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) |
0.0000 |
0.0001 |
0.0000 |
0.0000 |
0.0000 |
0.5619 |
0.4745 |
0.4745 |
(0.95, 0.05) |
0.1090 |
0.0567 |
0.0502 |
0.0795 |
0.0629 |
0.4846 |
0.4016 |
0.4016 |
(0.9, 0.1) |
0.1536 |
0.0562 |
0.0501 |
0.0789 |
0.0592 |
0.4180 |
0.3432 |
0.3432 |
(0.85, 0.15) |
0.1491 |
0.0508 |
0.0461 |
0.0712 |
0.0518 |
0.3608 |
0.2909 |
0.2909 |
(0.8, 0.2) |
0.1326 |
0.0422 |
0.0388 |
0.0591 |
0.0419 |
0.3128 |
0.2470 |
0.2470 |
(0.75, 0.25) |
0.1245 |
0.0413 |
0.0397 |
0.0563 |
0.0400 |
0.2676 |
0.2076 |
0.2076 |
(0.7, 0.3) |
0.1091 |
0.0346 |
0.0340 |
0.0466 |
0.0329 |
0.2320 |
0.1759 |
0.1759 |
(0.65, 0.35) |
0.0975 |
0.0312 |
0.0314 |
0.0407 |
0.0286 |
0.1986 |
0.1487 |
0.1487 |
(0.6, 0.4) |
0.0862 |
0.0276 |
0.0288 |
0.0353 |
0.0251 |
0.1700 |
0.1239 |
0.1239 |
(0.55, 0.45) |
0.0707 |
0.0216 |
0.0231 |
0.0263 |
0.0191 |
0.1454 |
0.1027 |
0.1027 |
(0.5, 0.5) |
0.0596 |
0.0185 |
0.0198 |
0.0208 |
0.0161 |
0.1214 |
0.0842 |
0.0842 |
(0.45, 0.55) |
0.0526 |
0.0180 |
0.0196 |
0.0186 |
0.0153 |
0.1009 |
0.0659 |
0.0659 |
(0.4, 0.6) |
0.0392 |
0.0128 |
0.0142 |
0.0113 |
0.0106 |
0.0827 |
0.0530 |
0.0530 |
(0.35, 0.65) |
0.0357 |
0.0144 |
0.0160 |
0.0120 |
0.0117 |
0.0668 |
0.0392 |
0.0392 |
(0.3, 0.7) |
0.0271 |
0.0122 |
0.0135 |
0.0085 |
0.0099 |
0.0524 |
0.0290 |
0.0290 |
(0.25, 0.75) |
0.0193 |
0.0093 |
0.0107 |
0.0067 |
0.0074 |
0.0396 |
0.0196 |
0.0196 |
(0.2, 0.8) |
0.0143 |
0.0089 |
0.0101 |
0.0051 |
0.0069 |
0.0287 |
0.0125 |
0.0125 |
(0.15, 0.85) |
0.0096 |
0.0078 |
0.0089 |
0.0047 |
0.0061 |
0.0188 |
0.0061 |
0.0061 |
(0.1, 0.9) |
0.0056 |
0.0065 |
0.0073 |
0.0042 |
0.0051 |
0.0094 |
0.0036 |
0.0036 |
(0.05, 0.95) |
0.0038 |
0.0061 |
0.0069 |
0.0033 |
0.0048 |
0.0020 |
0.0069 |
0.0069 |
(0.0, 1.0) |
0.0020 |
0.0061 |
0.0065 |
0.0017 |
0.0052 |
0.0069 |
0.0123 |
0.0123 |
tot |
0.0620 |
0.0230 |
0.0227 |
0.0281 |
0.0219 |
0.1753 |
0.1356 |
0.1356 |
![plot_delta](plot\delta_rcv1_CCAT_90_f1.png)
![plot_diagonal](plot\diagonal_rcv1_CCAT_90_f1.png)
![plot_shift](plot\shift_rcv1_CCAT_90_f1.png)
> 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) |
0.0000 |
0.0006 |
0.0015 |
0.0032 |
0.0000 |
0.5951 |
0.5459 |
0.5459 |
(0.95, 0.05) |
0.0886 |
0.0391 |
