Fair Classification on Group-Targeted Label Flipping synthetic (test)
0.726AccuracyOurs
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| OursOptimization Target=Equalized Odds2021.10 | 0.726 | 0.04 | — | |
| OursOptimization Target=Demographic Parity2021.10 | 0.72 | — | 0.039 | |
| ITLM→FBOptimization Target=Equalized Odds2021.10 | 0.707 | 0.108 | — | |
| ITLM→PenaltyOptimization Target=Equalized Odds2021.10 | 0.706 | 0.08 | — | |
| ITLM→FBOptimization Target=Demographic Parity2021.10 | 0.704 | — | 0.067 | |
| (ITLM+Penalty)→FBOptimization Target=Equalized Odds2021.10 | 0.702 | 0.125 | — | |
| (ITLM+Penalty)→PenaltyOptimization Target=Equalized Odds2021.10 | 0.7 | 0.182 | — | |
| (ITLM+Penalty)→PenaltyOptimization Target=Demographic Parity2021.10 | 0.695 | — | 0.058 | |
| ITLM→PenaltyOptimization Target=Demographic Parity2021.10 | 0.688 | — | 0.044 | |
| (ITLM+Penalty)→FBOptimization Target=Demographic Parity2021.10 | 0.688 | — | 0.049 | |
| LROptimization Target=Equalized Odds2021.10 | 0.6 | 0.405 | — | |
| LROptimization Target=Demographic Parity2021.10 | 0.6 | — | 0.3 |