Fairness-aware Classification on DefaultCredit sex (test)
81.45AccuracyFairSHAP
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| FairSHAPTest Set Adjustment Necessity=No2025.05 | 81.45 | 2.14 | 3.06 | 2.16 | 2.89 | 0.0001 | 0.0004 | |
| RSATest Set Adjustment Necessity=Yes2025.05 | 81.44 | — | 2.59 | 2.44 | 1.54 | — | — | |
| CRTest Set Adjustment Necessity=Yes2025.05 | 81.44 | 0.03 | 3.39 | 4.19 | 3.63 | 0.0051 | 0.9844 | |
| BaselineTest Set Adjustment Necessity=No2025.05 | 81.41 | 2.26 | 3.35 | 3.48 | 2.69 | — | — | |
| DIRTest Set Adjustment Necessity=Yes2025.05 | 81.38 | 2.24 | 3.08 | 3.34 | 2.55 | 0.0023 | 0.0741 |