Data Imputation on finance (MAR)
0.0197RMSEMissForest
Evaluation Results
| Method | Links | |
|---|---|---|
| MissForestMissing Rate=5%2026.07 | 0.0197 | |
| MissForestMissing Rate=10%2026.07 | 0.0214 | |
| MissForestMissing Rate=15%2026.07 | 0.0227 | |
| MissForestMissing Rate=20%2026.07 | 0.0227 | |
| MissForestMissing Rate=25%2026.07 | 0.0272 | |
| MissForestMissing Rate=30%2026.07 | 0.0301 | |
| MissForestMissing Rate=35%2026.07 | 0.0428 | |
| ProposalMissing Rate=5%2026.07 | 0.0455 | |
| ProposalMissing Rate=10%2026.07 | 0.0457 | |
| ProposalMissing Rate=15%2026.07 | 0.0462 | |
| ProposalMissing Rate=20%2026.07 | 0.0462 | |
| ProposalMissing Rate=25%2026.07 | 0.0463 | |
| ProposalMissing Rate=30%2026.07 | 0.0464 | |
| ProposalMissing Rate=35%2026.07 | 0.0473 | |
| ProposalMissing Rate=40%2026.07 | 0.049 | |
| ProposalMissing Rate=45%2026.07 | 0.0631 | |
| KNNMissing Rate=25%2026.07 | 0.0669 | |
| KNNMissing Rate=15%2026.07 | 0.067 | |
| KNNMissing Rate=20%2026.07 | 0.067 | |
| KNNMissing Rate=30%2026.07 | 0.0671 | |
| KNNMissing Rate=10%2026.07 | 0.0676 | |
| KNNMissing Rate=35%2026.07 | 0.0679 | |
| KNNMissing Rate=5%2026.07 | 0.0686 | |
| KNNMissing Rate=40%2026.07 | 0.0699 | |
| MissForestMissing Rate=40%2026.07 | 0.0712 | |
| KNNMissing Rate=45%2026.07 | 0.079 | |
| MissForestMissing Rate=45%2026.07 | 0.1488 | |
| MICEMissing Rate=5%2026.07 | 0.1645 | |
| MICEMissing Rate=10%2026.07 | 0.1751 | |
| MICEMissing Rate=15%2026.07 | 0.1867 | |
| MICEMissing Rate=20%2026.07 | 0.1867 | |
| MICEMissing Rate=25%2026.07 | 0.2044 | |
| MICEMissing Rate=30%2026.07 | 0.2295 | |
| MICEMissing Rate=35%2026.07 | 0.2711 | |
| PCAMissing Rate=5%2026.07 | 0.2895 | |
| GAINMissing Rate=20%2026.07 | 0.2913 | |
| GAINMissing Rate=10%2026.07 | 0.2934 | |
| PCAMissing Rate=10%2026.07 | 0.2941 | |
| PCAMissing Rate=15%2026.07 | 0.299 | |
| PCAMissing Rate=20%2026.07 | 0.299 | |
| PCAMissing Rate=25%2026.07 | 0.3061 | |
| GAINMissing Rate=15%2026.07 | 0.3123 | |
| GAINMissing Rate=25%2026.07 | 0.3235 | |
| GAINMissing Rate=5%2026.07 | 0.3256 | |
| PCAMissing Rate=30%2026.07 | 0.3313 | |
| MICEMissing Rate=40%2026.07 | 0.3436 | |
| PCAMissing Rate=35%2026.07 | 0.3474 | |
| PCAMissing Rate=40%2026.07 | 0.3778 | |
| GAINMissing Rate=30%2026.07 | 0.4288 | |
| PCAMissing Rate=45%2026.07 | 0.4395 | |
| MICEMissing Rate=45%2026.07 | 0.4939 | |
| GAINMissing Rate=35%2026.07 | 0.5561 | |
| GAINMissing Rate=40%2026.07 | 0.7879 | |
| GAINMissing Rate=45%2026.07 | 0.9756 | |
| MeanMissing Rate=45%2026.07 | 0.9994 | |
| MeanMissing Rate=40%2026.07 | 1.0013 | |
| MeanMissing Rate=35%2026.07 | 1.006 | |
| MeanMissing Rate=30%2026.07 | 1.0143 | |
| MeanMissing Rate=25%2026.07 | 1.0261 | |
| MeanMissing Rate=15%2026.07 | 1.0401 | |
| MeanMissing Rate=20%2026.07 | 1.0401 | |
| MeanMissing Rate=10%2026.07 | 1.0607 | |
| MeanMissing Rate=5%2026.07 | 1.093 |