Fair-washing on ADULT (10% sample)
0.54Disparate ImpactEntropic_balanced
Evaluation Results
| Method | Links | |
|---|---|---|
| Entropic_balancedOriginal Disparate Impact=0.30, Sample Size (%)=102025.07 | 0.54 | |
| MW(X, S, Y^)Original Disparate Impact=0.30, Sample Size (%)=102025.07 | 0.54 | |
| Entropic_proportionalOriginal Disparate Impact=0.30, Sample Size (%)=102025.07 | 0.52 | |
| Replace(S, Y^)Original Disparate Impact=0.30, Sample Size (%)=102025.07 | 0.5 | |
| Grad_proportional_1D-transportOriginal Disparate Impact=0.30, Sample Size (%)=102025.07 | 0.49 | |
| Grad_proportionalOriginal Disparate Impact=0.30, Sample Size (%)=102025.07 | 0.47 | |
| Grad_balanced_1D-transportOriginal Disparate Impact=0.30, Sample Size (%)=102025.07 | 0.44 | |
| Grad_balancedOriginal Disparate Impact=0.30, Sample Size (%)=102025.07 | 0.43 |