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ResearchFormerly WizWand

Data Imputation on finance (MAR)

0.0197RMSEMissForest
-0.0232320.2665590.556350.846141Jul 3, 2026
Updated 3mo ago

Evaluation results

MethodLinks
MissForestMissing Rate=5%2026.070.0197
MissForestMissing Rate=10%2026.070.0214
MissForestMissing Rate=15%2026.070.0227
MissForestMissing Rate=20%2026.070.0227
MissForestMissing Rate=25%2026.070.0272
MissForestMissing Rate=30%2026.070.0301
MissForestMissing Rate=35%2026.070.0428
ProposalMissing Rate=5%2026.070.0455
ProposalMissing Rate=10%2026.070.0457
ProposalMissing Rate=15%2026.070.0462
ProposalMissing Rate=20%2026.070.0462
ProposalMissing Rate=25%2026.070.0463
ProposalMissing Rate=30%2026.070.0464
ProposalMissing Rate=35%2026.070.0473
ProposalMissing Rate=40%2026.070.049
ProposalMissing Rate=45%2026.070.0631
KNNMissing Rate=25%2026.070.0669
KNNMissing Rate=15%2026.070.067
KNNMissing Rate=20%2026.070.067
KNNMissing Rate=30%2026.070.0671
KNNMissing Rate=10%2026.070.0676
KNNMissing Rate=35%2026.070.0679
KNNMissing Rate=5%2026.070.0686
KNNMissing Rate=40%2026.070.0699
MissForestMissing Rate=40%2026.070.0712
KNNMissing Rate=45%2026.070.079
MissForestMissing Rate=45%2026.070.1488
MICEMissing Rate=5%2026.070.1645
MICEMissing Rate=10%2026.070.1751
MICEMissing Rate=15%2026.070.1867
MICEMissing Rate=20%2026.070.1867
MICEMissing Rate=25%2026.070.2044
MICEMissing Rate=30%2026.070.2295
MICEMissing Rate=35%2026.070.2711
PCAMissing Rate=5%2026.070.2895
GAINMissing Rate=20%2026.070.2913
GAINMissing Rate=10%2026.070.2934
PCAMissing Rate=10%2026.070.2941
PCAMissing Rate=15%2026.070.299
PCAMissing Rate=20%2026.070.299
PCAMissing Rate=25%2026.070.3061
GAINMissing Rate=15%2026.070.3123
GAINMissing Rate=25%2026.070.3235
GAINMissing Rate=5%2026.070.3256
PCAMissing Rate=30%2026.070.3313
MICEMissing Rate=40%2026.070.3436
PCAMissing Rate=35%2026.070.3474
PCAMissing Rate=40%2026.070.3778
GAINMissing Rate=30%2026.070.4288
PCAMissing Rate=45%2026.070.4395
MICEMissing Rate=45%2026.070.4939
GAINMissing Rate=35%2026.070.5561
GAINMissing Rate=40%2026.070.7879
GAINMissing Rate=45%2026.070.9756
MeanMissing Rate=45%2026.070.9994
MeanMissing Rate=40%2026.071.0013
MeanMissing Rate=35%2026.071.006
MeanMissing Rate=30%2026.071.0143
MeanMissing Rate=25%2026.071.0261
MeanMissing Rate=15%2026.071.0401
MeanMissing Rate=20%2026.071.0401
MeanMissing Rate=10%2026.071.0607
MeanMissing Rate=5%2026.071.093