.0062 0.0062
(0.05, 0.95) 0.0108 0.0106 0.0124 0.0106 0.0124 0.0135 0.0063 0.0063
(0.0, 1.0) 0.0051 0.0029 0.0126 0.0029 0.0126 0.0103 0.0059 0.0059
tot 0.0116 0.0149 0.0131 0.0149 0.0130 0.0662 0.0128 0.0128

plot_delta plot_diagonal plot_shift

train: [0.40003338 0.59996662]
validation: [0.40003338 0.59996662]
evaluate_bin_sld: 277.880s
evaluate_bin_sld_nbvs: 277.436s
evaluate_bin_sld_bcts: 278.774s
evaluate_bin_sld_ts: 276.244s
evaluate_bin_sld_vs: 275.283s
evaluate_bin_cc: 269.340s
reference: 49.693s
atc_mc: 52.566s
atc_ne: 51.600s
tot: 282.019s

bin_SLD bin_SLD_nbvs bin_SLD_bcts bin_SLD_ts bin_SLD_vs bin_CC atc_mc atc_ne
(1.0, 0.0) 0.0007 0.0006 0.0047 0.0006 0.0047 0.0906 0.0106 0.0106
(0.95, 0.05) 0.0050 0.0084 0.0084 0.0084 0.0084 0.0885 0.0101 0.0101
(0.9, 0.1) 0.0057 0.0140 0.0095 0.0140 0.0095 0.0873 0.0092 0.0092
(0.85, 0.15) 0.0084 0.0196 0.0100 0.0196 0.0100 0.0836 0.0083 0.0083
(0.8, 0.2) 0.0130 0.0262 0.0126 0.0262 0.0126 0.0839 0.0089 0.0089
(0.75, 0.25) 0.0158 0.0295 0.0118 0.0295 0.0119 0.0793 0.0090 0.0090
(0.7, 0.3) 0.0186 0.0340 0.0128 0.0340 0.0128 0.0787 0.0084 0.0084
(0.65, 0.35) 0.0208 0.0374 0.0128 0.0374 0.0128 0.0756 0.0084 0.0084
(0.6, 0.4) 0.0239 0.0416 0.0134 0.0416 0.0134 0.0728 0.0082 0.0082
(0.55, 0.45) 0.0273 0.0467 0.0126 0.0467 0.0126 0.0723 0.0086 0.0086
(0.5, 0.5) 0.0267 0.0479 0.0147 0.0479 0.0147 0.0678 0.0085 0.0085
(0.45, 0.55) 0.0283 0.0514 0.0113 0.0514 0.0113 0.0651 0.0085 0.0085
(0.4, 0.6) 0.0296 0.0556 0.0117 0.0556 0.0117 0.0636 0.0072 0.0072
(0.35, 0.65) 0.0273 0.0567 0.0113 0.0567 0.0113 0.0628 0.0079 0.0079
(0.3, 0.7) 0.0235 0.0520 0.0125 0.0520 0.0125 0.0592 0.0076 0.0076
(0.25, 0.75) 0.0208 0.0471 0.0112 0.0471 0.0112 0.0573 0.0075 0.0075
(0.2, 0.8) 0.0183 0.0409 0.0113 0.0409 0.0113 0.0558 0.0066 0.0066
(0.15, 0.85) 0.0127 0.0314 0.0111 0.0314 0.0111 0.0535 0.0070 0.0070
(0.1, 0.9) 0.0092 0.0200 0.0116 0.0200 0.0116 0.0504 0.0078 0.0078
(0.05, 0.95) 0.0076 0.0096 0.0097 0.0096 0.0097 0.0501 0.0071 0.0071
(0.0, 1.0) 0.0013 0.0006 0.0087 0.0006 0.0087 0.0495 0.0071 0.0071
tot 0.0164 0.0320 0.0111 0.0320 0.0111 0.0689 0.0082 0.0082

