HbA1c Imputation on MIMIC-III (test)
0.9662MAESafeImpute
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| SafeImputeTarget FDR level alpha=0.35, threshold delta=1.02026.07 | 0.9662 | 1.2351 | 63.33 | |
| GRAPECategory=Deep Learning2026.07 | 0.9724 | 1.2526 | 63.33 | |
| HyperimputeCategory=Statistical2026.07 | 0.9844 | 1.2409 | 57.58 | |
| TDMCategory=Deep Learning2026.07 | 0.9934 | 1.2543 | 60.91 | |
| MICECategory=Statistical2026.07 | 1.0382 | 1.2747 | 53.94 | |
| GAINCategory=Deep Learning2026.07 | 1.0613 | 1.351 | 53.94 | |
| DIFFIMPUTERCategory=Deep Learning2026.07 | 1.0771 | 1.3122 | 52.12 | |
| RemaskerCategory=Deep Learning2026.07 | 1.1112 | 1.3463 | 50.61 | |
| MissforestCategory=Statistical2026.07 | 1.1409 | 1.3614 | 46.97 | |
| LSTMCategory=Sequential2026.07 | 1.1633 | 1.4025 | 44.55 | |
| MIWAECategory=Deep Learning2026.07 | 1.1782 | 1.5031 | 51.82 | |
| MeanCategory=Statistical2026.07 | 1.2528 | 1.4844 | 39.7 | |
| KNNCategory=Statistical, k=102026.07 | 1.2758 | 1.5844 | 48.79 | |
| TRANSCategory=Sequential2026.07 | 2.1025 | 2.4062 | 19.39 |