Data Imputation on Energy dataset MNAR (RMSE)
0.2313RMSEMissForest
Evaluation Results
| Method | Links | |
|---|---|---|
| MissForestMissing Rate=10%2026.07 | 0.2313 | |
| MissForestMissing Rate=15%2026.07 | 0.2484 | |
| MissForestMissing Rate=20%2026.07 | 0.2769 | |
| ProposalMissing Rate=20%2026.07 | 0.3064 | |
| ProposalMissing Rate=15%2026.07 | 0.3108 | |
| ProposalMissing Rate=25%2026.07 | 0.3165 | |
| MissForestMissing Rate=25%2026.07 | 0.3316 | |
| ProposalMissing Rate=10%2026.07 | 0.3368 | |
| ProposalMissing Rate=30%2026.07 | 0.3422 | |
| MissForestMissing Rate=30%2026.07 | 0.4182 | |
| ProposalMissing Rate=35%2026.07 | 0.421 | |
| MissForestMissing Rate=35%2026.07 | 0.5012 | |
| KNNMissing Rate=25%2026.07 | 0.5117 | |
| KNNMissing Rate=20%2026.07 | 0.519 | |
| KNNMissing Rate=30%2026.07 | 0.52 | |
| KNNMissing Rate=35%2026.07 | 0.546 | |
| KNNMissing Rate=15%2026.07 | 0.5461 | |
| ProposalMissing Rate=40%2026.07 | 0.559 | |
| KNNMissing Rate=40%2026.07 | 0.5884 | |
| KNNMissing Rate=10%2026.07 | 0.6027 | |
| MissForestMissing Rate=40%2026.07 | 0.6104 | |
| MICEMissing Rate=15%2026.07 | 0.6112 | |
| MICEMissing Rate=20%2026.07 | 0.6198 | |
| MICEMissing Rate=10%2026.07 | 0.6362 | |
| VAEMissing Rate=10%2026.07 | 0.6495 | |
| MICEMissing Rate=25%2026.07 | 0.6495 | |
| KNNMissing Rate=45%2026.07 | 0.6577 | |
| GAINMissing Rate=15%2026.07 | 0.6675 | |
| MICEMissing Rate=30%2026.07 | 0.6864 | |
| KNNMissing Rate=5%2026.07 | 0.7101 | |
| MICEMissing Rate=35%2026.07 | 0.7265 | |
| MissForestMissing Rate=45%2026.07 | 0.7349 | |
| GAINMissing Rate=20%2026.07 | 0.7399 | |
| ProposalMissing Rate=45%2026.07 | 0.7511 | |
| MICEMissing Rate=40%2026.07 | 0.7727 | |
| GAINMissing Rate=25%2026.07 | 0.7905 | |
| GAINMissing Rate=10%2026.07 | 0.8039 | |
| MICEMissing Rate=45%2026.07 | 0.8272 | |
| MissForestMissing Rate=5%2026.07 | 0.8309 | |
| MICEMissing Rate=5%2026.07 | 0.832 | |
| VAEMissing Rate=15%2026.07 | 0.8799 | |
| PCAMissing Rate=45%2026.07 | 0.9007 | |
| PCAMissing Rate=40%2026.07 | 0.9191 | |
| PCAMissing Rate=5%2026.07 | 0.9221 | |
| PCAMissing Rate=30%2026.07 | 0.9221 | |
| PCAMissing Rate=25%2026.07 | 0.9313 | |
| PCAMissing Rate=20%2026.07 | 0.9382 | |
| PCAMissing Rate=15%2026.07 | 0.94 | |
| PCAMissing Rate=35%2026.07 | 0.9431 | |
| ProposalMissing Rate=5%2026.07 | 0.97 | |
| PCAMissing Rate=10%2026.07 | 0.981 | |
| MeanMissing Rate=45%2026.07 | 0.9816 | |
| GAINMissing Rate=5%2026.07 | 0.9893 | |
| MeanMissing Rate=40%2026.07 | 0.992 | |
| MeanMissing Rate=5%2026.07 | 0.9947 | |
| MeanMissing Rate=35%2026.07 | 1.0128 | |
| MeanMissing Rate=30%2026.07 | 1.0453 | |
| GAINMissing Rate=35%2026.07 | 1.0835 | |
| MeanMissing Rate=25%2026.07 | 1.0891 | |
| GAINMissing Rate=30%2026.07 | 1.1245 | |
| GAINMissing Rate=45%2026.07 | 1.1393 | |
| MeanMissing Rate=20%2026.07 | 1.1502 | |
| GAINMissing Rate=40%2026.07 | 1.1634 | |
| MeanMissing Rate=15%2026.07 | 1.2339 | |
| MeanMissing Rate=10%2026.07 | 1.3612 |