Imputation on NHANES MNAR (30% missingness)
0.11NRMSEMissForest
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MissForestMissing rate=30%2026.01 | 0.11 | 0.294 | 0.655 | 66.3 | 46.6 | |
| MIWAEMissing rate=30%2026.01 | 0.111 | 0.293 | 0.665 | 68.2 | 49.9 | |
| SNIMissing rate=30%2026.01 | 0.12 | 0.208 | 0.612 | 69 | 51.3 | |
| SNI-MMissing rate=30%2026.01 | 0.12 | 0.204 | 0.615 | 67.5 | 49.1 | |
| KNNMissing rate=30%2026.01 | 0.144 | -0.094 | 0.373 | 46.1 | 19.9 | |
| MICEMissing rate=30%2026.01 | 0.15 | -0.327 | 0.408 | 54 | 30.9 | |
| Mean/ModeMissing rate=30%2026.01 | 0.159 | -0.199 | 0 | 22.3 | 0 | |
| GAINMissing rate=30%2026.01 | 0.211 | -1.406 | 0.217 | 23.9 | 2.4 |