Fairness-aware Classification on COMPAS sex (test)
66.98AccuracyBaseline
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| BaselineTest Set Adjustment Necessity=No2025.05 | 66.98 | 8.83 | 15.48 | 12.43 | 4.92 | — | — | |
| CRTest Set Adjustment Necessity=Yes2025.05 | 66.79 | 0.82 | 14.07 | 12.91 | 7.14 | 0.0189 | 0.9174 | |
| RSATest Set Adjustment Necessity=Yes2025.05 | 66.76 | — | 10.75 | 8.42 | 6.35 | — | — | |
| DIRTest Set Adjustment Necessity=Yes2025.05 | 66.44 | 11.5 | 11.55 | 9.52 | 7.47 | 0.0387 | 0.065 | |
| FairSHAPTest Set Adjustment Necessity=No2025.05 | 66.09 | 6.29 | 13.26 | 9.85 | 4.52 | 0.0025 | 0.0113 |