Fairness Classification on Adult Dataset
-0.1928DPDRF
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| RFBase model=RF, Fairness intervention=None2026.04 | -0.1928 | -0.1944 | 0.0083 | |
| RF + Eq.OddsBase model=RF, Fairness intervention=Eq.Odds2026.04 | -0.1928 | -0.1944 | 0.0083 | |
| LRBase model=LR, Fairness intervention=None2026.04 | -0.1868 | -0.1882 | 0.0071 | |
| XGBBase model=XGB, Fairness intervention=None2026.04 | -0.1848 | -0.1865 | 0.0083 | |
| RF + CAFPBase model=RF, Fairness intervention=CAFP2026.04 | -0.1837 | -0.1853 | 0.008 | |
| XGB + CAFPBase model=XGB, Fairness intervention=CAFP2026.04 | -0.1645 | -0.1664 | 0.0096 | |
| LR + CAFPBase model=LR, Fairness intervention=CAFP2026.04 | -0.1157 | -0.1174 | 0.0085 | |
| XGB + Eq.OddsBase model=XGB, Fairness intervention=Eq.Odds2026.04 | -0.106 | -0.1081 | 0.0105 | |
| LR + Eq.OddsBase model=LR, Fairness intervention=Eq.Odds2026.04 | -0.0909 | -0.0928 | 0.0097 | |
| XGB + R. O.Base model=XGB, Fairness intervention=R. O.2026.04 | -0.0487 | -0.0519 | 0.0162 | |
| RF + R. O.Base model=RF, Fairness intervention=R. O.2026.04 | -0.047 | -0.0502 | 0.0161 | |
| LR + R. O.Base model=LR, Fairness intervention=R. O.2026.04 | -0.0461 | -0.0488 | 0.0134 |