Fairness Mitigation Evaluation on German Credit (test)
-0.1068DPDLR
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| LRBase Model=Logistic Regression, Intervention=None2026.04 | -0.1068 | -0.1228 | 0.0806 | |
| XGBBase Model=XGBoost, Intervention=None2026.04 | -0.0704 | -0.0843 | 0.0699 | |
| RFBase Model=Random Forest, Intervention=None2026.04 | -0.0599 | -0.0719 | 0.0603 | |
| LR + CAFPBase Model=Logistic Regression, Intervention=CAFP2026.04 | -0.0505 | -0.0647 | 0.0713 | |
| RF + CAFPBase Model=Random Forest, Intervention=CAFP2026.04 | -0.043 | -0.0544 | 0.0577 | |
| XGB + CAFPBase Model=XGBoost, Intervention=CAFP2026.04 | -0.0407 | -0.0528 | 0.0611 | |
| XGB + Eq.OddsBase Model=XGBoost, Intervention=Equalized Odds2026.04 | -0.0345 | -0.0494 | 0.0751 | |
| LR + Eq.OddsBase Model=Logistic Regression, Intervention=Equalized Odds2026.04 | -0.0289 | -0.0452 | 0.0824 | |
| RF + Eq.OddsBase Model=Random Forest, Intervention=Equalized Odds2026.04 | -0.0217 | -0.0364 | 0.074 | |
| XGB + R. O.Base Model=XGBoost, Intervention=Reject Option2026.04 | -0.0015 | -0.0202 | 0.0938 | |
| LR + R. O.Base Model=Logistic Regression, Intervention=Reject Option2026.04 | 0.0055 | -0.0159 | 0.1077 | |
| RF + R. O.Base Model=Random Forest, Intervention=Reject Option2026.04 | 0.0106 | -0.0083 | 0.0955 |