HbA1c Imputation on MIMIC-IV (test)
0.9715MAESafeImpute
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SafeImputeTarget FDR level alpha=0.35, threshold delta=1.02026.07 | 0.9715 | 1.382 | 65.55 | |
| DIFFIMPUTERCategory=Deep Learning2026.07 | 0.9791 | 1.2305 | 64 | |
| MissforestCategory=Statistical2026.07 | 0.9864 | 1.3351 | 61.85 | |
| HyperimputeCategory=Statistical2026.07 | 0.9872 | 1.3693 | 61.85 | |
| LSTMCategory=Sequential2026.07 | 0.9934 | 1.4242 | 62.93 | |
| MICECategory=Statistical2026.07 | 0.996 | 1.3906 | 63.46 | |
| GRAPECategory=Deep Learning2026.07 | 1.0057 | 1.645 | 64.87 | |
| MIWAECategory=Deep Learning2026.07 | 1.0124 | 1.4118 | 62.32 | |
| GAINCategory=Deep Learning2026.07 | 1.0148 | 1.4378 | 62.75 | |
| TDMCategory=Deep Learning2026.07 | 1.1313 | 1.4749 | 51.43 | |
| MeanCategory=Statistical2026.07 | 1.1601 | 1.4991 | 50.44 | |
| TRANSCategory=Sequential2026.07 | 1.1627 | 1.9186 | 60.52 | |
| RemaskerCategory=Deep Learning2026.07 | 1.2324 | 1.526 | 44.31 | |
| KNNCategory=Statistical, k=102026.07 | 1.2962 | 1.6638 | 45.57 |