Categorical variable imputation on MIMIC-IV ICU (test)
83.6AccuracyMissForest
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| MissForestmissingness_mechanism=MAR, missingness_rate=30%2026.01 | 83.6 | 53.9 | 0.723 | |
| MIWAEmissingness_mechanism=MAR, missingness_rate=30%2026.01 | 82 | 50.5 | 0.698 | |
| KNNmissingness_mechanism=MAR, missingness_rate=30%2026.01 | 75.5 | 40.9 | 0.582 | |
| MICEmissingness_mechanism=MAR, missingness_rate=30%2026.01 | 59.8 | 31.7 | 0.348 | |
| Mean/Modemissingness_mechanism=MAR, missingness_rate=30%2026.01 | 50.6 | 10 | 0 | |
| SNImissingness_mechanism=MAR, missingness_rate=30%2026.01 | 31.7 | 30.1 | 0.204 | |
| GAINmissingness_mechanism=MAR, missingness_rate=30%2026.01 | 29.3 | 12.7 | 0.046 |