Prediction under missing values on NHANES (test)
85.5AUROCNEUMISS
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| NEUMISSImputation method=zero imputation2025.05 | 85.5 | 100 | |
| LRImputation method=zero imputation2025.05 | 85.1 | 100 | |
| XGBOOSTImputation method=zero imputation2025.05 | 84.8 | 95.7 | |
| MA-LASSOImputation method=zero imputation2025.05 | 84.5 | 0.4 | |
| M-GAM (INT)Imputation method=zero imputation2025.05 | 84.1 | 26.4 | |
| M-GAM (IND)Imputation method=zero imputation2025.05 | 84 | 28.2 | |
| MA-RFImputation method=zero imputation2025.05 | 84 | 0.2 | |
| MA-GBTImputation method=zero imputation2025.05 | 83.2 | 0.3 | |
| MA-DTImputation method=zero imputation2025.05 | 82.4 | 0 | |
| DTImputation method=zero imputation2025.05 | 82.3 | 0.1 | |
| MINTYImputation method=zero imputation2025.05 | 81.9 | 0.3 | |
| RFImputation method=zero imputation2025.05 | 81.6 | 100 |