0.0162 |
0.0238 |
0.0681 |
0.4520 |
0.3941 |
0.3941 |
(0.9, 0.1) |
0.0677 |
0.0290 |
0.0180 |
0.0349 |
0.0511 |
0.3571 |
0.2954 |
0.2954 |
(0.85, 0.15) |
0.0512 |
0.0200 |
0.0152 |
0.0400 |
0.0406 |
0.2840 |
0.2206 |
0.2206 |
(0.8, 0.2) |
0.0349 |
0.0150 |
0.0140 |
0.0453 |
0.0283 |
0.2322 |
0.1701 |
0.1701 |
(0.75, 0.25) |
0.0303 |
0.0148 |
0.0133 |
0.0415 |
0.0261 |
0.1876 |
0.1277 |
0.1277 |
(0.7, 0.3) |
0.0257 |
0.0131 |
0.0116 |
0.0416 |
0.0209 |
0.1559 |
0.0994 |
0.0994 |
(0.65, 0.35) |
0.0214 |
0.0128 |
0.0124 |
0.0380 |
0.0181 |
0.1295 |
0.0774 |
0.0774 |
(0.6, 0.4) |
0.0172 |
0.0105 |
0.0106 |
0.0370 |
0.0145 |
0.1062 |
0.0563 |
0.0563 |
(0.55, 0.45) |
0.0137 |
0.0097 |
0.0096 |
0.0360 |
0.0116 |
0.0886 |
0.0440 |
0.0440 |
(0.5, 0.5) |
0.0119 |
0.0086 |
0.0084 |
0.0341 |
0.0088 |
0.0729 |
0.0323 |
0.0323 |
(0.45, 0.55) |
0.0105 |
0.0076 |
0.0076 |
0.0307 |
0.0088 |
0.0577 |
0.0206 |
0.0206 |
(0.4, 0.6) |
0.0099 |
0.0073 |
0.0071 |
0.0305 |
0.0068 |
0.0470 |
0.0152 |
0.0152 |
(0.35, 0.65) |
0.0099 |
0.0067 |
0.0069 |
0.0277 |
0.0069 |
0.0371 |
0.0098 |
0.0098 |
(0.3, 0.7) |
0.0083 |
0.0063 |
0.0066 |
0.0244 |
0.0059 |
0.0280 |
0.0072 |
0.0072 |
(0.25, 0.75) |
0.0077 |
0.0057 |
0.0059 |
0.0230 |
0.0055 |
0.0214 |
0.0056 |
0.0056 |
(0.2, 0.8) |
0.0067 |
0.0051 |
0.0060 |
0.0203 |
0.0052 |
0.0146 |
0.0049 |
0.0049 |
(0.15, 0.85) |
0.0062 |
0.0047 |
0.0062 |
0.0173 |
0.0051 |
0.0088 |
0.0053 |
0.0053 |
(0.1, 0.9) |
0.0053 |
0.0042 |
0.0062 |
0.0141 |
0.0049 |
0.0046 |
0.0055 |
0.0055 |
(0.05, 0.95) |
0.0044 |
0.0040 |
0.0064 |
0.0098 |
0.0044 |
0.0029 |
0.0068 |
0.0068 |
(0.0, 1.0) |
0.0029 |
0.0058 |
0.0072 |
0.0035 |
0.0026 |
0.0064 |
0.0076 |
0.0076 |
tot |
0.0207 |
0.0110 |
0.0094 |
0.0275 |
0.0164 |
0.1376 |
0.1025 |
0.1025 |
![plot_delta](plot\delta_rcv1_CCAT_80_f1.png)
![plot_diagonal](plot\diagonal_rcv1_CCAT_80_f1.png)
![plot_shift](plot\shift_rcv1_CCAT_80_f1.png)
> 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) |
0.0000 |
0.0002 |
0.0018 |
0.0038 |
0.0000 |
0.8412 |
0.5749 |
0.5749 |
(0.95, 0.05) |
0.0927 |
0.0888 |
0.0270 |
0.0545 |
0.0676 |
0.5619 |
0.3336 |
0.3336 |
(0.9, 0.1) |
0.0592 |
0.0748 |
0.0251 |
0.0672 |
0.0573 |
0.4131 |
0.2163 |
0.2163 |
(0.85, 0.15) |
