Predictive Modeling on Credit card Protected attribute: Sex (test)
82.36AccuracyFairFinGAN-SP
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| FairFinGAN-SPClassifier=LR2026.03 | 82.36 | 63.94 | 0.0332 | 0.0941 | 0.1051 | 2.42 | 0.0109 | 1.757 | 6.07 | |
| FairFinGAN-SPClassifier=kNN2026.03 | 80.95 | 65.47 | 0.0199 | 0.0264 | 0.0423 | 2.29 | 0.0159 | 0.3308 | 2.34 | |
| TabFairGanClassifier=LR2026.03 | 80.85 | 61.48 | 0.0572 | 0.1121 | 0.1421 | 8.58 | 0.03 | 9.6583 | 1.64 | |
| FairFinGAN-EOdClassifier=LR2026.03 | 80.64 | 59.63 | 0.0094 | 0.0158 | 0.0187 | 5.16 | 0.0029 | -1.9989 | 1.98 | |
| TabFairGanClassifier=kNN2026.03 | 80.54 | 66.83 | 0.0869 | 0.1226 | 0.1835 | 6.13 | 0.0608 | 1.7007 | 1.77 | |
| TabFairGanClassifier=DT2026.03 | 80.06 | 72.04 | 0.0637 | 0.0607 | 0.1055 | 2.28 | 0.0448 | 0.2708 | 2.47 | |
| FairFinGAN-SPClassifier=DT2026.03 | 79.51 | 70.4 | 0.0371 | 0.0678 | 0.0877 | 1.86 | 0.0199 | 0.1847 | 2.63 | |
| FairFinGAN-SPClassifier=MLP2026.03 | 78.29 | 50.09 | 0.0002 | 0.0014 | 0.0019 | 46.67 | 0.0005 | — | 0.11 | |
| OriginalClassifier=LR2026.03 | 77.88 | 50.01 | -0.0001 | 0.0005 | 0.0007 | 100 | 0.0002 | — | 1.85 | |
| OriginalClassifier=MLP2026.03 | 77.86 | 50 | 0.0002 | 0.0008 | 0.0011 | 25 | 0.0003 | 72.0834 | 0.14 | |
| CTGANClassifier=LR2026.03 | 77.73 | 53.68 | -0.0142 | 0.0288 | 0.0354 | 6.09 | 0.0067 | -1.3176 | 2.22 | |
| FairFinGAN-EOdClassifier=kNN2026.03 | 77.66 | 59.26 | 0.0249 | 0.0327 | 0.0455 | 4.72 | 0.0128 | -0.0479 | 1.02 | |
| FairFinGAN-EOdClassifier=MLP2026.03 | 77.65 | 50.02 | -0.0001 | 0.0009 | 0.001 | 83.34 | 0.0001 | 167 | 0.44 | |
| CTGANClassifier=MLP2026.03 | 77.27 | 50.05 | -0.0003 | 0.003 | 0.0041 | 48.33 | 0.0011 | -34.8333 | 0.27 | |
| TabFairGanClassifier=MLP2026.03 | 77.08 | 50.03 | -0.0001 | 0.0004 | 0.0004 | 0 | 0 | — | 0.09 | |
| FairFinGAN-EOdClassifier=DT2026.03 | 76.73 | 67.17 | 0.033 | 0.0334 | 0.05 | 5.08 | 0.0166 | -0.0637 | 1.28 | |
| OriginalClassifier=kNN2026.03 | 75.6 | 55.06 | 0.014 | 0.0163 | 0.0251 | 4.65 | 0.0088 | -0.2803 | 1.01 | |
| CTGANClassifier=DT2026.03 | 75.59 | 65.99 | -0.0227 | 0.0443 | 0.0534 | 6.86 | 0.0091 | 0.0908 | 2.13 | |
| CTGANClassifier=kNN2026.03 | 74.53 | 55.89 | -0.0109 | 0.0091 | 0.0205 | 2.44 | 0.0114 | 0.2514 | 1.24 | |
| OriginalClassifier=DT2026.03 | 72.46 | 61.3 | 0.0377 | 0.0478 | 0.0774 | 3.43 | 0.0297 | -0.0132 | 1.99 |