Imputation on MIMIC 50% MNAR missingness
0.105NRMSEMissForest
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MissForestMissing rate=50%, Missingness mechanism=MNAR2026.01 | 0.105 | 0.507 | 0.77 | 34.2 | 0.528 | |
| MIWAEMissing rate=50%, Missingness mechanism=MNAR2026.01 | 0.113 | 0.429 | 0.754 | 33.7 | 0.559 | |
| KNNMissing rate=50%, Missingness mechanism=MNAR2026.01 | 0.162 | -0.126 | 0.495 | 28.9 | 0.438 | |
| MICEMissing rate=50%, Missingness mechanism=MNAR2026.01 | 0.162 | -0.148 | 0.468 | 20.5 | 0.176 | |
| SNIMissing rate=50%, Missingness mechanism=MNAR2026.01 | 0.166 | -0.166 | 0.456 | 25.6 | 0.169 | |
| SNI-MMissing rate=50%, Missingness mechanism=MNAR2026.01 | 0.166 | -0.178 | 0.469 | 26.5 | 0.174 | |
| Mean/ModeMissing rate=50%, Missingness mechanism=MNAR2026.01 | 0.171 | -0.269 | 0 | 11.4 | 0 | |
| GAINMissing rate=50%, Missingness mechanism=MNAR2026.01 | 0.253 | -2.382 | 0.227 | 10.8 | 0.036 |