0.0367 |
0.0577 |
0.0207 |
0.0739 |
0.0464 |
0.3186 |
0.1450 |
0.1450 |
(0.8, 0.2) |
0.0230 |
0.0454 |
0.0157 |
0.0754 |
0.0345 |
0.2543 |
0.1055 |
0.1055 |
(0.75, 0.25) |
0.0205 |
0.0418 |
0.0168 |
0.0686 |
0.0342 |
0.2024 |
0.0703 |
0.0703 |
(0.7, 0.3) |
0.0169 |
0.0337 |
0.0145 |
0.0674 |
0.0286 |
0.1697 |
0.0549 |
0.0549 |
(0.65, 0.35) |
0.0160 |
0.0318 |
0.0148 |
0.0612 |
0.0262 |
0.1426 |
0.0403 |
0.0403 |
(0.6, 0.4) |
0.0149 |
0.0267 |
0.0139 |
0.0587 |
0.0233 |
0.1188 |
0.0279 |
0.0279 |
(0.55, 0.45) |
0.0135 |
0.0221 |
0.0118 |
0.0561 |
0.0186 |
0.1015 |
0.0225 |
0.0225 |
(0.5, 0.5) |
0.0145 |
0.0202 |
0.0119 |
0.0514 |
0.0174 |
0.0848 |
0.0165 |
0.0165 |
(0.45, 0.55) |
0.0123 |
0.0178 |
0.0112 |
0.0482 |
0.0157 |
0.0716 |
0.0120 |
0.0120 |
(0.4, 0.6) |
0.0138 |
0.0135 |
0.0085 |
0.0472 |
0.0110 |
0.0613 |
0.0095 |
0.0095 |
(0.35, 0.65) |
0.0130 |
0.0132 |
0.0099 |
0.0432 |
0.0120 |
0.0526 |
0.0089 |
0.0089 |
(0.3, 0.7) |
0.0112 |
0.0113 |
0.0083 |
0.0385 |
0.0097 |
0.0430 |
0.0060 |
0.0060 |
(0.25, 0.75) |
0.0102 |
0.0108 |
0.0091 |
0.0352 |
0.0091 |
0.0358 |
0.0047 |
0.0047 |
(0.2, 0.8) |
0.0100 |
0.0096 |
0.0090 |
0.0310 |
0.0084 |
0.0293 |
0.0044 |
0.0044 |
(0.15, 0.85) |
0.0085 |
0.0083 |
0.0094 |
0.0271 |
0.0077 |
0.0236 |
0.0045 |
0.0045 |
(0.1, 0.9) |
0.0061 |
0.0073 |
0.0088 |
0.0226 |
0.0062 |
0.0186 |
0.0036 |
0.0036 |
(0.05, 0.95) |
0.0043 |
0.0067 |
0.0082 |
0.0166 |
0.0051 |
0.0135 |
0.0035 |
0.0035 |
(0.0, 1.0) |
0.0031 |
0.0087 |
0.0091 |
0.0050 |
0.0056 |
0.0100 |
0.0032 |
0.0032 |
tot |
0.0191 |
0.0262 |
0.0127 |
0.0454 |
0.0212 |
0.1699 |
0.0794 |
0.0794 |
![plot_delta](plot\delta_rcv1_CCAT_70_f1.png)
![plot_diagonal](plot\diagonal_rcv1_CCAT_70_f1.png)
![plot_shift](plot\shift_rcv1_CCAT_70_f1.png)
> 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) |
0.0010 |
0.0042 |
0.0391 |
0.0570 |
0.0048 |
0.9375 |
0.5310 |
0.5310 |
(0.95, 0.05) |
0.0445 |
0.0370 |
0.0442 |
0.1635 |
0.0434 |
0.5083 |
0.2044 |
0.2044 |
(0.9, 0.1) |
0.0411 |
0.0293 |
0.0313 |
0.1515 |
0.0333 |
0.3445 |
0.1045 |
0.1045 |
(0.85, 0.15) |
0.0431 |
0.0295 |
0.0236 |
0.1400 |
0.0287 |
0.2540 |
0.0571 |
0.0571 |
(0.8, 0.2) |
0.0467 |
0.0305 |
0.0231 |
0.1290 |
0.0214 |
0.2026 |
0.0407 |
0.0407 |
