Imputation on NHANES categorical variables 30% missingness (strict MAR)
70AccuracyMIWAE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MIWAEmissingness=30%, mechanism=strict MAR2026.01 | 70 | 69.8 | 0.513 | |
| MissForestmissingness=30%, mechanism=strict MAR2026.01 | 69.4 | 69.3 | 0.493 | |
| SNImissingness=30%, mechanism=strict MAR2026.01 | 68.6 | 68.8 | 0.49 | |
| MICEmissingness=30%, mechanism=strict MAR2026.01 | 54.9 | 54.8 | 0.297 | |
| KNNmissingness=30%, mechanism=strict MAR2026.01 | 45.4 | 44.9 | 0.177 | |
| Mean/Modemissingness=30%, mechanism=strict MAR2026.01 | 35.2 | 19.4 | 0 | |
| GAINmissingness=30%, mechanism=strict MAR2026.01 | 34.8 | 28.9 | 0.019 |