Imputation on MIMIC MAR 30% missingness
0.042NRMSEMIWAE
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MIWAEMechanism=MAR, Missingness rate=30%2026.01 | 0.042 | 0.856 | 0.879 | 50.5 | 0.698 | |
| MissForestMechanism=MAR, Missingness rate=30%2026.01 | 0.045 | 0.851 | 0.88 | 53.9 | 0.723 | |
| SNIMechanism=MAR, Missingness rate=30%2026.01 | 0.056 | 0.773 | 0.825 | 30.1 | 0.204 | |
| KNNMechanism=MAR, Missingness rate=30%2026.01 | 0.085 | 0.537 | 0.714 | 40.9 | 0.582 | |
| MICEMechanism=MAR, Missingness rate=30%2026.01 | 0.095 | 0.312 | 0.649 | 31.7 | 0.348 | |
| Mean/ModeMechanism=MAR, Missingness rate=30%2026.01 | 0.129 | -0.027 | 0 | 10 | 0 | |
| GAINMechanism=MAR, Missingness rate=30%2026.01 | 0.187 | -1.547 | 0.35 | 12.7 | 0.046 |