(0.75, 0.25) |
0.0442 |
0.0282 |
0.0181 |
0.1153 |
0.0219 |
0.1627 |
0.0228 |
0.0228 |
(0.7, 0.3) |
0.0422 |
0.0278 |
0.0166 |
0.1063 |
0.0203 |
0.1389 |
0.0196 |
0.0196 |
(0.65, 0.35) |
0.0377 |
0.0257 |
0.0141 |
0.0955 |
0.0184 |
0.1179 |
0.0125 |
0.0125 |
(0.6, 0.4) |
0.0373 |
0.0271 |
0.0135 |
0.0885 |
0.0155 |
0.1006 |
0.0100 |
0.0100 |
(0.55, 0.45) |
0.0351 |
0.0274 |
0.0119 |
0.0828 |
0.0139 |
0.0897 |
0.0101 |
0.0101 |
(0.5, 0.5) |
0.0307 |
0.0247 |
0.0117 |
0.0735 |
0.0151 |
0.0776 |
0.0081 |
0.0081 |
(0.45, 0.55) |
0.0280 |
0.0239 |
0.0090 |
0.0674 |
0.0121 |
0.0681 |
0.0076 |
0.0076 |
(0.4, 0.6) |
0.0278 |
0.0264 |
0.0086 |
0.0623 |
0.0105 |
0.0614 |
0.0060 |
0.0060 |
(0.35, 0.65) |
0.0236 |
0.0252 |
0.0080 |
0.0581 |
0.0095 |
0.0568 |
0.0060 |
0.0060 |
(0.3, 0.7) |
0.0187 |
0.0224 |
0.0082 |
0.0505 |
0.0111 |
0.0499 |
0.0055 |
0.0055 |
(0.25, 0.75) |
0.0155 |
0.0212 |
0.0067 |
0.0454 |
0.0098 |
0.0452 |
0.0051 |
0.0051 |
(0.2, 0.8) |
0.0127 |
0.0212 |
0.0063 |
0.0406 |
0.0086 |
0.0414 |
0.0042 |
0.0042 |
(0.15, 0.85) |
0.0090 |
0.0180 |
0.0061 |
0.0349 |
0.0086 |
0.0375 |
0.0042 |
0.0042 |
(0.1, 0.9) |
0.0060 |
0.0128 |
0.0064 |
0.0276 |
0.0093 |
0.0338 |
0.0045 |
0.0045 |
(0.05, 0.95) |
0.0045 |
0.0089 |
0.0053 |
0.0195 |
0.0071 |
0.0312 |
0.0037 |
0.0037 |
(0.0, 1.0) |
0.0025 |
0.0032 |
0.0071 |
0.0055 |
0.0076 |
0.0294 |
0.0034 |
0.0034 |
tot |
0.0263 |
0.0226 |
0.0152 |
0.0769 |
0.0158 |
0.1614 |
0.0510 |
0.0510 |
![plot_delta](plot\delta_rcv1_CCAT_60_f1.png)
![plot_diagonal](plot\diagonal_rcv1_CCAT_60_f1.png)
![plot_shift](plot\shift_rcv1_CCAT_60_f1.png)
> 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) |
0.0015 |
0.0117 |
0.0147 |
0.0645 |
0.0044 |
0.9781 |
0.5135 |
0.5135 |
(0.95, 0.05) |
0.0657 |
0.1759 |
0.0444 |
0.2122 |
0.0480 |
0.3985 |
0.1066 |
0.1066 |
(0.9, 0.1) |
0.0601 |
0.1604 |
0.0289 |
0.1812 |
0.0283 |
0.2602 |
0.0476 |
0.0476 |
(0.85, 0.15) |
0.0691 |
0.1508 |
0.0288 |
0.1646 |
0.0252 |
0.1925 |
0.0306 |
0.0306 |
(0.8, 0.2) |
0.0687 |
0.1342 |
0.0250 |
0.1443 |
0.0196 |
0.1589 |
0.0235 |
0.0235 |
(0.75, 0.25) |
0.0679 |
0.1191 |
0.0234 |
0.1268 |
0.0177 |
0.1307 |
0.0158 |
0.0158 |
(0.7, 0.3) |
0.0594 |
0.1053 |
0.0216 |
0.1137 |
0.0179 |
0.1160 |
0.0147 |
