Binary Classification on Credit card Protected attribute: Age (test)
80.78AccuracyTabFairGan
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| TabFairGanClassifier=LR2026.03 | 80.78 | 60.75 | -0.0002 | 0.0466 | 0.0631 | 0.1456 | 0.0165 | 11.7463 | 0.1055 | |
| FairFinGAN-SPClassifier=LR2026.03 | 79.87 | 57.91 | -0.0706 | 0.1286 | 0.181 | 0.139 | 0.0525 | -7.282 | 0.0426 | |
| FairFinGAN-EOdClassifier=LR2026.03 | 79.15 | 56.04 | -0.0394 | 0.0337 | 0.0467 | 0.1135 | 0.0129 | 4.1103 | 0.0244 | |
| TabFairGanClassifier=MLP2026.03 | 78.37 | 50 | 0.0003 | 0.0003 | 0.0006 | — | 0.0002 | — | 0.0007 | |
| TabFairGanClassifier=DT2026.03 | 78.01 | 68.11 | -0.0783 | 0.0401 | 0.1049 | 0.033 | 0.0647 | 0.1508 | 0.0412 | |
| FairFinGAN-SPClassifier=MLP2026.03 | 77.97 | 50 | 0.0002 | 0.0003 | 0.0005 | — | 0.0002 | — | 0.0042 | |
| OriginalClassifier=LR2026.03 | 77.88 | 50.01 | 0.0001 | 0.0003 | 0.0004 | — | 0.0001 | — | 0.0269 | |
| OriginalClassifier=MLP2026.03 | 77.87 | 50.01 | 0.0004 | 0.0005 | 0.0008 | — | 0.0003 | — | 0.0019 | |
| FairFinGAN-EOdClassifier=kNN2026.03 | 77.86 | 59.34 | -0.0809 | 0.0881 | 0.1172 | 0.1896 | 0.0291 | 1.3108 | 0.0183 | |
| CTGANClassifier=LR2026.03 | 77.73 | 53.68 | 0.0206 | 0.047 | 0.0596 | 0.1265 | 0.0126 | 7.5732 | 0.0427 | |
| TabFairGanClassifier=kNN2026.03 | 77.71 | 59.18 | -0.0306 | 0.0413 | 0.0681 | 0.0516 | 0.0268 | 0.8689 | 0.0617 | |
| FairFinGAN-EOdClassifier=MLP2026.03 | 77.7 | 50 | -0.0002 | 0.0002 | 0.0006 | 0.2 | 0.0004 | -68 | 0.0059 | |
| CTGANClassifier=MLP2026.03 | 77.27 | 50.09 | 0.0008 | 0.0034 | 0.0045 | 0.4318 | 0.0011 | -122.2619 | 0.014 | |
| FairFinGAN-SPClassifier=DT2026.03 | 76.47 | 66.64 | -0.0667 | 0.0997 | 0.1534 | 0.0372 | 0.0536 | -0.3464 | 0.0348 | |
| FairFinGAN-EOdClassifier=DT2026.03 | 75.88 | 65.83 | -0.1396 | 0.1134 | 0.1862 | 0.1646 | 0.0728 | 0.2177 | 0.0345 | |
| FairFinGAN-SPClassifier=kNN2026.03 | 75.65 | 56.19 | -0.0401 | 0.038 | 0.0901 | 0.1081 | 0.052 | -0.9165 | 0.0598 | |
| OriginalClassifier=kNN2026.03 | 75.6 | 55.06 | -0.0582 | 0.0683 | 0.1153 | 0.0524 | 0.0469 | -0.6795 | 0.0349 | |
| CTGANClassifier=DT2026.03 | 75.54 | 66.06 | 0.0285 | 0.069 | 0.095 | 0.069 | 0.0261 | -0.1515 | 0.032 | |
| CTGANClassifier=kNN2026.03 | 74.53 | 55.89 | 0.0086 | 0.0462 | 0.0555 | 0.1244 | 0.0093 | -0.6202 | 0.0411 | |
| OriginalClassifier=DT2026.03 | 72.38 | 61.2 | -0.073 | 0.0398 | 0.1084 | 0.0333 | 0.0685 | -0.072 | 0.0252 |