Imputation on MIMIC 10% MNAR missingness
0.037NRMSEMIWAE
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MIWAEMissing rate=10%, Missingness mechanism=MNAR2026.01 | 0.037 | 0.901 | 0.946 | 49.6 | 0.767 | |
| MissForestMissing rate=10%, Missingness mechanism=MNAR2026.01 | 0.038 | 0.908 | 0.949 | 53.4 | 0.829 | |
| KNNMissing rate=10%, Missingness mechanism=MNAR2026.01 | 0.042 | 0.892 | 0.941 | 49.1 | 0.794 | |
| SNIMissing rate=10%, Missingness mechanism=MNAR2026.01 | 0.051 | 0.843 | 0.912 | 35.2 | 0.251 | |
| SNI-MMissing rate=10%, Missingness mechanism=MNAR2026.01 | 0.053 | 0.838 | 0.907 | 34.1 | 0.246 | |
| MICEMissing rate=10%, Missingness mechanism=MNAR2026.01 | 0.086 | 0.551 | 0.779 | 34.4 | 0.453 | |
| GAINMissing rate=10%, Missingness mechanism=MNAR2026.01 | 0.152 | -0.125 | 0.617 | 17.9 | 0.095 | |
| Mean/ModeMissing rate=10%, Missingness mechanism=MNAR2026.01 | 0.166 | -0.207 | 0 | 10.9 | 0 |