Fairness-aware Classification on Census Income KDD sex (test)
93.81AccuracyFairSHAP
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| FairSHAPTest Set Adjustment Necessity=No2025.05 | 93.81 | 7.32 | 0.08 | 0.06 | 7.94 | 0 | 0.0003 | |
| RSATest Set Adjustment Necessity=Yes2025.05 | 93.8 | — | 0.08 | 0.08 | 7.96 | — | — | |
| BaselineTest Set Adjustment Necessity=No2025.05 | 93.77 | 7.67 | 0.12 | 0.12 | 7.96 | — | — | |
| CRTest Set Adjustment Necessity=Yes2025.05 | 93.77 | 0 | 0.13 | 0.13 | 7.96 | 0.0007 | 0.979 | |
| DIRTest Set Adjustment Necessity=Yes2025.05 | 93.77 | 7.66 | 0.12 | 0.13 | 7.97 | 0.0001 | 0.0013 |