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ResearchFormerly WizWand

Imputation on powerplant MNAR

0.5321RMSEMissForest
0.4824520.8175761.15271.487824Jul 3, 2026
Updated 3mo ago

Evaluation results

MethodLinks
MissForestMissing Rate=10%2026.070.5321
MissForestMissing Rate=15%2026.070.605
KNNMissing Rate=10%2026.070.6975
KNNMissing Rate=15%2026.070.6988
MissForestMissing Rate=20%2026.070.7
KNNMissing Rate=20%2026.070.7209
KNNMissing Rate=25%2026.070.7352
KNNMissing Rate=30%2026.070.7532
MICEMissing Rate=10%2026.070.7582
GAINMissing Rate=25%2026.070.7711
MICEMissing Rate=15%2026.070.7799
KNNMissing Rate=35%2026.070.7915
MissForestMissing Rate=25%2026.070.8009
MICEMissing Rate=20%2026.070.8087
MICEMissing Rate=25%2026.070.8252
KNNMissing Rate=40%2026.070.828
MICEMissing Rate=30%2026.070.839
MICEMissing Rate=35%2026.070.8558
GAINMissing Rate=30%2026.070.8691
GAINMissing Rate=20%2026.070.8755
KNNMissing Rate=45%2026.070.8759
MICEMissing Rate=40%2026.070.8789
MICEMissing Rate=45%2026.070.9049
ProposalMissing Rate=10%2026.070.9268
KNNMissing Rate=5%2026.070.9569
MissForestMissing Rate=40%2026.070.9576
MissForestMissing Rate=30%2026.070.9642
MICEMissing Rate=5%2026.070.9665
MeanMissing Rate=45%2026.070.9764
PCAMissing Rate=45%2026.070.9764
MeanMissing Rate=40%2026.070.9795
PCAMissing Rate=40%2026.070.9795
ProposalMissing Rate=15%2026.070.9823
MeanMissing Rate=35%2026.070.9892
PCAMissing Rate=35%2026.070.9892
MeanMissing Rate=5%2026.071.0028
PCAMissing Rate=5%2026.071.0028
GAINMissing Rate=5%2026.071.007
GAINMissing Rate=35%2026.071.0071
MeanMissing Rate=30%2026.071.0085
PCAMissing Rate=30%2026.071.0085
MissForestMissing Rate=35%2026.071.0279
ProposalMissing Rate=20%2026.071.0316
MeanMissing Rate=25%2026.071.0337
PCAMissing Rate=25%2026.071.0337
GAINMissing Rate=40%2026.071.047
MissForestMissing Rate=5%2026.071.052
MeanMissing Rate=20%2026.071.0637
PCAMissing Rate=20%2026.071.0637
ProposalMissing Rate=25%2026.071.0914
PCAMissing Rate=10%2026.071.1006
MeanMissing Rate=15%2026.071.1061
PCAMissing Rate=15%2026.071.1061
ProposalMissing Rate=30%2026.071.1234
MissForestMissing Rate=45%2026.071.1382
GAINMissing Rate=45%2026.071.1427
MeanMissing Rate=10%2026.071.1651
ProposalMissing Rate=35%2026.071.1686
ProposalMissing Rate=40%2026.071.2794
ProposalMissing Rate=45%2026.071.3142
ProposalMissing Rate=5%2026.071.3558
GAINMissing Rate=10%2026.071.3763
GAINMissing Rate=15%2026.071.7733