Data Imputation on Energy dataset MAR
0.1217RMSEMissForest
Evaluation Results
| Method | Links | |
|---|---|---|
| MissForestMissing Rate=5%2026.07 | 0.1217 | |
| MissForestMissing Rate=10%2026.07 | 0.1565 | |
| MissForestMissing Rate=15%2026.07 | 0.1964 | |
| MissForestMissing Rate=20%2026.07 | 0.1964 | |
| MissForestMissing Rate=25%2026.07 | 0.2497 | |
| ProposalMissing Rate=5%2026.07 | 0.2502 | |
| ProposalMissing Rate=10%2026.07 | 0.2552 | |
| ProposalMissing Rate=20%2026.07 | 0.2598 | |
| ProposalMissing Rate=15%2026.07 | 0.269 | |
| ProposalMissing Rate=25%2026.07 | 0.278 | |
| ProposalMissing Rate=30%2026.07 | 0.2894 | |
| MissForestMissing Rate=30%2026.07 | 0.3125 | |
| ProposalMissing Rate=35%2026.07 | 0.3381 | |
| MissForestMissing Rate=35%2026.07 | 0.399 | |
| KNNMissing Rate=5%2026.07 | 0.4172 | |
| KNNMissing Rate=10%2026.07 | 0.4248 | |
| ProposalMissing Rate=40%2026.07 | 0.4294 | |
| KNNMissing Rate=15%2026.07 | 0.4324 | |
| KNNMissing Rate=20%2026.07 | 0.4324 | |
| MICEMissing Rate=5%2026.07 | 0.4342 | |
| KNNMissing Rate=25%2026.07 | 0.4389 | |
| KNNMissing Rate=30%2026.07 | 0.4503 | |
| MICEMissing Rate=10%2026.07 | 0.4546 | |
| VAEMissing Rate=5%2026.07 | 0.4632 | |
| KNNMissing Rate=35%2026.07 | 0.467 | |
| MICEMissing Rate=15%2026.07 | 0.4768 | |
| MICEMissing Rate=20%2026.07 | 0.4768 | |
| KNNMissing Rate=40%2026.07 | 0.4962 | |
| MICEMissing Rate=25%2026.07 | 0.4969 | |
| MissForestMissing Rate=40%2026.07 | 0.5014 | |
| VAEMissing Rate=10%2026.07 | 0.5214 | |
| MICEMissing Rate=30%2026.07 | 0.5267 | |
| MICEMissing Rate=35%2026.07 | 0.5649 | |
| KNNMissing Rate=45%2026.07 | 0.5668 | |
| GAINMissing Rate=10%2026.07 | 0.58 | |
| GAINMissing Rate=5%2026.07 | 0.6065 | |
| GAINMissing Rate=25%2026.07 | 0.6098 | |
| MICEMissing Rate=40%2026.07 | 0.6214 | |
| GAINMissing Rate=15%2026.07 | 0.6344 | |
| MissForestMissing Rate=45%2026.07 | 0.6442 | |
| ProposalMissing Rate=45%2026.07 | 0.6443 | |
| GAINMissing Rate=20%2026.07 | 0.6794 | |
| MICEMissing Rate=45%2026.07 | 0.7107 | |
| GAINMissing Rate=30%2026.07 | 0.7369 | |
| GAINMissing Rate=35%2026.07 | 0.759 | |
| PCAMissing Rate=35%2026.07 | 0.8256 | |
| GAINMissing Rate=40%2026.07 | 0.828 | |
| PCAMissing Rate=40%2026.07 | 0.8408 | |
| PCAMissing Rate=30%2026.07 | 0.8602 | |
| PCAMissing Rate=45%2026.07 | 0.8733 | |
| PCAMissing Rate=25%2026.07 | 0.8849 | |
| PCAMissing Rate=10%2026.07 | 0.9117 | |
| PCAMissing Rate=5%2026.07 | 0.9137 | |
| PCAMissing Rate=15%2026.07 | 0.916 | |
| PCAMissing Rate=20%2026.07 | 0.916 | |
| GAINMissing Rate=45%2026.07 | 0.929 | |
| MeanMissing Rate=45%2026.07 | 0.9961 | |
| MeanMissing Rate=40%2026.07 | 0.9989 | |
| MeanMissing Rate=35%2026.07 | 1.0043 | |
| MeanMissing Rate=30%2026.07 | 1.0137 | |
| MeanMissing Rate=25%2026.07 | 1.0243 | |
| MeanMissing Rate=15%2026.07 | 1.0372 | |
| MeanMissing Rate=20%2026.07 | 1.0372 | |
| MeanMissing Rate=10%2026.07 | 1.05 | |
| MeanMissing Rate=5%2026.07 | 1.0718 |