Fair-washing on ADULT (20% sample)
0.42Disparate ImpactEntropic_balanced
Evaluation Results
| Method | Links | |
|---|---|---|
| Entropic_balancedOriginal Disparate Impact=0.30, Sample Size (%)=202025.07 | 0.42 | |
| MW(X, S, Y^)Original Disparate Impact=0.30, Sample Size (%)=202025.07 | 0.42 | |
| Replace(S, Y^)Original Disparate Impact=0.30, Sample Size (%)=202025.07 | 0.41 | |
| Entropic_proportionalOriginal Disparate Impact=0.30, Sample Size (%)=202025.07 | 0.41 | |
| Grad_balancedOriginal Disparate Impact=0.30, Sample Size (%)=202025.07 | 0.4 | |
| Grad_proportionalOriginal Disparate Impact=0.30, Sample Size (%)=202025.07 | 0.39 | |
| Grad_balanced_1D-transportOriginal Disparate Impact=0.30, Sample Size (%)=202025.07 | 0.39 | |
| Grad_proportional_1D-transportOriginal Disparate Impact=0.30, Sample Size (%)=202025.07 | 0.38 |