Imputation on NHANES MNAR (50% missingness)
0.138NRMSEMissForest
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MissForestMissing rate=50%2026.01 | 0.138 | -0.062 | 0.499 | 50.9 | 0.307 | |
| MIWAEMissing rate=50%2026.01 | 0.15 | -0.206 | 0.484 | 44.2 | 0.251 | |
| Mean/ModeMissing rate=50%2026.01 | 0.157 | -0.2 | 0 | 22.3 | 0 | |
| SNI-MMissing rate=50%2026.01 | 0.162 | -0.332 | 0.381 | 51.1 | 0.299 | |
| SNIMissing rate=50%2026.01 | 0.166 | -0.379 | 0.363 | 50.5 | 0.283 | |
| KNNMissing rate=50%2026.01 | 0.179 | -0.601 | 0.064 | 24.7 | 0.02 | |
| MICEMissing rate=50%2026.01 | 0.18 | -0.731 | 0.231 | 42.7 | 0.182 | |
| GAINMissing rate=50%2026.01 | 0.224 | -1.763 | 0.109 | 25 | 0.022 |