0.0147 |
(0.65, 0.35) |
0.0542 |
0.0945 |
0.0204 |
0.1042 |
0.0160 |
0.1047 |
0.0151 |
0.0151 |
(0.6, 0.4) |
0.0496 |
0.0820 |
0.0185 |
0.0926 |
0.0150 |
0.0927 |
0.0105 |
0.0105 |
(0.55, 0.45) |
0.0447 |
0.0736 |
0.0166 |
0.0864 |
0.0126 |
0.0864 |
0.0119 |
0.0119 |
(0.5, 0.5) |
0.0395 |
0.0628 |
0.0146 |
0.0788 |
0.0112 |
0.0788 |
0.0115 |
0.0115 |
(0.45, 0.55) |
0.0363 |
0.0573 |
0.0132 |
0.0734 |
0.0085 |
0.0738 |
0.0105 |
0.0105 |
(0.4, 0.6) |
0.0318 |
0.0489 |
0.0133 |
0.0663 |
0.0096 |
0.0688 |
0.0107 |
0.0107 |
(0.35, 0.65) |
0.0269 |
0.0437 |
0.0124 |
0.0632 |
0.0095 |
0.0679 |
0.0114 |
0.0114 |
(0.3, 0.7) |
0.0213 |
0.0360 |
0.0105 |
0.0556 |
0.0096 |
0.0636 |
0.0103 |
0.0103 |
(0.25, 0.75) |
0.0170 |
0.0296 |
0.0091 |
0.0490 |
0.0091 |
0.0602 |
0.0097 |
0.0097 |
(0.2, 0.8) |
0.0129 |
0.0241 |
0.0076 |
0.0430 |
0.0085 |
0.0579 |
0.0117 |
0.0117 |
(0.15, 0.85) |
0.0090 |
0.0182 |
0.0059 |
0.0353 |
0.0083 |
0.0555 |
0.0104 |
0.0104 |
(0.1, 0.9) |
0.0070 |
0.0127 |
0.0055 |
0.0281 |
0.0089 |
0.0539 |
0.0117 |
0.0117 |
(0.05, 0.95) |
0.0046 |
0.0072 |
0.0039 |
0.0197 |
0.0085 |
0.0522 |
0.0117 |
0.0117 |
(0.0, 1.0) |
0.0019 |
0.0037 |
0.0053 |
0.0066 |
0.0081 |
0.0515 |
0.0128 |
0.0128 |
tot |
0.0357 |
0.0691 |
0.0164 |
0.0862 |
0.0145 |
0.1525 |
0.0434 |
0.0434 |
![plot_delta](plot\delta_rcv1_CCAT_50_f1.png)
![plot_diagonal](plot\diagonal_rcv1_CCAT_50_f1.png)
![plot_shift](plot\shift_rcv1_CCAT_50_f1.png)
> 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) |
0.0082 |
0.1340 |
0.0146 |
0.1919 |
0.0176 |
0.9369 |
0.3564 |
0.3564 |
(0.95, 0.05) |
0.1237 |
0.1895 |
0.0489 |
0.2678 |
0.0489 |
0.2651 |
0.0506 |
0.0506 |
(0.9, 0.1) |
0.1167 |
0.1297 |
0.0329 |
0.1942 |
0.0343 |
0.1781 |
0.0460 |
0.0460 |
(0.85, 0.15) |
0.1138 |
0.0982 |
0.0358 |
0.1591 |
0.0363 |
0.1429 |
0.0318 |
0.0318 |
(0.8, 0.2) |
0.1060 |
0.0830 |
0.0358 |
0.1403 |
0.0326 |
0.1276 |
0.0254 |
0.0254 |
(0.75, 0.25) |
0.0996 |
0.0717 |
0.0375 |
0.1244 |
0.0317 |
0.1119 |
0.0197 |
0.0197 |
(0.7, 0.3) |
0.0871 |
0.0582 |
0.0326 |
0.1170 |
0.0254 |
0.1057 |
0.0174 |
0.0174 |
(0.65, 0.35) |
0.0773 |
0.0506 |
0.0312 |
0.1114 |
0.0233 |
0.1028 |
0.0129 |
0.0129 |
(0.6, 0.4) |
0.0706 |
0.0448 |
0.0301 |
0.1033 |
0.0214 |
0.0965 |
