Data Imputation on finance MNAR
0.027RMSEMissForest
Evaluation Results
| Method | Links | |
|---|---|---|
| MissForestMissing Rate=10%2026.07 | 0.027 | |
| MissForestMissing Rate=15%2026.07 | 0.0305 | |
| MissForestMissing Rate=20%2026.07 | 0.0358 | |
| MissForestMissing Rate=25%2026.07 | 0.0458 | |
| ProposalMissing Rate=25%2026.07 | 0.0501 | |
| ProposalMissing Rate=30%2026.07 | 0.0505 | |
| ProposalMissing Rate=20%2026.07 | 0.0507 | |
| ProposalMissing Rate=15%2026.07 | 0.0517 | |
| ProposalMissing Rate=35%2026.07 | 0.0518 | |
| ProposalMissing Rate=10%2026.07 | 0.0551 | |
| MissForestMissing Rate=30%2026.07 | 0.0573 | |
| ProposalMissing Rate=40%2026.07 | 0.0701 | |
| KNNMissing Rate=30%2026.07 | 0.0745 | |
| KNNMissing Rate=25%2026.07 | 0.0752 | |
| KNNMissing Rate=35%2026.07 | 0.0758 | |
| KNNMissing Rate=20%2026.07 | 0.0769 | |
| KNNMissing Rate=15%2026.07 | 0.0797 | |
| KNNMissing Rate=10%2026.07 | 0.0854 | |
| KNNMissing Rate=40%2026.07 | 0.0895 | |
| MissForestMissing Rate=35%2026.07 | 0.1026 | |
| KNNMissing Rate=45%2026.07 | 0.1595 | |
| ProposalMissing Rate=45%2026.07 | 0.1792 | |
| MissForestMissing Rate=40%2026.07 | 0.1797 | |
| KNNMissing Rate=5%2026.07 | 0.1915 | |
| MICEMissing Rate=10%2026.07 | 0.2208 | |
| MICEMissing Rate=15%2026.07 | 0.2684 | |
| ProposalMissing Rate=5%2026.07 | 0.2687 | |
| MICEMissing Rate=20%2026.07 | 0.3285 | |
| MissForestMissing Rate=45%2026.07 | 0.3334 | |
| PCAMissing Rate=20%2026.07 | 0.3377 | |
| GAINMissing Rate=15%2026.07 | 0.3384 | |
| PCAMissing Rate=15%2026.07 | 0.3407 | |
| PCAMissing Rate=10%2026.07 | 0.3491 | |
| GAINMissing Rate=10%2026.07 | 0.364 | |
| PCAMissing Rate=25%2026.07 | 0.3677 | |
| PCAMissing Rate=30%2026.07 | 0.3838 | |
| MICEMissing Rate=25%2026.07 | 0.3909 | |
| MissForestMissing Rate=5%2026.07 | 0.4008 | |
| PCAMissing Rate=35%2026.07 | 0.4341 | |
| MICEMissing Rate=30%2026.07 | 0.4687 | |
| GAINMissing Rate=20%2026.07 | 0.4887 | |
| PCAMissing Rate=40%2026.07 | 0.5275 | |
| MICEMissing Rate=35%2026.07 | 0.5547 | |
| PCAMissing Rate=5%2026.07 | 0.6413 | |
| MICEMissing Rate=40%2026.07 | 0.6487 | |
| PCAMissing Rate=45%2026.07 | 0.6778 | |
| MICEMissing Rate=45%2026.07 | 0.7605 | |
| GAINMissing Rate=25%2026.07 | 0.7647 | |
| MICEMissing Rate=5%2026.07 | 0.7709 | |
| MeanMissing Rate=5%2026.07 | 1.0001 | |
| GAINMissing Rate=5%2026.07 | 1.0012 | |
| MeanMissing Rate=45%2026.07 | 1.0211 | |
| GAINMissing Rate=30%2026.07 | 1.0368 | |
| MeanMissing Rate=40%2026.07 | 1.0426 | |
| MeanMissing Rate=35%2026.07 | 1.0741 | |
| MeanMissing Rate=30%2026.07 | 1.1178 | |
| GAINMissing Rate=35%2026.07 | 1.149 | |
| MeanMissing Rate=25%2026.07 | 1.1761 | |
| GAINMissing Rate=40%2026.07 | 1.2473 | |
| MeanMissing Rate=20%2026.07 | 1.2548 | |
| MeanMissing Rate=15%2026.07 | 1.3649 | |
| GAINMissing Rate=45%2026.07 | 1.4548 | |
| MeanMissing Rate=10%2026.07 | 1.5296 |