Imputation on MIMIC 30% MNAR missingness
0.057NRMSEMIWAE
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MIWAEMissing rate=30%, Missingness mechanism=MNAR2026.01 | 0.057 | 0.82 | 0.903 | 45.3 | 0.695 | |
| MissForestMissing rate=30%, Missingness mechanism=MNAR2026.01 | 0.062 | 0.806 | 0.896 | 50.3 | 0.734 | |
| KNNMissing rate=30%, Missingness mechanism=MNAR2026.01 | 0.092 | 0.611 | 0.809 | 42.5 | 0.669 | |
| SNIMissing rate=30%, Missingness mechanism=MNAR2026.01 | 0.095 | 0.596 | 0.792 | 30.8 | 0.225 | |
| SNI-MMissing rate=30%, Missingness mechanism=MNAR2026.01 | 0.098 | 0.569 | 0.782 | 30.4 | 0.222 | |
| MICEMissing rate=30%, Missingness mechanism=MNAR2026.01 | 0.119 | 0.34 | 0.683 | 30.3 | 0.35 | |
| Mean/ModeMissing rate=30%, Missingness mechanism=MNAR2026.01 | 0.169 | -0.222 | 0 | 11.4 | 0 | |
| GAINMissing rate=30%, Missingness mechanism=MNAR2026.01 | 0.178 | -0.539 | 0.51 | 15.2 | 0.059 |