Imputation on NHANES 30% missingness MCAR
0.087NRMSEMIWAE
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MIWAEMechanism=MCAR, Missingness percentage=30%2026.01 | 0.087 | 0.527 | 0.726 | 72.9 | 55.8 | |
| MissForestMechanism=MCAR, Missingness percentage=30%2026.01 | 0.089 | 0.509 | 0.714 | 72.9 | 54.8 | |
| SNIMechanism=MCAR, Missingness percentage=30%2026.01 | 0.094 | 0.466 | 0.694 | 71.7 | 53.7 | |
| KNNMechanism=MCAR, Missingness percentage=30%2026.01 | 0.119 | 0.195 | 0.496 | 50.4 | 24.8 | |
| MICEMechanism=MCAR, Missingness percentage=30%2026.01 | 0.129 | -0.033 | 0.483 | 57.6 | 33.7 | |
| Mean/ModeMechanism=MCAR, Missingness percentage=30%2026.01 | 0.141 | -0.001 | 0 | 19.4 | 0 | |
| GAINMechanism=MCAR, Missingness percentage=30%2026.01 | 0.202 | -1.797 | 0.264 | 28.7 | 2.7 |