0.0118 |
0.0118 |
(0.55, 0.45) |
0.0608 |
0.0386 |
0.0263 |
0.0978 |
0.0166 |
0.0925 |
0.0095 |
0.0095 |
(0.5, 0.5) |
0.0545 |
0.0337 |
0.0253 |
0.0909 |
0.0152 |
0.0889 |
0.0088 |
0.0088 |
(0.45, 0.55) |
0.0496 |
0.0310 |
0.0244 |
0.0863 |
0.0132 |
0.0875 |
0.0085 |
0.0085 |
(0.4, 0.6) |
0.0434 |
0.0266 |
0.0228 |
0.0790 |
0.0119 |
0.0842 |
0.0078 |
0.0078 |
(0.35, 0.65) |
0.0375 |
0.0239 |
0.0211 |
0.0733 |
0.0114 |
0.0853 |
0.0093 |
0.0093 |
(0.3, 0.7) |
0.0310 |
0.0195 |
0.0187 |
0.0654 |
0.0094 |
0.0831 |
0.0090 |
0.0090 |
(0.25, 0.75) |
0.0240 |
0.0149 |
0.0151 |
0.0568 |
0.0078 |
0.0811 |
0.0075 |
0.0075 |
(0.2, 0.8) |
0.0206 |
0.0132 |
0.0146 |
0.0511 |
0.0072 |
0.0800 |
0.0066 |
0.0066 |
(0.15, 0.85) |
0.0162 |
0.0113 |
0.0129 |
0.0441 |
0.0062 |
0.0796 |
0.0084 |
0.0084 |
(0.1, 0.9) |
0.0103 |
0.0070 |
0.0093 |
0.0354 |
0.0056 |
0.0779 |
0.0078 |
0.0078 |
(0.05, 0.95) |
0.0073 |
0.0056 |
0.0077 |
0.0278 |
0.0048 |
0.0777 |
0.0097 |
0.0097 |
(0.0, 1.0) |
0.0032 |
0.0023 |
0.0035 |
0.0132 |
0.0059 |
0.0777 |
0.0090 |
0.0090 |
tot |
0.0553 |
0.0518 |
0.0238 |
0.1015 |
0.0184 |
0.1459 |
0.0321 |
0.0321 |
![plot_delta](plot\delta_rcv1_CCAT_40_f1.png)
![plot_diagonal](plot\diagonal_rcv1_CCAT_40_f1.png)
![plot_shift](plot\shift_rcv1_CCAT_40_f1.png)
> 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) |
0.0303 |
0.4175 |
0.0193 |
0.3236 |
0.0789 |
0.6971 |
0.3301 |
0.3301 |
(0.95, 0.05) |
0.1107 |
0.0886 |
0.0612 |
0.2258 |
0.0551 |
0.1240 |
0.0519 |
0.0519 |
(0.9, 0.1) |
0.1038 |
0.0629 |
0.0341 |
0.1742 |
0.0434 |
0.0989 |
0.0306 |
0.0306 |
(0.85, 0.15) |
0.0995 |
0.0522 |
0.0287 |
0.1568 |
0.0388 |
0.0974 |
0.0252 |
0.0252 |
(0.8, 0.2) |
0.0897 |
0.0455 |
0.0275 |
0.1432 |
0.0313 |
0.0964 |
0.0190 |
0.0190 |
(0.75, 0.25) |
0.0818 |
0.0415 |
0.0269 |
0.1300 |
0.0292 |
0.0941 |
0.0167 |
0.0167 |
(0.7, 0.3) |
0.0671 |
0.0343 |
0.0232 |
0.1183 |
0.0215 |
0.0955 |
0.0132 |
0.0132 |
(0.65, 0.35) |
0.0568 |
0.0297 |
0.0224 |
0.1060 |
0.0200 |
0.0947 |
0.0170 |
0.0170 |
(0.6, 0.4) |
0.0515 |
0.0284 |
0.0228 |
0.0986 |
0.0183 |
0.0953 |
0.0141 |
0.0141 |
(0.55, 0.45) |
0.0449 |
0.0245 |
0.0210 |
0.0887 |
0.0156 |
0.0947 |
0.0135 |
0.0135 |
(0.5, 0.5) |
0.0393 |
0.0218 |
0.0200 |
0.0806 |
0.0132 |
