Continuous Variable Imputation on MIMIC-IV ICU MAR 30% missingness
0.042NRMSEMIWAE
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MIWAEMissing mechanism=MAR, Missingness rate=30%2026.01 | 0.042 | 1.691 | 0.126 | 0.856 | 0.879 | |
| MissForestMissing mechanism=MAR, Missingness rate=30%2026.01 | 0.045 | 1.633 | 0.036 | 0.851 | 0.88 | |
| SNIMissing mechanism=MAR, Missingness rate=30%2026.01 | 0.056 | 2.082 | 0.247 | 0.773 | 0.825 | |
| KNNMissing mechanism=MAR, Missingness rate=30%2026.01 | 0.085 | 3.517 | -0.018 | 0.537 | 0.714 | |
| MICEMissing mechanism=MAR, Missingness rate=30%2026.01 | 0.095 | 3.569 | -0.045 | 0.312 | 0.649 | |
| Mean/ModeMissing mechanism=MAR, Missingness rate=30%2026.01 | 0.129 | 6.722 | 0.975 | -0.027 | 0 | |
| GAINMissing mechanism=MAR, Missingness rate=30%2026.01 | 0.187 | 10.188 | -0.598 | -1.547 | 0.35 |