Predictive modeling on German credit
81.25Accuracy (Acc)CTGAN
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| CTGANClassifier=LR, Protected attribute=Sex2026.03 | 81.25 | 50 | 0 | 0 | 0 | 0.0234 | 0 | 0 | 0.0298 | |
| CTGANClassifier=kNN, Protected attribute=Sex2026.03 | 78.51 | 50.22 | 0.0102 | 0.0122 | 0.0201 | 0.0252 | 0.0079 | 0.0238 | 0.0184 | |
| CTGANClassifier=MLP, Protected attribute=Sex2026.03 | 77.84 | 50.17 | 0.0194 | 0.0199 | 0.037 | 0.024 | 0.0172 | 0.0858 | 0.0216 | |
| TabFairGanClassifier=LR, Protected attribute=Sex2026.03 | 74.2 | 50.13 | 0.0013 | 0.0022 | 0.0147 | 0.0725 | 0.0125 | -0.005 | 0.0907 | |
| FairFinGAN-SPClassifier=LR, Protected attribute=Sex2026.03 | 73.46 | 50 | 0 | 0 | 0 | 0.0165 | 0 | 0 | 0.035 | |
| TabFairGanClassifier=MLP, Protected attribute=Sex2026.03 | 73 | 51.43 | -0.027 | 0.0281 | 0.0559 | 0.0704 | 0.0278 | -0.1697 | 0.0533 | |
| OriginalClassifier=LR, Protected attribute=Sex2026.03 | 72.1 | 60.17 | 0.0453 | 0.0345 | 0.1831 | 0.0585 | 0.1486 | -0.0999 | 0.0857 | |
| TabFairGanClassifier=kNN, Protected attribute=Sex2026.03 | 71.5 | 54.12 | -0.0116 | 0.0245 | 0.1302 | 0.0553 | 0.1058 | 0.1195 | 0.093 | |
| OriginalClassifier=DT, Protected attribute=Sex2026.03 | 68.7 | 63.07 | 0.0224 | 0.0626 | 0.1565 | 0.0576 | 0.0939 | -0.3367 | 0.0776 | |
| CTGANClassifier=DT, Protected attribute=Sex2026.03 | 68.24 | 51.48 | 0.027 | 0.0269 | 0.0572 | 0.0235 | 0.0303 | 0.0007 | 0.011 | |
| FairFinGAN-SPClassifier=kNN, Protected attribute=Sex2026.03 | 67.61 | 49.76 | -0.0018 | 0.013 | 0.0279 | 0.0173 | 0.0149 | -0.0197 | 0.0209 | |
| FairFinGAN-EOdClassifier=LR, Protected attribute=Sex2026.03 | 67 | 51.06 | 0.0083 | 0.0319 | 0.09 | 0.0637 | 0.0581 | 0.0529 | 0.0965 | |
| OriginalClassifier=kNN, Protected attribute=Sex2026.03 | 66.6 | 53.76 | 0.0004 | 0.0161 | 0.0312 | 0.0766 | 0.0151 | -0.1756 | 0.0786 | |
| FairFinGAN-SPClassifier=DT, Protected attribute=Sex2026.03 | 60.25 | 50.41 | 0.0112 | 0.016 | 0.0323 | 0.0162 | 0.0164 | 0.0052 | 0.004 | |
| FairFinGAN-EOdClassifier=kNN, Protected attribute=Sex2026.03 | 60.2 | 50.18 | 0.0077 | 0.0191 | 0.0963 | 0.052 | 0.0772 | -0.0126 | 0.0828 | |
| TabFairGanClassifier=DT, Protected attribute=Sex2026.03 | 60.1 | 50.11 | -0.0524 | 0.0972 | 0.1782 | 0.0758 | 0.081 | 0.1844 | 0.0666 | |
| FairFinGAN-SPClassifier=MLP, Protected attribute=Sex2026.03 | 57.74 | 50.72 | 0.0413 | 0.0449 | 0.0758 | 0.0218 | 0.0309 | 0.5652 | 0.0285 | |
| FairFinGAN-EOdClassifier=DT, Protected attribute=Sex2026.03 | 57.2 | 51.47 | 0.0002 | 0.0583 | 0.1825 | 0.0815 | 0.1242 | -0.0229 | 0.0721 | |
| FairFinGAN-EOdClassifier=MLP, Protected attribute=Sex2026.03 | 55.7 | 51.07 | -0.0167 | 0.021 | 0.0307 | 0.0541 | 0.0098 | -12.2333 | 0.0878 | |
| OriginalClassifier=MLP, Protected attribute=Sex2026.03 | 48.3 | 49.74 | -0.02 | 0.0215 | 0.0456 | 0.1651 | 0.0241 | -1.9444 | 0.0867 |