plot_delta plot_diagonal plot_shift

train: [0.5 0.5]
validation: [0.5 0.5]
evaluate_bin_sld: 275.896s
evaluate_bin_sld_nbvs: 275.560s
evaluate_bin_sld_bcts: 275.814s
evaluate_bin_sld_ts: 274.482s
evaluate_bin_sld_vs: 274.020s
evaluate_bin_cc: 266.491s
reference: 49.629s
atc_mc: 52.484s
atc_ne: 51.710s
tot: 279.902s

bin_SLD bin_SLD_nbvs bin_SLD_bcts bin_SLD_ts bin_SLD_vs bin_CC atc_mc atc_ne
(1.0, 0.0) 0.0007 0.0004 0.0024 0.0004 0.0024 0.0601 0.0088 0.0088
(0.95, 0.05) 0.0055 0.0089 0.0074 0.0089 0.0074 0.0615 0.0080 0.0080
(0.9, 0.1) 0.0083 0.0184 0.0099 0.0184 0.0099 0.0646 0.0082 0.0082
(0.85, 0.15) 0.0154 0.0286 0.0141 0.0286 0.0141 0.0659 0.0077 0.0077
(0.8, 0.2) 0.0235 0.0391 0.0167 0.0391 0.0167 0.0693 0.0083 0.0083
(0.75, 0.25) 0.0298 0.0472 0.0182 0.0472 0.0182 0.0690 0.0066 0.0066
(0.7, 0.3) 0.0319 0.0539 0.0177 0.0539 0.0177 0.0722 0.0082 0.0082
(0.65, 0.35) 0.0357 0.0611 0.0189 0.0611 0.0189 0.0747 0.0103 0.0103
(0.6, 0.4) 0.0368 0.0641 0.0185 0.0641 0.0185 0.0746 0.0085 0.0085
(0.55, 0.45) 0.0373 0.0665 0.0175 0.0665 0.0175 0.0776 0.0110 0.0110
(0.5, 0.5) 0.0369 0.0642 0.0169 0.0642 0.0169 0.0784 0.0122 0.0122
(0.45, 0.55) 0.0358 0.0607 0.0166 0.0607 0.0165 0.0799 0.0125 0.0125
(0.4, 0.6) 0.0350 0.0570 0.0181 0.0570 0.0181 0.0814 0.0144 0.0144
(0.35, 0.65) 0.0309 0.0523 0.0174 0.0523 0.0174 0.0861 0.0168 0.0168
(0.3, 0.7) 0.0230 0.0420 0.0157 0.0420 0.0157 0.0868 0.0164 0.0164
(0.25, 0.75) 0.0194 0.0362 0.0149 0.0362 0.0149 0.0874 0.0170 0.0170
(0.2, 0.8) 0.0139 0.0294 0.0132 0.0294 0.0132 0.0896 0.0211 0.0211
(0.15, 0.85) 0.0102 0.0213 0.0104 0.0213 0.0104 0.0913 0.0205 0.0205
(0.1, 0.9) 0.0081 0.0141 0.0103 0.0141 0.0103 0.0939 0.0239 0.0239
(0.05, 0.95) 0.0075 0.0071 0.0070 0.0071 0.0070 0.0954 0.0253 0.0253
(0.0, 1.0) 0.0004 0.0005 0.0038 0.0005 0.0038 0.0991 0.0289 0.0289
tot 0.0212 0.0368 0.0136 0.0368 0.0136 0.0790 0.0140 0.0140

plot_delta plot_diagonal plot_shift

train: [0.59996662 0.40003338]
validation: [0.59996662 0.40003338]
evaluate_bin_sld: 271.160s
evaluate_bin_sld_nbvs: 273.312s
evaluate_bin_sld_bcts: 275.646s
evaluate_bin_sld_ts: 273.523s
evaluate_bin_sld_vs: 270.973s
evaluate_bin_cc: 265.710s
reference: 48.837s
atc_mc: 52.149s
atc_ne: 51.567s
tot: 278.833s

