Imputation on NHANES 30% missingness MAR
0.088NRMSEMIWAE
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MIWAEMechanism=MAR, Missingness percentage=30%2026.01 | 0.088 | 0.506 | 0.703 | 69.8 | 0.513 | |
| MissForestMechanism=MAR, Missingness percentage=30%2026.01 | 0.092 | 0.485 | 0.687 | 69.3 | 0.493 | |
| SNIMechanism=MAR, Missingness percentage=30%2026.01 | 0.094 | 0.453 | 0.675 | 68.8 | 0.49 | |
| KNNMechanism=MAR, Missingness percentage=30%2026.01 | 0.128 | 0.077 | 0.379 | 44.9 | 0.177 | |
| MICEMechanism=MAR, Missingness percentage=30%2026.01 | 0.134 | -0.113 | 0.443 | 54.8 | 0.297 | |
| Mean/ModeMechanism=MAR, Missingness percentage=30%2026.01 | 0.14 | -0.001 | 0 | 19.4 | 0 | |
| GAINMechanism=MAR, Missingness percentage=30%2026.01 | 0.203 | -1.881 | 0.213 | 28.9 | 0.019 |