Fair-washing on TRA (10% sample)
0.85Disparate ImpactMW(X, S, Y^)
Evaluation Results
| Method | Links | |
|---|---|---|
| MW(X, S, Y^)Original Disparate Impact=0.69, Sample Size (%)=102025.07 | 0.85 | |
| Entropic_proportionalOriginal Disparate Impact=0.69, Sample Size (%)=102025.07 | 0.84 | |
| Entropic_balancedOriginal Disparate Impact=0.69, Sample Size (%)=102025.07 | 0.83 | |
| Replace(S, Y^)Original Disparate Impact=0.69, Sample Size (%)=102025.07 | 0.8 | |
| Grad_balancedOriginal Disparate Impact=0.69, Sample Size (%)=102025.07 | 0.79 | |
| Grad_proportional_1D-transportOriginal Disparate Impact=0.69, Sample Size (%)=102025.07 | 0.77 | |
| Grad_balanced_1D-transportOriginal Disparate Impact=0.69, Sample Size (%)=102025.07 | 0.73 | |
| Grad_proportionalOriginal Disparate Impact=0.69, Sample Size (%)=102025.07 | 0.72 |