Performance Difference Estimation on Adult Subgroup #4, 1%
0.76Mean Performance Difference3S
Evaluation results
| Method | Links | ||
|---|---|---|---|
| 3SModel=GBDT2023.10 | 0.76 | 1.31 | |
| 3S+Model=GBDT2023.10 | 0.76 | 1.34 | |
| 3S+Model=SVM2023.10 | 0.97 | 1.44 | |
| 3SModel=SVM2023.10 | 1.08 | 1.51 | |
| 3S+Model=AdaBoost2023.10 | 1.16 | 1.97 | |
| 3SModel=AdaBoost2023.10 | 1.24 | 1.99 | |
| 3S+Model=LR2023.10 | 1.62 | 2.55 | |
| 3SModel=LR2023.10 | 1.69 | 2.57 | |
| 3S+Model=MLP2023.10 | 2.49 | 3.36 | |
| 3SModel=MLP2023.10 | 2.57 | 3.37 | |
| 3SModel=RF2023.10 | 4.54 | 4.89 | |
| 3S+Model=RF2023.10 | 4.54 | 4.96 | |
| D_{test, f}Model=Bagging2023.10 | 6.16 | 11.21 | |
| D_{test, f}Model=GBDT2023.10 | 6.51 | 14.53 | |
| 3S+Model=Bagging2023.10 | 7 | 7.48 | |
| 3SModel=Bagging2023.10 | 7.01 | 7.46 | |
| D_{test, f}Model=RF2023.10 | 7.1 | 13.23 | |
| D_{test, f}Model=LR2023.10 | 7.16 | 13.48 | |
| D_{test, f}Model=MLP2023.10 | 7.44 | 12.42 | |
| D_{test, f}Model=AdaBoost2023.10 | 8.66 | 19.89 | |
| D_{test, f}Model=SVM2023.10 | 11.62 | 16.01 |