Data Imputation on blood (test)
0.127RMSEMissForest
Evaluation results
| Method | Links | |
|---|---|---|
| MissForestMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.127 | |
| GRAPEMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.1325 | |
| MIWAEMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.1349 | |
| DiffPuterMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.1421 | |
| MIRACLEMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.1445 | |
| KNNImputeMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.1451 | |
| GCImputeMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.1508 | |
| CAGIMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.1539 | |
| GAINMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.1553 | |
| IGRMMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.1557 | |
| ReMaskerMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.162 | |
| Mean/ModeMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.166 | |
| OTImputeMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.1751 | |
| TabCSDIMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.1832 | |
| MICEMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.1884 | |
| TDMMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.1969 |