Data Imputation on spam (test)
0.0532RMSECAGI
Evaluation results
| Method | Links | |
|---|---|---|
| CAGIMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.0532 | |
| ReMaskerMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.0546 | |
| Mean/ModeMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.0559 | |
| MIRACLEMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.056 | |
| MIWAEMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.0561 | |
| DiffPuterMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.0564 | |
| IGRMMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.0571 | |
| MissForestMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.0604 | |
| GRAPEMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.0604 | |
| KNNImputeMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.0634 | |
| OTImputeMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.0654 | |
| TabCSDIMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.0704 | |
| MICEMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.0729 | |
| GAINMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.0743 | |
| TDMMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.1073 | |
| GCImputeMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.1442 |