Imputation on powerplant MCAR
0.5665RMSEMissForest
Evaluation Results
| Method | Links | |
|---|---|---|
| MissForestMissing Rate=5%2026.07 | 0.5665 | |
| KNNMissing Rate=5%2026.07 | 0.6375 | |
| MICEMissing Rate=5%2026.07 | 0.6747 | |
| MissForestMissing Rate=10%2026.07 | 0.6808 | |
| KNNMissing Rate=10%2026.07 | 0.6941 | |
| KNNMissing Rate=15%2026.07 | 0.7267 | |
| MICEMissing Rate=10%2026.07 | 0.7282 | |
| MissForestMissing Rate=15%2026.07 | 0.7457 | |
| MICEMissing Rate=15%2026.07 | 0.7557 | |
| KNNMissing Rate=20%2026.07 | 0.7656 | |
| MICEMissing Rate=20%2026.07 | 0.7907 | |
| KNNMissing Rate=25%2026.07 | 0.7964 | |
| MICEMissing Rate=25%2026.07 | 0.8181 | |
| MissForestMissing Rate=20%2026.07 | 0.8265 | |
| KNNMissing Rate=30%2026.07 | 0.839 | |
| MICEMissing Rate=30%2026.07 | 0.8566 | |
| ProposalMissing Rate=5%2026.07 | 0.858 | |
| KNNMissing Rate=35%2026.07 | 0.8839 | |
| MICEMissing Rate=35%2026.07 | 0.8984 | |
| ProposalMissing Rate=10%2026.07 | 0.923 | |
| KNNMissing Rate=40%2026.07 | 0.9245 | |
| GAINMissing Rate=20%2026.07 | 0.9247 | |
| MissForestMissing Rate=25%2026.07 | 0.9323 | |
| MICEMissing Rate=40%2026.07 | 0.933 | |
| MissForestMissing Rate=30%2026.07 | 0.9632 | |
| KNNMissing Rate=45%2026.07 | 0.9652 | |
| MICEMissing Rate=45%2026.07 | 0.9688 | |
| GAINMissing Rate=25%2026.07 | 0.9752 | |
| MissForestMissing Rate=40%2026.07 | 0.9931 | |
| MeanMissing Rate=25%2026.07 | 1.001 | |
| PCAMissing Rate=25%2026.07 | 1.001 | |
| MeanMissing Rate=20%2026.07 | 1.0043 | |
| PCAMissing Rate=20%2026.07 | 1.0043 | |
| MeanMissing Rate=15%2026.07 | 1.0047 | |
| PCAMissing Rate=15%2026.07 | 1.0047 | |
| MeanMissing Rate=30%2026.07 | 1.0047 | |
| PCAMissing Rate=30%2026.07 | 1.0047 | |
| MeanMissing Rate=5%2026.07 | 1.0052 | |
| MeanMissing Rate=45%2026.07 | 1.0072 | |
| PCAMissing Rate=45%2026.07 | 1.0072 | |
| MeanMissing Rate=35%2026.07 | 1.0087 | |
| PCAMissing Rate=35%2026.07 | 1.0087 | |
| MeanMissing Rate=40%2026.07 | 1.0098 | |
| PCAMissing Rate=40%2026.07 | 1.0098 | |
| GAINMissing Rate=30%2026.07 | 1.0106 | |
| GAINMissing Rate=10%2026.07 | 1.0113 | |
| MeanMissing Rate=10%2026.07 | 1.0122 | |
| MissForestMissing Rate=35%2026.07 | 1.0247 | |
| ProposalMissing Rate=15%2026.07 | 1.0318 | |
| MissForestMissing Rate=45%2026.07 | 1.0425 | |
| PCAMissing Rate=10%2026.07 | 1.0465 | |
| ProposalMissing Rate=20%2026.07 | 1.0819 | |
| GAINMissing Rate=35%2026.07 | 1.0842 | |
| PCAMissing Rate=5%2026.07 | 1.1198 | |
| ProposalMissing Rate=25%2026.07 | 1.1267 | |
| GAINMissing Rate=40%2026.07 | 1.1633 | |
| ProposalMissing Rate=30%2026.07 | 1.1802 | |
| GAINMissing Rate=5%2026.07 | 1.2295 | |
| ProposalMissing Rate=35%2026.07 | 1.2428 | |
| ProposalMissing Rate=40%2026.07 | 1.3072 | |
| ProposalMissing Rate=45%2026.07 | 1.3875 | |
| GAINMissing Rate=45%2026.07 | 1.6922 | |
| GAINMissing Rate=15%2026.07 | 1.6948 | |
| VAEMissing Rate=10%2026.07 | 2.0285 |