Imputation on powerplant MNAR
0.5321RMSEMissForest
Evaluation Results
| Method | Links | |
|---|---|---|
| MissForestMissing Rate=10%2026.07 | 0.5321 | |
| MissForestMissing Rate=15%2026.07 | 0.605 | |
| KNNMissing Rate=10%2026.07 | 0.6975 | |
| KNNMissing Rate=15%2026.07 | 0.6988 | |
| MissForestMissing Rate=20%2026.07 | 0.7 | |
| KNNMissing Rate=20%2026.07 | 0.7209 | |
| KNNMissing Rate=25%2026.07 | 0.7352 | |
| KNNMissing Rate=30%2026.07 | 0.7532 | |
| MICEMissing Rate=10%2026.07 | 0.7582 | |
| GAINMissing Rate=25%2026.07 | 0.7711 | |
| MICEMissing Rate=15%2026.07 | 0.7799 | |
| KNNMissing Rate=35%2026.07 | 0.7915 | |
| MissForestMissing Rate=25%2026.07 | 0.8009 | |
| MICEMissing Rate=20%2026.07 | 0.8087 | |
| MICEMissing Rate=25%2026.07 | 0.8252 | |
| KNNMissing Rate=40%2026.07 | 0.828 | |
| MICEMissing Rate=30%2026.07 | 0.839 | |
| MICEMissing Rate=35%2026.07 | 0.8558 | |
| GAINMissing Rate=30%2026.07 | 0.8691 | |
| GAINMissing Rate=20%2026.07 | 0.8755 | |
| KNNMissing Rate=45%2026.07 | 0.8759 | |
| MICEMissing Rate=40%2026.07 | 0.8789 | |
| MICEMissing Rate=45%2026.07 | 0.9049 | |
| ProposalMissing Rate=10%2026.07 | 0.9268 | |
| KNNMissing Rate=5%2026.07 | 0.9569 | |
| MissForestMissing Rate=40%2026.07 | 0.9576 | |
| MissForestMissing Rate=30%2026.07 | 0.9642 | |
| MICEMissing Rate=5%2026.07 | 0.9665 | |
| MeanMissing Rate=45%2026.07 | 0.9764 | |
| PCAMissing Rate=45%2026.07 | 0.9764 | |
| MeanMissing Rate=40%2026.07 | 0.9795 | |
| PCAMissing Rate=40%2026.07 | 0.9795 | |
| ProposalMissing Rate=15%2026.07 | 0.9823 | |
| MeanMissing Rate=35%2026.07 | 0.9892 | |
| PCAMissing Rate=35%2026.07 | 0.9892 | |
| MeanMissing Rate=5%2026.07 | 1.0028 | |
| PCAMissing Rate=5%2026.07 | 1.0028 | |
| GAINMissing Rate=5%2026.07 | 1.007 | |
| GAINMissing Rate=35%2026.07 | 1.0071 | |
| MeanMissing Rate=30%2026.07 | 1.0085 | |
| PCAMissing Rate=30%2026.07 | 1.0085 | |
| MissForestMissing Rate=35%2026.07 | 1.0279 | |
| ProposalMissing Rate=20%2026.07 | 1.0316 | |
| MeanMissing Rate=25%2026.07 | 1.0337 | |
| PCAMissing Rate=25%2026.07 | 1.0337 | |
| GAINMissing Rate=40%2026.07 | 1.047 | |
| MissForestMissing Rate=5%2026.07 | 1.052 | |
| MeanMissing Rate=20%2026.07 | 1.0637 | |
| PCAMissing Rate=20%2026.07 | 1.0637 | |
| ProposalMissing Rate=25%2026.07 | 1.0914 | |
| PCAMissing Rate=10%2026.07 | 1.1006 | |
| MeanMissing Rate=15%2026.07 | 1.1061 | |
| PCAMissing Rate=15%2026.07 | 1.1061 | |
| ProposalMissing Rate=30%2026.07 | 1.1234 | |
| MissForestMissing Rate=45%2026.07 | 1.1382 | |
| GAINMissing Rate=45%2026.07 | 1.1427 | |
| MeanMissing Rate=10%2026.07 | 1.1651 | |
| ProposalMissing Rate=35%2026.07 | 1.1686 | |
| ProposalMissing Rate=40%2026.07 | 1.2794 | |
| ProposalMissing Rate=45%2026.07 | 1.3142 | |
| ProposalMissing Rate=5%2026.07 | 1.3558 | |
| GAINMissing Rate=10%2026.07 | 1.3763 | |
| GAINMissing Rate=15%2026.07 | 1.7733 |