Imputation on AutoMPG MNAR 10% missingness
0.064NRMSEMIWAE
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MIWAEMissing rate=10%2026.01 | 0.064 | 0.886 | 0.902 | 49.1 | 0.417 | |
| MissForestMissing rate=10%2026.01 | 0.071 | 0.864 | 0.878 | 51.5 | 0.434 | |
| SNIMissing rate=10%2026.01 | 0.077 | 0.852 | 0.882 | 35.2 | 0.288 | |
| SNI-MMissing rate=10%2026.01 | 0.082 | 0.83 | 0.873 | 35.3 | 0.284 | |
| KNNMissing rate=10%2026.01 | 0.09 | 0.799 | 0.846 | 44.2 | 0.398 | |
| MICEMissing rate=10%2026.01 | 0.111 | 0.655 | 0.814 | 34.1 | 0.25 | |
| GAINMissing rate=10%2026.01 | 0.231 | -0.195 | 0.625 | 14.7 | 0.001 | |
| Mean/ModeMissing rate=10%2026.01 | 0.262 | -0.183 | 0 | 13.5 | 0 |