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\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: 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\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: 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\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: 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\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: 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\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: 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\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: 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\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: 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\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: 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\delta_rcv1_CCAT_10_acc.png)
![plot_diagonal](plot\diagonal_rcv1_CCAT_10_acc.png)
![plot_shift](plot\shift_rcv1_CCAT_10_acc.png)