Data Imputation on wine (test)
0.0997RMSECAGI
Evaluation Results
| Method | Links | |
|---|---|---|
| CAGIMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.0997 | |
| DiffPuterMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.1029 | |
| GCImputeMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.1045 | |
| GRAPEMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.1047 | |
| Mean/ModeMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.1059 | |
| MIWAEMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.1078 | |
| MissForestMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.1087 | |
| ReMaskerMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.1088 | |
| KNNImputeMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.1106 | |
| IGRMMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.1111 | |
| MIRACLEMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.1116 | |
| OTImputeMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.1129 | |
| TabCSDIMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.1231 | |
| TDMMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.132 | |
| MICEMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.1335 | |
| GAINMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.07 | 0.1613 | |
| MissForestMechanism=MCAR, Rate=5%2026.07 | 0.6382 | |
| MICEMechanism=MCAR, Rate=5%2026.07 | 0.7005 | |
| MissForestMechanism=MCAR, Rate=10%2026.07 | 0.7165 | |
| MissForestMechanism=MAR, Rate=5%2026.07 | 0.7169 | |
| MICEMechanism=MCAR, Rate=10%2026.07 | 0.7573 | |
| MissForestMechanism=MAR, Rate=10%2026.07 | 0.7581 | |
| MICEMechanism=MAR, Rate=5%2026.07 | 0.759 | |
| MICEMechanism=MAR, Rate=10%2026.07 | 0.7925 | |
| MissForestMechanism=MCAR, Rate=15%2026.07 | 0.7957 | |
| KNNMechanism=MCAR, Rate=5%2026.07 | 0.7992 | |
| MICEMechanism=MCAR, Rate=15%2026.07 | 0.8011 | |
| MissForestMechanism=MAR, Rate=15%2026.07 | 0.8028 | |
| MissForestMechanism=MAR, Rate=20%2026.07 | 0.8028 | |
| MICEMechanism=MAR, Rate=15%2026.07 | 0.8135 | |
| MICEMechanism=MAR, Rate=20%2026.07 | 0.8135 | |
| KNNMechanism=MCAR, Rate=10%2026.07 | 0.817 | |
| KNNMechanism=MCAR, Rate=15%2026.07 | 0.8381 | |
| MICEMechanism=MAR, Rate=25%2026.07 | 0.8401 | |
| MissForestMechanism=MAR, Rate=25%2026.07 | 0.8478 | |
| KNNMechanism=MAR, Rate=25%2026.07 | 0.8487 | |
| KNNMechanism=MAR, Rate=10%2026.07 | 0.8491 | |
| KNNMechanism=MAR, Rate=15%2026.07 | 0.8519 | |
| KNNMechanism=MAR, Rate=20%2026.07 | 0.8519 | |
| MICEMechanism=MCAR, Rate=20%2026.07 | 0.8568 | |
| KNNMechanism=MAR, Rate=5%2026.07 | 0.858 | |
| KNNMechanism=MAR, Rate=30%2026.07 | 0.8615 | |
| MICEMechanism=MAR, Rate=30%2026.07 | 0.8674 | |
| KNNMechanism=MCAR, Rate=20%2026.07 | 0.8694 | |
| MissForestMechanism=MCAR, Rate=20%2026.07 | 0.8698 | |
