Imputation on AutoMPG MNAR (30% missingness)
0.098NRMSEMIWAE
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MIWAEMissing rate=30%2026.01 | 0.098 | 0.769 | 0.857 | 34.8 | 0.285 | |
| MissForestMissing rate=30%2026.01 | 0.099 | 0.742 | 0.852 | 37.3 | 0.291 | |
| SNI-MMissing rate=30%2026.01 | 0.109 | 0.736 | 0.852 | 29.5 | 0.212 | |
| SNIMissing rate=30%2026.01 | 0.111 | 0.732 | 0.85 | 31.5 | 0.243 | |
| KNNMissing rate=30%2026.01 | 0.139 | 0.611 | 0.777 | 32.4 | 0.237 | |
| MICEMissing rate=30%2026.01 | 0.141 | 0.551 | 0.779 | 29.1 | 0.184 | |
| Mean/ModeMissing rate=30%2026.01 | 0.261 | -0.167 | 0 | 14.7 | 0 | |
| GAINMissing rate=30%2026.01 | 0.295 | -0.753 | 0.464 | 20.2 | 0.082 |