bin_SLD bin_SLD_nbvs bin_SLD_bcts bin_SLD_ts bin_SLD_vs bin_CC atc_mc atc_ne
(1.0, 0.0) 0.0005 0.0003 0.0019 0.0003 0.0019 0.0195 0.0190 0.0190
(0.95, 0.05) 0.0079 0.0141 0.0073 0.0141 0.0073 0.0241 0.0166 0.0166
(0.9, 0.1) 0.0192 0.0292 0.0114 0.0292 0.0114 0.0306 0.0147 0.0147
(0.85, 0.15) 0.0319 0.0434 0.0157 0.0434 0.0157 0.0362 0.0117 0.0117
(0.8, 0.2) 0.0412 0.0525 0.0183 0.0525 0.0183 0.0422 0.0105 0.0105
(0.75, 0.25) 0.0458 0.0567 0.0222 0.0567 0.0222 0.0465 0.0089 0.0089
(0.7, 0.3) 0.0438 0.0573 0.0215 0.0573 0.0215 0.0523 0.0085 0.0085
(0.65, 0.35) 0.0444 0.0597 0.0229 0.0597 0.0229 0.0599 0.0076 0.0076
(0.6, 0.4) 0.0410 0.0573 0.0243 0.0573 0.0243 0.0643 0.0079 0.0079
(0.55, 0.45) 0.0374 0.0542 0.0228 0.0542 0.0228 0.0695 0.0073 0.0073
(0.5, 0.5) 0.0342 0.0513 0.0244 0.0513 0.0244 0.0740 0.0081 0.0081
(0.45, 0.55) 0.0318 0.0492 0.0242 0.0492 0.0242 0.0798 0.0099 0.0099
(0.4, 0.6) 0.0284 0.0458 0.0245 0.0458 0.0245 0.0839 0.0112 0.0112
(0.35, 0.65) 0.0248 0.0430 0.0236 0.0430 0.0236 0.0924 0.0156 0.0156
(0.3, 0.7) 0.0205 0.0385 0.0215 0.0385 0.0215 0.0975 0.0168 0.0168
(0.25, 0.75) 0.0165 0.0337 0.0198 0.0337 0.0198 0.1019 0.0160 0.0160
(0.2, 0.8) 0.0135 0.0304 0.0191 0.0304 0.0191 0.1080 0.0180 0.0180
(0.15, 0.85) 0.0100 0.0242 0.0165 0.0242 0.0165 0.1131 0.0218 0.0218
(0.1, 0.9) 0.0072 0.0186 0.0134 0.0186 0.0134 0.1177 0.0224 0.0224
(0.05, 0.95) 0.0065 0.0121 0.0102 0.0121 0.0102 0.1238 0.0278 0.0278
(0.0, 1.0) 0.0003 0.0022 0.0033 0.0022 0.0033 0.1304 0.0285 0.0285
tot 0.0241 0.0368 0.0176 0.0368 0.0176 0.0746 0.0147 0.0147

plot_delta plot_diagonal plot_shift

train: [0.69993324 0.30006676]
validation: [0.70010013 0.29989987]
evaluate_bin_sld: 276.303s
evaluate_bin_sld_nbvs: 277.440s
evaluate_bin_sld_bcts: 277.862s
evaluate_bin_sld_ts: 275.166s
evaluate_bin_sld_vs: 274.686s
evaluate_bin_cc: 269.956s
reference: 50.206s
atc_mc: 52.805s
atc_ne: 51.628s
tot: 281.368s

