Data Imputation on california (test)
0.141RMSEMIWAE
Evaluation results
| Method | Links | |
|---|---|---|
| MIWAEMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.141 | |
| DiffPuterMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.1415 | |
| GRAPEMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.1441 | |
| GCImputeMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.1442 | |
| ReMaskerMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.1455 | |
| CAGIMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.1489 | |
| MissForestMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.1531 | |
| TabCSDIMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.1551 | |
| IGRMMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.1578 | |
| Mean/ModeMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.1628 | |
| MIRACLEMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.1632 | |
| KNNImputeMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.1645 | |
| OTImputeMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.1796 | |
| MICEMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.1945 | |
| GAINMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.212 | |
| TDMMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.2121 |