0.0936 |
0.0153 |
0.0153 |
(0.45, 0.55) |
0.0362 |
0.0216 |
0.0204 |
0.0758 |
0.0122 |
0.0942 |
0.0146 |
0.0146 |
(0.4, 0.6) |
0.0306 |
0.0184 |
0.0183 |
0.0682 |
0.0094 |
0.0914 |
0.0142 |
0.0142 |
(0.35, 0.65) |
0.0262 |
0.0168 |
0.0175 |
0.0630 |
0.0095 |
0.0943 |
0.0159 |
0.0159 |
(0.3, 0.7) |
0.0214 |
0.0141 |
0.0156 |
0.0561 |
0.0083 |
0.0940 |
0.0145 |
0.0145 |
(0.25, 0.75) |
0.0166 |
0.0114 |
0.0134 |
0.0491 |
0.0070 |
0.0934 |
0.0144 |
0.0144 |
(0.2, 0.8) |
0.0138 |
0.0101 |
0.0124 |
0.0444 |
0.0069 |
0.0934 |
0.0157 |
0.0157 |
(0.15, 0.85) |
0.0104 |
0.0085 |
0.0109 |
0.0384 |
0.0070 |
0.0938 |
0.0168 |
0.0168 |
(0.1, 0.9) |
0.0076 |
0.0066 |
0.0086 |
0.0316 |
0.0072 |
0.0931 |
0.0155 |
0.0155 |
(0.05, 0.95) |
0.0059 |
0.0054 |
0.0070 |
0.0254 |
0.0074 |
0.0929 |
0.0152 |
0.0152 |
(0.0, 1.0) |
0.0045 |
0.0033 |
0.0040 |
0.0138 |
0.0108 |
0.0938 |
0.0177 |
0.0177 |
tot |
0.0452 |
0.0459 |
0.0207 |
0.1006 |
0.0215 |
0.1246 |
0.0334 |
0.0334 |
![plot_delta](plot\delta_rcv1_CCAT_30_f1.png)
![plot_diagonal](plot\diagonal_rcv1_CCAT_30_f1.png)
![plot_shift](plot\shift_rcv1_CCAT_30_f1.png)
> 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) |
0.1710 |
0.2772 |
0.0772 |
0.5108 |
0.0782 |
0.3382 |
0.1159 |
0.1159 |
(0.95, 0.05) |
0.1318 |
0.0512 |
0.0569 |
0.2074 |
0.0579 |
0.0401 |
0.1303 |
0.1303 |
(0.9, 0.1) |
0.0908 |
0.0358 |
0.0349 |
0.1674 |
0.0331 |
0.0661 |
0.0916 |
0.0916 |
(0.85, 0.15) |
0.0631 |
0.0242 |
0.0227 |
0.1338 |
0.0258 |
0.0757 |
0.0794 |
0.0794 |
(0.8, 0.2) |
0.0569 |
0.0260 |
0.0236 |
0.1183 |
0.0226 |
0.0860 |
0.0673 |
0.0673 |
(0.75, 0.25) |
0.0485 |
0.0238 |
0.0213 |
0.1064 |
0.0192 |
0.0905 |
0.0623 |
0.0623 |
(0.7, 0.3) |
0.0364 |
0.0213 |
0.0183 |
0.0938 |
0.0159 |
0.0952 |
0.0592 |
0.0592 |
(0.65, 0.35) |
0.0290 |
0.0184 |
0.0162 |
0.0819 |
0.0133 |
0.0980 |
0.0518 |
0.0518 |
(0.6, 0.4) |
0.0244 |
0.0194 |
0.0160 |
0.0757 |
0.0123 |
0.1015 |
0.0536 |
0.0536 |
(0.55, 0.45) |
0.0196 |
0.0161 |
0.0137 |
0.0672 |
0.0125 |
0.1003 |
0.0510 |
0.0510 |
(0.5, 0.5) |
0.0158 |
0.0153 |
0.0126 |
0.0599 |
0.0114 |
0.1009 |
0.0518 |
0.0518 |
(0.45, 0.55) |
0.0139 |
0.0165 |
0.0127 |
0.0565 |
0.0106 |
0.1017 |
0.0533 |
0.0533 |
(0.4, 0.6) |
0.0112 |
0.0141 |
0.0105 |
