Imputation on MIMIC MCAR, 30% missingness
0.043NRMSEMIWAE
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MIWAEMechanism=MCAR, Missingness rate=30%2026.01 | 0.043 | 0.882 | 0.922 | 46.6 | 0.726 | |
| MissForestMechanism=MCAR, Missingness rate=30%2026.01 | 0.047 | 0.87 | 0.918 | 52.9 | 0.775 | |
| SNIMechanism=MCAR, Missingness rate=30%2026.01 | 0.06 | 0.806 | 0.882 | 30 | 0.219 | |
| KNNMechanism=MCAR, Missingness rate=30%2026.01 | 0.075 | 0.724 | 0.846 | 43.4 | 0.645 | |
| MICEMechanism=MCAR, Missingness rate=30%2026.01 | 0.096 | 0.476 | 0.723 | 33.3 | 0.425 | |
| Mean/ModeMechanism=MCAR, Missingness rate=30%2026.01 | 0.149 | -0.002 | 0 | 9.5 | 0 | |
| GAINMechanism=MCAR, Missingness rate=30%2026.01 | 0.165 | -0.531 | 0.508 | 13.6 | 0.04 |