Credit Scoring on Credit scoring dataset
99.83Accuracy (Acc)Original
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| OriginalClassifier=DT, Protected Attribute=Sex2026.03 | 99.83 | 98.99 | 0.0303 | 0.0002 | 0.0151 | 0 | 0.0149 | 0 | 0.0076 | |
| OriginalClassifier=MLP, Protected Attribute=Sex2026.03 | 99.8 | 98.91 | 0.0305 | 0.0006 | 0.0218 | 0.0007 | 0.0212 | 0 | 0.0095 | |
| OriginalClassifier=LR, Protected Attribute=Sex2026.03 | 99.59 | 98.93 | 0.0313 | 0.0014 | 0.0183 | 0.0002 | 0.0169 | 0 | 0.008 | |
| OriginalClassifier=kNN, Protected Attribute=Sex2026.03 | 98.09 | 91.08 | 0.0324 | 0.0061 | 0.0626 | 0.0044 | 0.0566 | 0.3963 | 0.02 | |
| TabFairGanClassifier=LR, Protected Attribute=Sex2026.03 | 93.09 | 64.03 | 0.042 | 0.0146 | 0.2118 | 0.0341 | 0.1971 | 0.168 | 0.0451 | |
| FairFinGAN-EOdClassifier=LR, Protected Attribute=Sex2026.03 | 92.47 | 61.86 | 0.0045 | 0.008 | 0.0745 | 0.0053 | 0.0664 | 0.0724 | 0.0546 | |
| TabFairGanClassifier=kNN, Protected Attribute=Sex2026.03 | 92.12 | 61.4 | 0.0384 | 0.0158 | 0.1866 | 0.0385 | 0.1708 | 0.1076 | 0.0731 | |
| FairFinGAN-SPClassifier=LR, Protected Attribute=Sex2026.03 | 91.89 | 54.35 | -0.0244 | 0.0111 | 0.1252 | 0.0385 | 0.1141 | -0.0865 | 0.0364 | |
| TabFairGanClassifier=MLP, Protected Attribute=Sex2026.03 | 91.79 | 64.19 | 0.0477 | 0.0237 | 0.1692 | 0.0368 | 0.1455 | 0.166 | 0.0784 | |
| FairFinGAN-EOdClassifier=kNN, Protected Attribute=Sex2026.03 | 91.62 | 58.26 | 0.0019 | 0.0057 | 0.0631 | 0.0067 | 0.0574 | 0.0465 | 0.0433 | |
| FairFinGAN-SPClassifier=kNN, Protected Attribute=Sex2026.03 | 91.24 | 54.36 | -0.0252 | 0.0132 | 0.1158 | 0.0395 | 0.1027 | -0.0601 | 0.0726 | |
| FairFinGAN-EOdClassifier=MLP, Protected Attribute=Sex2026.03 | 91.07 | 60.17 | 0.0094 | 0.0084 | 0.067 | 0.0044 | 0.0586 | 0.119 | 0.0624 | |
| FairFinGAN-SPClassifier=MLP, Protected Attribute=Sex2026.03 | 90.64 | 54.3 | -0.0394 | 0.028 | 0.1429 | 0.0398 | 0.115 | -0.2089 | 0.0351 | |
| CTGANClassifier=MLP, Protected Attribute=Sex2026.03 | 90.11 | 85.97 | 0.1358 | 0.065 | 0.1918 | 0.0074 | 0.1269 | 1.3611 | 0.0332 | |
| CTGANClassifier=LR, Protected Attribute=Sex2026.03 | 89.73 | 80.83 | 0.0935 | 0.039 | 0.0919 | 0.032 | 0.0529 | 0.2784 | 0.0356 | |
| TabFairGanClassifier=DT, Protected Attribute=Sex2026.03 | 87.78 | 63.98 | 0.0639 | 0.0416 | 0.1814 | 0.037 | 0.1398 | -0.0896 | 0.0619 | |
| CTGANClassifier=DT, Protected Attribute=Sex2026.03 | 87.02 | 79.65 | 0.0804 | 0.0268 | 0.073 | 0.032 | 0.0462 | -0.1304 | 0.023 | |
| FairFinGAN-EOdClassifier=DT, Protected Attribute=Sex2026.03 | 86.6 | 61.48 | -0.0008 | 0.0088 | 0.0534 | 0.0069 | 0.0446 | -0.0459 | 0.0191 | |
| FairFinGAN-SPClassifier=DT, Protected Attribute=Sex2026.03 | 85.12 | 56.17 | -0.053 | 0.0448 | 0.1194 | 0.0421 | 0.0746 | 0.0912 | 0.0248 | |
| CTGANClassifier=kNN, Protected Attribute=Sex2026.03 | 81.03 | 58.9 | 0.0667 | 0.0543 | 0.0963 | 0.0753 | 0.042 | 0.1817 | 0.0453 |