Imputation on AutoMPG MNAR (50% missingness)
0.139NRMSEMissForest
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MissForestMissing rate=50%2026.01 | 0.139 | 0.526 | 0.791 | 32.5 | 0.246 | |
| MIWAEMissing rate=50%2026.01 | 0.143 | 0.487 | 0.775 | 32 | 0.25 | |
| SNI-MMissing rate=50%2026.01 | 0.15 | 0.496 | 0.774 | 10.9 | -0.005 | |
| SNIMissing rate=50%2026.01 | 0.152 | 0.474 | 0.763 | 8.1 | 0.004 | |
| MICEMissing rate=50%2026.01 | 0.185 | 0.226 | 0.647 | 28.5 | 0.186 | |
| KNNMissing rate=50%2026.01 | 0.211 | 0.147 | 0.658 | 30.7 | 0.211 | |
| Mean/ModeMissing rate=50%2026.01 | 0.264 | -0.234 | 0 | 14.7 | 0 | |
| GAINMissing rate=50%2026.01 | 0.352 | -1.46 | 0.263 | 14.2 | 0.032 |