0.0493 |
0.0112 |
0.1010 |
0.0506 |
0.0506 |
(0.35, 0.65) |
0.0098 |
0.0139 |
0.0100 |
0.0451 |
0.0123 |
0.1034 |
0.0480 |
0.0480 |
(0.3, 0.7) |
0.0106 |
0.0134 |
0.0105 |
0.0403 |
0.0119 |
0.1048 |
0.0453 |
0.0453 |
(0.25, 0.75) |
0.0101 |
0.0124 |
0.0090 |
0.0354 |
0.0144 |
0.1057 |
0.0428 |
0.0428 |
(0.2, 0.8) |
0.0099 |
0.0113 |
0.0077 |
0.0300 |
0.0152 |
0.1039 |
0.0472 |
0.0472 |
(0.15, 0.85) |
0.0105 |
0.0102 |
0.0068 |
0.0249 |
0.0181 |
0.1050 |
0.0461 |
0.0461 |
(0.1, 0.9) |
0.0111 |
0.0100 |
0.0067 |
0.0207 |
0.0199 |
0.1055 |
0.0439 |
0.0439 |
(0.05, 0.95) |
0.0108 |
0.0098 |
0.0059 |
0.0153 |
0.0221 |
0.1042 |
0.0468 |
0.0468 |
(0.0, 1.0) |
0.0063 |
0.0137 |
0.0041 |
0.0092 |
0.0243 |
0.1062 |
0.0425 |
0.0425 |
tot |
0.0377 |
0.0312 |
0.0189 |
0.0928 |
0.0220 |
0.1064 |
0.0610 |
0.0610 |
![plot_delta](plot\delta_rcv1_CCAT_20_f1.png)
![plot_diagonal](plot\diagonal_rcv1_CCAT_20_f1.png)
![plot_shift](plot\shift_rcv1_CCAT_20_f1.png)
> 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) |
0.0469 |
0.0156 |
0.0022 |
0.0022 |
(0.95, 0.05) |
0.0840 |
0.0542 |
0.2253 |
0.2253 |
(0.9, 0.1) |
0.0459 |
0.0369 |
0.1997 |
0.1997 |
(0.85, 0.15) |
0.0312 |
0.0300 |
0.2018 |
0.2018 |
(0.8, 0.2) |
0.0327 |
0.0335 |
0.1936 |
0.1936 |
(0.75, 0.25) |
0.0329 |
0.0354 |
0.1943 |
0.1943 |
(0.7, 0.3) |
0.0379 |
0.0355 |
0.1865 |
0.1865 |
(0.65, 0.35) |
0.0423 |
0.0399 |
0.1849 |
0.1849 |
(0.6, 0.4) |
0.0495 |
0.0372 |
0.1852 |
0.1852 |
(0.55, 0.45) |
0.0506 |
0.0364 |
0.1824 |
0.1824 |
(0.5, 0.5) |
0.0546 |
0.0378 |
0.1836 |
0.1836 |
(0.45, 0.55) |
0.0541 |
0.0396 |
0.1801 |
0.1801 |
(0.4, 0.6) |
0.0588 |
0.0337 |
0.1872 |
0.1872 |
(0.35, 0.65) |
0.0618 |
0.0353 |
0.1871 |
0.1871 |
(0.3, 0.7) |
0.0616 |
0.0372 |
0.1884 |
0.1884 |
(0.25, 0.75) |
0.0606 |
0.0375 |
0.1829 |
0.1829 |
(0.2, 0.8) |
0.0616 |
0.0385 |
0.1840 |
0.1840 |
(0.15, 0.85) |
0.0617 |
0.0380 |
0.1816 |
0.1816 |
(0.1, 0.9) |
0.0592 |
0.0389 |
0.1818 |
0.1818 |
(0.05, 0.95) |
0.0476 |
0.0357 |
0.1848 |
0.1848 |
(0.0, 1.0) |
0.0231 |
0.0366 |
0.1850 |
0.1850 |
tot |
0.0504 |
0.0364 |
0.1801 |
0.1801 |
![plot_delta](plot\delta_rcv1_CCAT_10_f1.png)
![plot_diagonal](plot\diagonal_rcv1_CCAT_10_f1.png)
![plot_shift](plot\shift_rcv1_CCAT_10_f1.png)