Feature Selection on AIRQUALITY
100.21FidelitySPVIM-Boot
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| SPVIM-BootModel=XGBoost2025.12 | 100.21 | 12 | 1 | 1 | |
| phi-testModel=XGBoost2025.12 | 99.88 | 5 | 0.93 | 1 | |
| SHAP-TopKModel=XGBoost2025.12 | 99.88 | 5 | 0.88 | 0.67 | |
| StableSHAPModel=XGBoost2025.12 | 99.88 | 5 | 0.78 | 0.43 | |
| SPVIM-BootModel=MLP2025.12 | 98.86 | 12 | 1 | 1 | |
| phi-testModel=MLP2025.12 | 98.62 | 5 | 0.89 | 1 | |
| SHAP-TopKModel=MLP2025.12 | 98.34 | 5 | 0.54 | 0.67 | |
| StableSHAPModel=MLP2025.12 | 96.47 | 5 | 0.37 | 0.43 | |
| SHAP-HTModel=XGBoost2025.12 | 24.57 | 2 | 0.52 | 0 | |
| SHAP-HTModel=MLP2025.12 | 0 | 0 | 0.47 | 0 |