Imputation on ComCri 50% missingness MNAR (test)
0.147NRMSEMIWAE
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MIWAEMissing rate=50%2026.01 | 0.147 | 0.527 | 0.83 | 50.4 | 0.376 | |
| MissForestMissing rate=50%2026.01 | 0.151 | 0.508 | 0.805 | 49.8 | 0.381 | |
| SNI-MMissing rate=50%2026.01 | 0.177 | 0.335 | 0.746 | 51.9 | 0.382 | |
| SNIMissing rate=50%2026.01 | 0.184 | 0.28 | 0.726 | 51.3 | 0.373 | |
| MICEMissing rate=50%2026.01 | 0.232 | -0.129 | 0.531 | 32.7 | 0.127 | |
| Mean/ModeMissing rate=50%2026.01 | 0.244 | -0.26 | 0 | 15 | 0 | |
| GAINMissing rate=50%2026.01 | 0.274 | -0.658 | 0.393 | 18.7 | 0.011 | |
| KNNMissing rate=50%2026.01 | 0.297 | -0.915 | 0.185 | 28.4 | 0.085 |