bin_SLD bin_SLD_nbvs bin_SLD_bcts bin_SLD_ts bin_SLD_vs bin_CC atc_mc atc_ne
(1.0, 0.0) 0.0014 0.0008 0.0049 0.0008 0.0049 0.0071 0.0103 0.0103
(0.95, 0.05) 0.0097 0.0175 0.0067 0.0175 0.0067 0.0050 0.0072 0.0072
(0.9, 0.1) 0.0180 0.0258 0.0079 0.0258 0.0079 0.0088 0.0049 0.0049
(0.85, 0.15) 0.0227 0.0306 0.0089 0.0306 0.0089 0.0170 0.0060 0.0060
(0.8, 0.2) 0.0237 0.0317 0.0102 0.0317 0.0102 0.0245 0.0082 0.0082
(0.75, 0.25) 0.0250 0.0341 0.0113 0.0341 0.0113 0.0320 0.0101 0.0101
(0.7, 0.3) 0.0229 0.0333 0.0108 0.0333 0.0108 0.0398 0.0119 0.0119
(0.65, 0.35) 0.0218 0.0333 0.0124 0.0333 0.0124 0.0481 0.0160 0.0160
(0.6, 0.4) 0.0220 0.0345 0.0136 0.0345 0.0136 0.0566 0.0190 0.0190
(0.55, 0.45) 0.0189 0.0326 0.0130 0.0326 0.0130 0.0626 0.0222 0.0222
(0.5, 0.5) 0.0183 0.0325 0.0136 0.0325 0.0136 0.0699 0.0259 0.0259
(0.45, 0.55) 0.0179 0.0331 0.0146 0.0331 0.0146 0.0788 0.0297 0.0297
(0.4, 0.6) 0.0144 0.0294 0.0127 0.0294 0.0127 0.0832 0.0307 0.0307
(0.35, 0.65) 0.0131 0.0285 0.0133 0.0285 0.0133 0.0932 0.0368 0.0368
(0.3, 0.7) 0.0117 0.0273 0.0128 0.0273 0.0128 0.1011 0.0400 0.0400
(0.25, 0.75) 0.0095 0.0243 0.0117 0.0243 0.0117 0.1084 0.0427 0.0427
(0.2, 0.8) 0.0081 0.0212 0.0110 0.0212 0.0110 0.1150 0.0464 0.0464
(0.15, 0.85) 0.0073 0.0182 0.0101 0.0182 0.0101 0.1235 0.0517 0.0517
(0.1, 0.9) 0.0078 0.0134 0.0091 0.0134 0.0090 0.1297 0.0521 0.0521
(0.05, 0.95) 0.0089 0.0103 0.0085 0.0103 0.0085 0.1379 0.0548 0.0548
(0.0, 1.0) 0.0003 0.0019 0.0057 0.0019 0.0057 0.1468 0.0625 0.0625
tot 0.0144 0.0245 0.0106 0.0245 0.0106 0.0709 0.0280 0.0280

plot_delta plot_diagonal plot_shift

train: [0.79989987 0.20010013]
validation: [0.80006676 0.19993324]
evaluate_bin_sld: 277.834s
evaluate_bin_sld_nbvs: 276.506s
evaluate_bin_sld_bcts: 278.317s
evaluate_bin_sld_ts: 275.764s
evaluate_bin_sld_vs: 275.146s
evaluate_bin_cc: 270.770s
reference: 49.612s
atc_mc: 52.452s
atc_ne: 52.091s
tot: 281.829s

