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ResearchFormerly WizWand

Data Imputation on finance MCAR

0.018RMSEMissForest
-0.0214640.2449180.51130.777682Jul 3, 2026
Updated 3mo ago

Evaluation results

MethodLinks
MissForestMissing Rate=5%2026.070.018
MissForestMissing Rate=10%2026.070.018
MissForestMissing Rate=15%2026.070.0226
MissForestMissing Rate=20%2026.070.0265
MissForestMissing Rate=25%2026.070.0325
ProposalMissing Rate=5%2026.070.0436
ProposalMissing Rate=10%2026.070.0447
ProposalMissing Rate=15%2026.070.0448
ProposalMissing Rate=20%2026.070.0448
ProposalMissing Rate=25%2026.070.0457
MissForestMissing Rate=30%2026.070.0462
ProposalMissing Rate=30%2026.070.0466
ProposalMissing Rate=35%2026.070.05
ProposalMissing Rate=40%2026.070.059
KNNMissing Rate=5%2026.070.0638
KNNMissing Rate=10%2026.070.0644
KNNMissing Rate=15%2026.070.0648
KNNMissing Rate=20%2026.070.0655
KNNMissing Rate=25%2026.070.0663
KNNMissing Rate=30%2026.070.0675
KNNMissing Rate=35%2026.070.0699
KNNMissing Rate=40%2026.070.0783
MissForestMissing Rate=35%2026.070.0832
MICEMissing Rate=5%2026.070.1573
MICEMissing Rate=10%2026.070.1689
MissForestMissing Rate=40%2026.070.1797
MICEMissing Rate=15%2026.070.1832
KNNMissing Rate=45%2026.070.1967
MICEMissing Rate=20%2026.070.2024
MICEMissing Rate=25%2026.070.2309
ProposalMissing Rate=45%2026.070.2578
MICEMissing Rate=30%2026.070.2796
PCAMissing Rate=5%2026.070.2797
GAINMissing Rate=15%2026.070.283
PCAMissing Rate=10%2026.070.2849
PCAMissing Rate=15%2026.070.2908
PCAMissing Rate=20%2026.070.2996
GAINMissing Rate=5%2026.070.3061
GAINMissing Rate=25%2026.070.322
GAINMissing Rate=10%2026.070.3235
GAINMissing Rate=20%2026.070.3251
PCAMissing Rate=25%2026.070.3272
PCAMissing Rate=30%2026.070.3464
MICEMissing Rate=35%2026.070.361
PCAMissing Rate=35%2026.070.3831
GAINMissing Rate=30%2026.070.3893
PCAMissing Rate=40%2026.070.458
MissForestMissing Rate=45%2026.070.4584
MICEMissing Rate=40%2026.070.4995
GAINMissing Rate=35%2026.070.501
GAINMissing Rate=40%2026.070.5872
PCAMissing Rate=45%2026.070.6664
GAINMissing Rate=45%2026.070.7551
MICEMissing Rate=45%2026.070.7925
MeanMissing Rate=10%2026.071.0018
MeanMissing Rate=15%2026.071.0023
MeanMissing Rate=5%2026.071.0026
MeanMissing Rate=20%2026.071.0028
MeanMissing Rate=30%2026.071.0029
MeanMissing Rate=25%2026.071.0031
MeanMissing Rate=35%2026.071.0035
MeanMissing Rate=40%2026.071.0043
MeanMissing Rate=45%2026.071.0046