Classification on Adult Income 1996 (train and test)
1Demographic ParityR2B
Evaluation results
| Method | Links | ||
|---|---|---|---|
| R2Bp=0.5, Learner=RF, Bias in Data=48.02022.05 | 1 | 34 | |
| R2Bp=0.5, Learner=KNN, Bias in Data=48.02022.05 | 1.1 | 31.1 | |
| DPRp=0.0, Learner=RF, Bias in Data=5.02022.05 | 1.5 | 41 | |
| OSTp=0.5, Learner=RF, Bias in Data=48.02022.05 | 1.7 | 34.1 | |
| R2Bp=0.0, Learner=KNN, Bias in Data=5.02022.05 | 2.1 | 35.5 | |
| R2B0p=0.5, Learner=RF, Bias in Data=48.02022.05 | 2.1 | 34 | |
| R2Bp=0.0, Learner=RF, Bias in Data=5.02022.05 | 2.2 | 42.5 | |
| HTOp=0.5, Learner=RF, Bias in Data=48.02022.05 | 2.2 | 33.9 | |
| R2B0p=0.0, Learner=RF, Bias in Data=5.02022.05 | 2.8 | 42.5 | |
| HTOp=0.0, Learner=RF, Bias in Data=5.02022.05 | 2.9 | 42.6 | |
| OSTp=0.5, Learner=KNN, Bias in Data=48.02022.05 | 2.9 | 30.2 | |
| DPRp=0.0, Learner=KNN, Bias in Data=5.02022.05 | 3 | 33.4 | |
| R2B0p=0.0, Learner=KNN, Bias in Data=5.02022.05 | 3.1 | 35.2 | |
| HTOp=0.0, Learner=KNN, Bias in Data=5.02022.05 | 3.2 | 35.2 | |
| R2B0p=0.5, Learner=KNN, Bias in Data=48.02022.05 | 3.3 | 29.6 | |
| HTOp=0.5, Learner=KNN, Bias in Data=48.02022.05 | 3.4 | 29.4 | |
| OSTp=0.0, Learner=RF, Bias in Data=5.02022.05 | 3.7 | 42.6 | |
| BLp=0.0, Learner=RF, Bias in Data=5.02022.05 | 3.8 | 42.6 | |
| OSTp=0.0, Learner=KNN, Bias in Data=5.02022.05 | 4.5 | 35.3 | |
| BLp=0.0, Learner=KNN, Bias in Data=5.02022.05 | 4.7 | 35.5 | |
| DPRp=0.5, Learner=RF, Bias in Data=48.02022.05 | 9.5 | 39 | |
| BLp=0.5, Learner=RF, Bias in Data=48.02022.05 | 22.8 | 42 | |
| DPRp=0.5, Learner=KNN, Bias in Data=48.02022.05 | 23.3 | 34.3 | |
| BLp=0.5, Learner=KNN, Bias in Data=48.02022.05 | 26.5 | 34.9 |