Regression on Synthetic MCAR, NN signal (Average Computational Time)
0.144Average Computational Time (s)CART MIA
Evaluation results
| Method | Links | |
|---|---|---|
| CART MIA2024.02 | 0.144 | |
| CART MIA2024.02 | 0.18 | |
| mice Impute-then-RegressSelection=best2024.02 | 11.716 | |
| Mean Impute-then-RegressSelection=best2024.02 | 16.037 | |
| mice Impute-then-RegressSelection=best2024.02 | 19.695 | |
| RF MIA2024.02 | 29.105 | |
| Mean Impute-then-RegressSelection=best2024.02 | 29.977 | |
| RF MIA2024.02 | 31.612 | |
| Joint Impute-then-RegressSelection=best2024.02 | 35.459 | |
| Adaptive LRSelection=best2024.02 | 35.665 | |
| Adaptive LRSelection=best2024.02 | 75.185 | |
| XGBoost2024.02 | 81.959 | |
| XGBoost2024.02 | 89.378 | |
| Joint Impute-then-RegressSelection=best2024.02 | 130.274 |