| GAINMechanism=MCAR, Rate=5%2026.07 | 0.8832 | |
| KNNMechanism=MAR, Rate=35%2026.07 | 0.8866 | |
| KNNMechanism=MCAR, Rate=25%2026.07 | 0.8914 | |
| MICEMechanism=MCAR, Rate=25%2026.07 | 0.8943 | |
| MissForestMechanism=MAR, Rate=30%2026.07 | 0.8944 | |
| KNNMechanism=MCAR, Rate=30%2026.07 | 0.8993 | |
| MICEMechanism=MAR, Rate=35%2026.07 | 0.9012 | |
| GAINMechanism=MCAR, Rate=10%2026.07 | 0.9044 | |
| GAINMechanism=MAR, Rate=10%2026.07 | 0.9087 | |
| KNNMechanism=MAR, Rate=40%2026.07 | 0.9088 | |
| GAINMechanism=MAR, Rate=15%2026.07 | 0.9109 | |
| MICEMechanism=MCAR, Rate=30%2026.07 | 0.913 | |
| KNNMechanism=MCAR, Rate=35%2026.07 | 0.9141 | |
| GAINMechanism=MAR, Rate=20%2026.07 | 0.9223 | |
| MissForestMechanism=MCAR, Rate=25%2026.07 | 0.9242 | |
| KNNMechanism=MAR, Rate=45%2026.07 | 0.9254 | |
| GAINMechanism=MCAR, Rate=15%2026.07 | 0.9267 | |
| MissForestMechanism=MAR, Rate=35%2026.07 | 0.9284 | |
| MICEMechanism=MAR, Rate=40%2026.07 | 0.9307 | |
| MICEMechanism=MCAR, Rate=35%2026.07 | 0.9359 | |
| GAINMechanism=MCAR, Rate=20%2026.07 | 0.9364 | |
| KNNMechanism=MCAR, Rate=40%2026.07 | 0.9385 | |
| GAINMechanism=MAR, Rate=5%2026.07 | 0.9427 | |
| GAINMechanism=MCAR, Rate=25%2026.07 | 0.9455 | |
| MICEMechanism=MAR, Rate=45%2026.07 | 0.9481 | |
| KNNMechanism=MNAR, Rate=45%2026.07 | 0.9514 | |
| KNNMechanism=MNAR, Rate=40%2026.07 | 0.9575 | |
| MICEMechanism=MCAR, Rate=40%2026.07 | 0.9594 | |
| MissForestMechanism=MCAR, Rate=30%2026.07 | 0.9601 | |
| KNNMechanism=MNAR, Rate=5%2026.07 | 0.9603 | |
| KNNMechanism=MCAR, Rate=45%2026.07 | 0.9676 | |
| MeanMechanism=MCAR, Rate=5%2026.07 | 0.9679 | |
| PCAMechanism=MAR, Rate=35%2026.07 | 0.9695 | |
| PCAMechanism=MAR, Rate=45%2026.07 | 0.9705 | |
| KNNMechanism=MNAR, Rate=35%2026.07 | 0.9713 | |
| PCAMechanism=MAR, Rate=40%2026.07 | 0.9748 | |
| MICEMechanism=MNAR, Rate=5%2026.07 | 0.9762 | |
| PCAMechanism=MCAR, Rate=35%2026.07 | 0.9789 | |
| MICEMechanism=MCAR, Rate=45%2026.07 | 0.979 | |
| PCAMechanism=MAR, Rate=30%2026.07 | 0.9792 | |
| PCAMechanism=MCAR, Rate=40%2026.07 | 0.9806 | |
| MeanMechanism=MCAR, Rate=10%2026.07 | 0.9814 | |
| MissForestMechanism=MAR, Rate=40%2026.07 | 0.9814 | |
| PCAMechanism=MNAR, Rate=5%2026.07 | 0.9862 | |
| GAINMechanism=MCAR, Rate=35%2026.07 | 0.9868 | |
| PCAMechanism=MCAR, Rate=30%2026.07 | 0.9875 | |
| PCAMechanism=MCAR, Rate=45%2026.07 | 0.9906 | |
| MeanMechanism=MAR, Rate=45%2026.07 | 0.994 | |
| GAINMechanism=MAR, Rate=25%2026.07 | 0.995 | |
| MeanMechanism=MCAR, Rate=15%2026.07 | 0.9959 | |
| MeanMechanism=MNAR, Rate=5%2026.07 | 0.9967 | |
| PCAMechanism=MNAR, Rate=45%2026.07 | 0.9967 | |
| MeanMechanism=MAR, Rate=25%2026.07 | 0.9994 | |
| KNNMechanism=MNAR, Rate=30%2026.07 | 1.0009 | |
| MeanMechanism=MAR, Rate=30%2026.07 | 1.0012 |