Data Imputation on Energy dataset MCAR (RMSE)
0.132RMSEMissForest
Evaluation Results
| Method | Links | |
|---|---|---|
| MissForestMissing Rate=5%2026.07 | 0.132 | |
| MissForestMissing Rate=10%2026.07 | 0.161 | |
| MissForestMissing Rate=15%2026.07 | 0.1978 | |
| MissForestMissing Rate=20%2026.07 | 0.2529 | |
| ProposalMissing Rate=5%2026.07 | 0.264 | |
| ProposalMissing Rate=15%2026.07 | 0.2703 | |
| ProposalMissing Rate=10%2026.07 | 0.2735 | |
| ProposalMissing Rate=20%2026.07 | 0.287 | |
| ProposalMissing Rate=25%2026.07 | 0.2982 | |
| MissForestMissing Rate=25%2026.07 | 0.3212 | |
| ProposalMissing Rate=30%2026.07 | 0.3497 | |
| MissForestMissing Rate=30%2026.07 | 0.4171 | |
| KNNMissing Rate=5%2026.07 | 0.4324 | |
| KNNMissing Rate=10%2026.07 | 0.4343 | |
| KNNMissing Rate=15%2026.07 | 0.4379 | |
| KNNMissing Rate=20%2026.07 | 0.4431 | |
| MICEMissing Rate=5%2026.07 | 0.4488 | |
| KNNMissing Rate=25%2026.07 | 0.4543 | |
| ProposalMissing Rate=35%2026.07 | 0.4557 | |
| VAEMissing Rate=5%2026.07 | 0.4559 | |
| MICEMissing Rate=10%2026.07 | 0.4595 | |
| KNNMissing Rate=30%2026.07 | 0.4712 | |
| MICEMissing Rate=15%2026.07 | 0.4751 | |
| MICEMissing Rate=20%2026.07 | 0.4958 | |
| KNNMissing Rate=35%2026.07 | 0.5058 | |
| VAEMissing Rate=10%2026.07 | 0.511 | |
| MICEMissing Rate=25%2026.07 | 0.5261 | |
| MissForestMissing Rate=35%2026.07 | 0.5309 | |
| MICEMissing Rate=30%2026.07 | 0.5648 | |
| KNNMissing Rate=40%2026.07 | 0.5721 | |
| GAINMissing Rate=10%2026.07 | 0.6223 | |
| MICEMissing Rate=35%2026.07 | 0.6252 | |
| GAINMissing Rate=5%2026.07 | 0.638 | |
| GAINMissing Rate=20%2026.07 | 0.64 | |
| ProposalMissing Rate=40%2026.07 | 0.6476 | |
| GAINMissing Rate=15%2026.07 | 0.6528 | |
| GAINMissing Rate=25%2026.07 | 0.6613 | |
| GAINMissing Rate=30%2026.07 | 0.6619 | |
| MissForestMissing Rate=40%2026.07 | 0.6833 | |
| GAINMissing Rate=35%2026.07 | 0.687 | |
| MICEMissing Rate=40%2026.07 | 0.7149 | |
| KNNMissing Rate=45%2026.07 | 0.7229 | |
| GAINMissing Rate=40%2026.07 | 0.796 | |
| PCAMissing Rate=35%2026.07 | 0.8325 | |
| MICEMissing Rate=45%2026.07 | 0.844 | |
| PCAMissing Rate=30%2026.07 | 0.8509 | |
| PCAMissing Rate=40%2026.07 | 0.8603 | |
| MissForestMissing Rate=45%2026.07 | 0.8698 | |
| PCAMissing Rate=25%2026.07 | 0.8762 | |
| PCAMissing Rate=20%2026.07 | 0.8978 | |
| GAINMissing Rate=45%2026.07 | 0.9029 | |
| PCAMissing Rate=15%2026.07 | 0.9179 | |
| PCAMissing Rate=45%2026.07 | 0.9245 | |
| PCAMissing Rate=10%2026.07 | 0.9254 | |
| PCAMissing Rate=5%2026.07 | 0.9305 | |
| ProposalMissing Rate=45%2026.07 | 0.988 | |
| MeanMissing Rate=45%2026.07 | 0.9967 | |
| MeanMissing Rate=35%2026.07 | 0.997 | |
| MeanMissing Rate=30%2026.07 | 0.9971 | |
| MeanMissing Rate=5%2026.07 | 0.9972 | |
| MeanMissing Rate=40%2026.07 | 0.9972 | |
| MeanMissing Rate=20%2026.07 | 0.998 | |
| MeanMissing Rate=25%2026.07 | 0.9984 | |
| MeanMissing Rate=15%2026.07 | 0.9991 | |
| MeanMissing Rate=10%2026.07 | 0.9992 |