Performance Difference Estimation on Adult Subgroup #2, 9%
2.31Mean Performance DiffD_{test, f}
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| D_{test, f}Model=AdaBoost2023.10 | 2.31 | 5.15 | |
| D_{test, f}Model=MLP2023.10 | 2.45 | 4.41 | |
| D_{test, f}Model=GBDT2023.10 | 2.56 | 4.49 | |
| D_{test, f}Model=LR2023.10 | 3.33 | 4.57 | |
| 3S+Model=GBDT2023.10 | 3.37 | 4.02 | |
| 3SModel=GBDT2023.10 | 3.44 | 3.98 | |
| D_{test, f}Model=SVM2023.10 | 3.63 | 5.63 | |
| 3S+Model=AdaBoost2023.10 | 3.76 | 4.31 | |
| 3S+Model=LR2023.10 | 3.9 | 4.52 | |
| 3SModel=AdaBoost2023.10 | 3.91 | 4.24 | |
| 3SModel=LR2023.10 | 4.11 | 4.52 | |
| 3S+Model=MLP2023.10 | 4.13 | 4.87 | |
| 3SModel=RF2023.10 | 4.16 | 4.44 | |
| 3S+Model=RF2023.10 | 4.29 | 4.82 | |
| 3SModel=MLP2023.10 | 4.32 | 4.91 | |
| 3SModel=Bagging2023.10 | 4.89 | 5.97 | |
| 3S+Model=Bagging2023.10 | 5.06 | 5.54 | |
| 3S+Model=SVM2023.10 | 5.31 | 5.81 | |
| 3SModel=SVM2023.10 | 5.62 | 5.83 | |
| D_{test, f}Model=RF2023.10 | 5.85 | 8.94 | |
| D_{test, f}Model=Bagging2023.10 | 7.65 | 10.69 |