Imputation on powerplant MAR
0.5099RMSEMissForest
Evaluation Results
| Method | Links | |
|---|---|---|
| MissForestMissing Rate=5%2026.07 | 0.5099 | |
| KNNMissing Rate=5%2026.07 | 0.6257 | |
| MissForestMissing Rate=10%2026.07 | 0.6284 | |
| KNNMissing Rate=10%2026.07 | 0.6592 | |
| MICEMissing Rate=5%2026.07 | 0.6725 | |
| KNNMissing Rate=15%2026.07 | 0.6962 | |
| KNNMissing Rate=20%2026.07 | 0.6962 | |
| MICEMissing Rate=10%2026.07 | 0.6984 | |
| MissForestMissing Rate=15%2026.07 | 0.7118 | |
| MissForestMissing Rate=20%2026.07 | 0.7118 | |
| MICEMissing Rate=15%2026.07 | 0.7288 | |
| MICEMissing Rate=20%2026.07 | 0.7288 | |
| KNNMissing Rate=25%2026.07 | 0.7353 | |
| MICEMissing Rate=25%2026.07 | 0.7671 | |
| MissForestMissing Rate=25%2026.07 | 0.7737 | |
| KNNMissing Rate=30%2026.07 | 0.7859 | |
| MICEMissing Rate=30%2026.07 | 0.8111 | |
| KNNMissing Rate=35%2026.07 | 0.8214 | |
| GAINMissing Rate=20%2026.07 | 0.8334 | |
| MissForestMissing Rate=30%2026.07 | 0.8385 | |
| MICEMissing Rate=35%2026.07 | 0.8463 | |
| ProposalMissing Rate=5%2026.07 | 0.8511 | |
| KNNMissing Rate=40%2026.07 | 0.8677 | |
| GAINMissing Rate=35%2026.07 | 0.8755 | |
| MICEMissing Rate=40%2026.07 | 0.8929 | |
| GAINMissing Rate=10%2026.07 | 0.8972 | |
| ProposalMissing Rate=10%2026.07 | 0.9041 | |
| GAINMissing Rate=30%2026.07 | 0.9091 | |
| KNNMissing Rate=45%2026.07 | 0.9152 | |
| MICEMissing Rate=45%2026.07 | 0.933 | |
| MissForestMissing Rate=40%2026.07 | 0.9581 | |
| ProposalMissing Rate=15%2026.07 | 0.9689 | |
| ProposalMissing Rate=20%2026.07 | 0.9772 | |
| MissForestMissing Rate=35%2026.07 | 0.9829 | |
| GAINMissing Rate=40%2026.07 | 0.9841 | |
| MeanMissing Rate=25%2026.07 | 0.9892 | |
| PCAMissing Rate=25%2026.07 | 0.9892 | |
| MeanMissing Rate=30%2026.07 | 0.9914 | |
| PCAMissing Rate=30%2026.07 | 0.9914 | |
| MeanMissing Rate=15%2026.07 | 0.9917 | |
| PCAMissing Rate=15%2026.07 | 0.9917 | |
| MeanMissing Rate=20%2026.07 | 0.9917 | |
| PCAMissing Rate=20%2026.07 | 0.9917 | |
| MeanMissing Rate=35%2026.07 | 0.9919 | |
| PCAMissing Rate=35%2026.07 | 0.9919 | |
| MeanMissing Rate=10%2026.07 | 0.9922 | |
| MeanMissing Rate=40%2026.07 | 0.9962 | |
| PCAMissing Rate=40%2026.07 | 0.9962 | |
| MeanMissing Rate=45%2026.07 | 1.0021 | |
| PCAMissing Rate=45%2026.07 | 1.0021 | |
| MeanMissing Rate=5%2026.07 | 1.0064 | |
| PCAMissing Rate=10%2026.07 | 1.0225 | |
| ProposalMissing Rate=25%2026.07 | 1.038 | |
| PCAMissing Rate=5%2026.07 | 1.0818 | |
| GAINMissing Rate=15%2026.07 | 1.1041 | |
| ProposalMissing Rate=30%2026.07 | 1.1107 | |
| ProposalMissing Rate=35%2026.07 | 1.1586 | |
| VAEMissing Rate=25%2026.07 | 1.1667 | |
| GAINMissing Rate=5%2026.07 | 1.2243 | |
| ProposalMissing Rate=40%2026.07 | 1.2403 | |
| GAINMissing Rate=25%2026.07 | 1.254 | |
| GAINMissing Rate=45%2026.07 | 1.3011 | |
| VAEMissing Rate=30%2026.07 | 1.3215 | |
| MissForestMissing Rate=45%2026.07 | 1.3216 | |
| ProposalMissing Rate=45%2026.07 | 1.3582 | |
| VAEMissing Rate=5%2026.07 | 1.6748 | |
| VAEMissing Rate=35%2026.07 | 34,390.4766 |