Fair Classification on COMPAS (test)
62AccuracyFR-Train
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| FR-TrainNoise Type=Label Flipping, Noise Ratio=10%, Optimization Target=EO Disp.2021.10 | 62 | 0.074 | — | |
| FR-TrainNoise Type=Group-Targeted Label Flipping, Noise Ratio=10%, Optimization Target=EO Disp.2021.10 | 61.1 | 0.081 | — | |
| FR-TrainNoise Type=Label Flipping, Noise Ratio=10%, Optimization Target=DP Disp.2021.10 | 60.7 | — | 0.05 | |
| FR-TrainNoise Type=Group-Targeted Label Flipping, Noise Ratio=10%, Optimization Target=DP Disp.2021.10 | 59.7 | — | 0.045 | |
| sample selection-based algorithmNoise Type=Group-Targeted Label Flipping, Noise Ratio=10%, Optimization Target=EO Disp.2021.10 | 54.5 | 0.084 | — | |
| sample selection-based algorithmNoise Type=Label Flipping, Noise Ratio=10%, Optimization Target=DP Disp.2021.10 | 54.4 | — | 0.025 | |
| ITLMNoise Type=Group-Targeted Label Flipping, Noise Ratio=10%, Optimization Target=EO Disp.2021.10 | 53.9 | 0.573 | — | |
| ITLMNoise Type=Group-Targeted Label Flipping, Noise Ratio=10%, Optimization Target=DP Disp.2021.10 | 53.9 | — | 0.547 | |
| ITLM→FBNoise Type=Group-Targeted Label Flipping, Noise Ratio=10%, Optimization Target=EO Disp.2021.10 | 53.8 | 0.315 | — | |
| ITLMNoise Type=Label Flipping, Noise Ratio=10%, Optimization Target=EO Disp.2021.10 | 53.6 | 0.145 | — | |
| ITLMNoise Type=Label Flipping, Noise Ratio=10%, Optimization Target=DP Disp.2021.10 | 53.6 | — | 0.094 | |
| ITLM→PenaltyNoise Type=Label Flipping, Noise Ratio=10%, Optimization Target=DP Disp.2021.10 | 52.5 | — | 0.059 | |
| FBNoise Type=Group-Targeted Label Flipping, Noise Ratio=10%, Optimization Target=EO Disp.2021.10 | 52.5 | 0.093 | — | |
| ITLM→FBNoise Type=Label Flipping, Noise Ratio=10%, Optimization Target=DP Disp.2021.10 | 52.3 | — | 0.039 | |
| ITLM→PenaltyNoise Type=Label Flipping, Noise Ratio=10%, Optimization Target=EO Disp.2021.10 | 52.3 | 0.074 | — | |
| sample selection-based algorithmNoise Type=Label Flipping, Noise Ratio=10%, Optimization Target=EO Disp.2021.10 | 52.1 | 0.044 | — | |
| sample selection-based algorithmNoise Type=Group-Targeted Label Flipping, Noise Ratio=10%, Optimization Target=DP Disp.2021.10 | 52.1 | — | 0.024 | |
| ITLM→FBNoise Type=Label Flipping, Noise Ratio=10%, Optimization Target=EO Disp.2021.10 | 52 | 0.064 | — | |
| ITLM→FBNoise Type=Group-Targeted Label Flipping, Noise Ratio=10%, Optimization Target=DP Disp.2021.10 | 52 | — | 0.13 | |
| ITLM→PenaltyNoise Type=Group-Targeted Label Flipping, Noise Ratio=10%, Optimization Target=EO Disp.2021.10 | 51.7 | 0.436 | — | |
| ITLM→PenaltyNoise Type=Group-Targeted Label Flipping, Noise Ratio=10%, Optimization Target=DP Disp.2021.10 | 51.4 | — | 0.094 | |
| LRNoise Type=Group-Targeted Label Flipping, Noise Ratio=10%, Optimization Target=EO Disp.2021.10 | 51.3 | 0.668 | — | |
| LRNoise Type=Group-Targeted Label Flipping, Noise Ratio=10%, Optimization Target=DP Disp.2021.10 | 51.3 | — | 0.648 | |
| FBNoise Type=Label Flipping, Noise Ratio=10%, Optimization Target=EO Disp.2021.10 | 50.9 | 0.083 | — | |
| FBNoise Type=Group-Targeted Label Flipping, Noise Ratio=10%, Optimization Target=DP Disp.2021.10 | 50.7 | — | 0.059 | |
| LRNoise Type=Label Flipping, Noise Ratio=10%, Optimization Target=EO Disp.2021.10 | 50.3 | 0.123 | — | |
| LRNoise Type=Label Flipping, Noise Ratio=10%, Optimization Target=DP Disp.2021.10 | 50.3 | — | 0.093 | |
| FBNoise Type=Label Flipping, Noise Ratio=10%, Optimization Target=DP Disp.2021.10 | 50.3 | — | 0.046 |