bin_SLD bin_SLD_nbvs bin_SLD_bcts bin_SLD_ts bin_SLD_vs bin_CC atc_mc atc_ne
(1.0, 0.0) 0.0011 0.0010 0.0047 0.0010 0.0047 0.0121 0.0097 0.0097
(0.95, 0.05) 0.0092 0.0116 0.0065 0.0116 0.0065 0.0040 0.0071 0.0071
(0.9, 0.1) 0.0103 0.0143 0.0071 0.0143 0.0071 0.0091 0.0062 0.0062
(0.85, 0.15) 0.0103 0.0168 0.0079 0.0168 0.0079 0.0183 0.0064 0.0064
(0.8, 0.2) 0.0117 0.0188 0.0094 0.0188 0.0094 0.0294 0.0088 0.0088
(0.75, 0.25) 0.0101 0.0205 0.0088 0.0205 0.0088 0.0396 0.0093 0.0093
(0.7, 0.3) 0.0093 0.0196 0.0090 0.0196 0.0090 0.0499 0.0124 0.0124
(0.65, 0.35) 0.0087 0.0198 0.0083 0.0198 0.0083 0.0616 0.0161 0.0161
(0.6, 0.4) 0.0092 0.0209 0.0090 0.0208 0.0090 0.0729 0.0190 0.0190
(0.55, 0.45) 0.0092 0.0197 0.0104 0.0197 0.0104 0.0817 0.0207 0.0207
(0.5, 0.5) 0.0088 0.0184 0.0104 0.0184 0.0104 0.0910 0.0222 0.0222
(0.45, 0.55) 0.0093 0.0185 0.0100 0.0185 0.0100 0.1016 0.0247 0.0247
(0.4, 0.6) 0.0113 0.0149 0.0109 0.0149 0.0109 0.1097 0.0272 0.0272
(0.35, 0.65) 0.0125 0.0162 0.0132 0.0162 0.0131 0.1232 0.0331 0.0331
(0.3, 0.7) 0.0146 0.0138 0.0114 0.0138 0.0113 0.1340 0.0384 0.0384
(0.25, 0.75) 0.0170 0.0116 0.0133 0.0116 0.0133 0.1444 0.0425 0.0425
(0.2, 0.8) 0.0216 0.0085 0.0135 0.0085 0.0134 0.1520 0.0407 0.0407
(0.15, 0.85) 0.0247 0.0072 0.0162 0.0072 0.0161 0.1636 0.0447 0.0447
(0.1, 0.9) 0.0283 0.0067 0.0180 0.0067 0.0179 0.1727 0.0492 0.0492
(0.05, 0.95) 0.0297 0.0080 0.0193 0.0080 0.0193 0.1821 0.0492 0.0492
(0.0, 1.0) 0.0009 0.0003 0.0116 0.0003 0.0115 0.1946 0.0571 0.0571
tot 0.0128 0.0137 0.0109 0.0137 0.0109 0.0927 0.0259 0.0259

plot_delta plot_diagonal plot_shift

train: [0.90003338 0.09996662]
validation: [0.90003338 0.09996662]
evaluate_bin_sld: 212.423s
evaluate_bin_cc: 200.296s
reference: 39.473s
atc_mc: 41.699s
atc_ne: 41.574s
tot: 213.741s

bin_SLD bin_CC atc_mc atc_ne
(1.0, 0.0) 0.0010 0.0062 0.0088 0.0088
(0.95, 0.05) 0.0077 0.0108 0.0046 0.0046
(0.9, 0.1) 0.0129 0.0278 0.0080 0.0080
(0.85, 0.15) 0.0181 0.0442 0.0128 0.0128
(0.8, 0.2) 0.0248 0.0607 0.0194 0.0194
(0.75, 0.25) 0.0262 0.0767 0.0256 0.0256
(0.7, 0.3) 0.0372 0.0949 0.0348 0.0348
(0.65, 0.35) 0.0403 0.1132 0.0438 0.0438
(0.6, 0.4) 0.0505 0.1297 0.0509 0.0509
(0.55, 0.45) 0.0550 0.1455 0.0568 0.0568
(0.5, 0.5) 0.0716 0.1625 0.0633 0.0633
(0.45, 0.55) 0.0735 0.1798 0.0728 0.0728
(0.4, 0.6) 0.0795 0.1941 0.0748 0.0748
(0.35, 0.65) 0.0966 0.2130 0.0843 0.0843
(0.3, 0.7) 0.0945 0.2303 0.0916 0.0916
(0.25, 0.75) 0.1032 0.2474 0.1005 0.1005
(0.2, 0.8) 0.1081 0.2630 0.1064 0.1064
(0.15, 0.85) 0.1154 0.2804 0.1147 0.1147
(0.1, 0.9) 0.1080 0.2967 0.1204 0.1204
(0.05, 0.95) 0.0835 0.3117 0.1244 0.1244
(0.0, 1.0) 0.0321 0.3318 0.1336 0.1336
tot 0.0590 0.1629 0.0644 0.0644

plot_delta plot_diagonal plot_shift