HbA1c Imputation on Mayo Clinic 2022-2023 (test)
0.2464MAESafeImpute
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| SafeImputeTarget FDR level alpha=0.15, threshold delta=0.62026.07 | 0.2464 | 0.3125 | 100 | |
| GRAPECategory=Deep Learning2026.07 | 0.2494 | 0.3688 | 83.33 | |
| TRANSCategory=Sequential2026.07 | 0.2649 | 0.3129 | 100 | |
| DIFFIMPUTERCategory=Deep Learning2026.07 | 0.306 | 0.4026 | 100 | |
| MissforestCategory=Statistical2026.07 | 0.3419 | 0.4416 | 83.33 | |
| GAINCategory=Deep Learning2026.07 | 0.3635 | 0.436 | 83.33 | |
| HyperimputeCategory=Statistical2026.07 | 0.3833 | 0.4819 | 83.33 | |
| MICECategory=Statistical2026.07 | 0.3889 | 0.4589 | 83.33 | |
| TDMCategory=Deep Learning2026.07 | 0.4191 | 0.4832 | 66.67 | |
| MeanCategory=Statistical2026.07 | 0.4311 | 0.5086 | 83.33 | |
| KNNCategory=Statistical, k=102026.07 | 0.4983 | 0.5776 | 50 | |
| MIWAECategory=Deep Learning2026.07 | 0.504 | 0.6054 | 66.67 | |
| RemaskerCategory=Deep Learning2026.07 | 0.525 | 0.6475 | 83.33 | |
| LSTMCategory=Sequential2026.07 | 0.662 | 0.7771 | 83.33 |