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ResearchFormerly WizWand

Data Imputation on finance MNAR

0.027RMSEMissForest
-0.0331040.3725980.77831.184002Jul 3, 2026
Updated 3mo ago

Evaluation results

MethodLinks
MissForestMissing Rate=10%2026.070.027
MissForestMissing Rate=15%2026.070.0305
MissForestMissing Rate=20%2026.070.0358
MissForestMissing Rate=25%2026.070.0458
ProposalMissing Rate=25%2026.070.0501
ProposalMissing Rate=30%2026.070.0505
ProposalMissing Rate=20%2026.070.0507
ProposalMissing Rate=15%2026.070.0517
ProposalMissing Rate=35%2026.070.0518
ProposalMissing Rate=10%2026.070.0551
MissForestMissing Rate=30%2026.070.0573
ProposalMissing Rate=40%2026.070.0701
KNNMissing Rate=30%2026.070.0745
KNNMissing Rate=25%2026.070.0752
KNNMissing Rate=35%2026.070.0758
KNNMissing Rate=20%2026.070.0769
KNNMissing Rate=15%2026.070.0797
KNNMissing Rate=10%2026.070.0854
KNNMissing Rate=40%2026.070.0895
MissForestMissing Rate=35%2026.070.1026
KNNMissing Rate=45%2026.070.1595
ProposalMissing Rate=45%2026.070.1792
MissForestMissing Rate=40%2026.070.1797
KNNMissing Rate=5%2026.070.1915
MICEMissing Rate=10%2026.070.2208
MICEMissing Rate=15%2026.070.2684
ProposalMissing Rate=5%2026.070.2687
MICEMissing Rate=20%2026.070.3285
MissForestMissing Rate=45%2026.070.3334
PCAMissing Rate=20%2026.070.3377
GAINMissing Rate=15%2026.070.3384
PCAMissing Rate=15%2026.070.3407
PCAMissing Rate=10%2026.070.3491
GAINMissing Rate=10%2026.070.364
PCAMissing Rate=25%2026.070.3677
PCAMissing Rate=30%2026.070.3838
MICEMissing Rate=25%2026.070.3909
MissForestMissing Rate=5%2026.070.4008
PCAMissing Rate=35%2026.070.4341
MICEMissing Rate=30%2026.070.4687
GAINMissing Rate=20%2026.070.4887
PCAMissing Rate=40%2026.070.5275
MICEMissing Rate=35%2026.070.5547
PCAMissing Rate=5%2026.070.6413
MICEMissing Rate=40%2026.070.6487
PCAMissing Rate=45%2026.070.6778
MICEMissing Rate=45%2026.070.7605
GAINMissing Rate=25%2026.070.7647
MICEMissing Rate=5%2026.070.7709
MeanMissing Rate=5%2026.071.0001
GAINMissing Rate=5%2026.071.0012
MeanMissing Rate=45%2026.071.0211
GAINMissing Rate=30%2026.071.0368
MeanMissing Rate=40%2026.071.0426
MeanMissing Rate=35%2026.071.0741
MeanMissing Rate=30%2026.071.1178
GAINMissing Rate=35%2026.071.149
MeanMissing Rate=25%2026.071.1761
GAINMissing Rate=40%2026.071.2473
MeanMissing Rate=20%2026.071.2548
MeanMissing Rate=15%2026.071.3649
GAINMissing Rate=45%2026.071.4548
MeanMissing Rate=10%2026.071.5296