Data Imputation on finance MCAR
0.018RMSEMissForest
Evaluation Results
| Method | Links | |
|---|---|---|
| MissForestMissing Rate=5%2026.07 | 0.018 | |
| MissForestMissing Rate=10%2026.07 | 0.018 | |
| MissForestMissing Rate=15%2026.07 | 0.0226 | |
| MissForestMissing Rate=20%2026.07 | 0.0265 | |
| MissForestMissing Rate=25%2026.07 | 0.0325 | |
| ProposalMissing Rate=5%2026.07 | 0.0436 | |
| ProposalMissing Rate=10%2026.07 | 0.0447 | |
| ProposalMissing Rate=15%2026.07 | 0.0448 | |
| ProposalMissing Rate=20%2026.07 | 0.0448 | |
| ProposalMissing Rate=25%2026.07 | 0.0457 | |
| MissForestMissing Rate=30%2026.07 | 0.0462 | |
| ProposalMissing Rate=30%2026.07 | 0.0466 | |
| ProposalMissing Rate=35%2026.07 | 0.05 | |
| ProposalMissing Rate=40%2026.07 | 0.059 | |
| KNNMissing Rate=5%2026.07 | 0.0638 | |
| KNNMissing Rate=10%2026.07 | 0.0644 | |
| KNNMissing Rate=15%2026.07 | 0.0648 | |
| KNNMissing Rate=20%2026.07 | 0.0655 | |
| KNNMissing Rate=25%2026.07 | 0.0663 | |
| KNNMissing Rate=30%2026.07 | 0.0675 | |
| KNNMissing Rate=35%2026.07 | 0.0699 | |
| KNNMissing Rate=40%2026.07 | 0.0783 | |
| MissForestMissing Rate=35%2026.07 | 0.0832 | |
| MICEMissing Rate=5%2026.07 | 0.1573 | |
| MICEMissing Rate=10%2026.07 | 0.1689 | |
| MissForestMissing Rate=40%2026.07 | 0.1797 | |
| MICEMissing Rate=15%2026.07 | 0.1832 | |
| KNNMissing Rate=45%2026.07 | 0.1967 | |
| MICEMissing Rate=20%2026.07 | 0.2024 | |
| MICEMissing Rate=25%2026.07 | 0.2309 | |
| ProposalMissing Rate=45%2026.07 | 0.2578 | |
| MICEMissing Rate=30%2026.07 | 0.2796 | |
| PCAMissing Rate=5%2026.07 | 0.2797 | |
| GAINMissing Rate=15%2026.07 | 0.283 | |
| PCAMissing Rate=10%2026.07 | 0.2849 | |
| PCAMissing Rate=15%2026.07 | 0.2908 | |
| PCAMissing Rate=20%2026.07 | 0.2996 | |
| GAINMissing Rate=5%2026.07 | 0.3061 | |
| GAINMissing Rate=25%2026.07 | 0.322 | |
| GAINMissing Rate=10%2026.07 | 0.3235 | |
| GAINMissing Rate=20%2026.07 | 0.3251 | |
| PCAMissing Rate=25%2026.07 | 0.3272 | |
| PCAMissing Rate=30%2026.07 | 0.3464 | |
| MICEMissing Rate=35%2026.07 | 0.361 | |
| PCAMissing Rate=35%2026.07 | 0.3831 | |
| GAINMissing Rate=30%2026.07 | 0.3893 | |
| PCAMissing Rate=40%2026.07 | 0.458 | |
| MissForestMissing Rate=45%2026.07 | 0.4584 | |
| MICEMissing Rate=40%2026.07 | 0.4995 | |
| GAINMissing Rate=35%2026.07 | 0.501 | |
| GAINMissing Rate=40%2026.07 | 0.5872 | |
| PCAMissing Rate=45%2026.07 | 0.6664 | |
| GAINMissing Rate=45%2026.07 | 0.7551 | |
| MICEMissing Rate=45%2026.07 | 0.7925 | |
| MeanMissing Rate=10%2026.07 | 1.0018 | |
| MeanMissing Rate=15%2026.07 | 1.0023 | |
| MeanMissing Rate=5%2026.07 | 1.0026 | |
| MeanMissing Rate=20%2026.07 | 1.0028 | |
| MeanMissing Rate=30%2026.07 | 1.0029 | |
| MeanMissing Rate=25%2026.07 | 1.0031 | |
| MeanMissing Rate=35%2026.07 | 1.0035 | |
| MeanMissing Rate=40%2026.07 | 1.0043 | |
| MeanMissing Rate=45%2026.07 | 1.0046 |