Imputation on NHANES MNAR (10% missingness)
0.079NRMSEMIWAE
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MIWAEMissing rate=10%2026.01 | 0.079 | 0.553 | 0.768 | 78.5 | 63.4 | |
| MissForestMissing rate=10%2026.01 | 0.08 | 0.539 | 0.764 | 82.1 | 67.4 | |
| SNIMissing rate=10%2026.01 | 0.082 | 0.529 | 0.75 | 80 | 65.8 | |
| SNI-MMissing rate=10%2026.01 | 0.082 | 0.528 | 0.746 | 79 | 64.3 | |
| KNNMissing rate=10%2026.01 | 0.107 | 0.284 | 0.64 | 68.5 | 49.4 | |
| MICEMissing rate=10%2026.01 | 0.123 | -0.165 | 0.555 | 61.1 | 40.7 | |
| Mean/ModeMissing rate=10%2026.01 | 0.155 | -0.224 | 0 | 22.1 | 0 | |
| GAINMissing rate=10%2026.01 | 0.16 | -0.65 | 0.385 | 24.1 | 3 |