Prediction under missing values on LIFE (test)
99AUROCLR
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LRImputation=MICE2025.05 | 99 | 54.9 | |
| LRImputation method=zero imputation2025.05 | 98.7 | 63.4 | |
| NEUMISSImputation method=zero imputation2025.05 | 98.6 | 84.1 | |
| NEUMISSImputation=MICE2025.05 | 98.6 | 84.1 | |
| M-GAM (IND)Imputation method=zero imputation2025.05 | 98.2 | 49.4 | |
| XGBOOSTImputation method=zero imputation2025.05 | 98.2 | 56.1 | |
| M-GAM (IND)Imputation=MICE2025.05 | 98.2 | 49.4 | |
| XGBOOSTImputation=MICE2025.05 | 98.2 | 56.1 | |
| M-GAM (INT)Imputation method=zero imputation2025.05 | 98.1 | 51.7 | |
| M-GAM (INT)Imputation=MICE2025.05 | 98.1 | 51.7 | |
| MA-LASSOImputation=MICE2025.05 | 98 | 19.5 | |
| RFImputation=MICE2025.05 | 97.9 | 83.6 | |
| RFImputation method=zero imputation2025.05 | 97.8 | 82.8 | |
| MA-LASSOImputation method=zero imputation2025.05 | 97.7 | 21 | |
| MA-RFImputation=MICE2025.05 | 97.5 | 24.6 | |
| MA-RFImputation method=zero imputation2025.05 | 97.2 | 24.2 | |
| MA-GBTImputation=MICE2025.05 | 96.7 | 18 | |
| MINTYImputation method=zero imputation2025.05 | 96.2 | 21.9 | |
| MINTYImputation=MICE2025.05 | 96.2 | 21.9 | |
| MA-GBTImputation method=zero imputation2025.05 | 95.9 | 16.5 | |
| DTImputation method=zero imputation2025.05 | 92.2 | 18.3 | |
| MA-DTImputation=MICE2025.05 | 91.2 | 10.5 | |
| DTImputation=MICE2025.05 | 91 | 15.8 | |
| MA-DTImputation method=zero imputation2025.05 | 89.7 | 12.3 |