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ResearchFormerly WizWand

Imputation on powerplant MCAR

0.5665RMSEMissForest
0.508020.902761.29751.69224Jul 3, 2026
Updated 4mo ago

Evaluation results

MethodLinks
MissForestMissing Rate=5%2026.070.5665
KNNMissing Rate=5%2026.070.6375
MICEMissing Rate=5%2026.070.6747
MissForestMissing Rate=10%2026.070.6808
KNNMissing Rate=10%2026.070.6941
KNNMissing Rate=15%2026.070.7267
MICEMissing Rate=10%2026.070.7282
MissForestMissing Rate=15%2026.070.7457
MICEMissing Rate=15%2026.070.7557
KNNMissing Rate=20%2026.070.7656
MICEMissing Rate=20%2026.070.7907
KNNMissing Rate=25%2026.070.7964
MICEMissing Rate=25%2026.070.8181
MissForestMissing Rate=20%2026.070.8265
KNNMissing Rate=30%2026.070.839
MICEMissing Rate=30%2026.070.8566
ProposalMissing Rate=5%2026.070.858
KNNMissing Rate=35%2026.070.8839
MICEMissing Rate=35%2026.070.8984
ProposalMissing Rate=10%2026.070.923
KNNMissing Rate=40%2026.070.9245
GAINMissing Rate=20%2026.070.9247
MissForestMissing Rate=25%2026.070.9323
MICEMissing Rate=40%2026.070.933
MissForestMissing Rate=30%2026.070.9632
KNNMissing Rate=45%2026.070.9652
MICEMissing Rate=45%2026.070.9688
GAINMissing Rate=25%2026.070.9752
MissForestMissing Rate=40%2026.070.9931
MeanMissing Rate=25%2026.071.001
PCAMissing Rate=25%2026.071.001
MeanMissing Rate=20%2026.071.0043
PCAMissing Rate=20%2026.071.0043
MeanMissing Rate=15%2026.071.0047
PCAMissing Rate=15%2026.071.0047
MeanMissing Rate=30%2026.071.0047
PCAMissing Rate=30%2026.071.0047
MeanMissing Rate=5%2026.071.0052
MeanMissing Rate=45%2026.071.0072
PCAMissing Rate=45%2026.071.0072
MeanMissing Rate=35%2026.071.0087
PCAMissing Rate=35%2026.071.0087
MeanMissing Rate=40%2026.071.0098
PCAMissing Rate=40%2026.071.0098
GAINMissing Rate=30%2026.071.0106
GAINMissing Rate=10%2026.071.0113
MeanMissing Rate=10%2026.071.0122
MissForestMissing Rate=35%2026.071.0247
ProposalMissing Rate=15%2026.071.0318
MissForestMissing Rate=45%2026.071.0425
PCAMissing Rate=10%2026.071.0465
ProposalMissing Rate=20%2026.071.0819
GAINMissing Rate=35%2026.071.0842
PCAMissing Rate=5%2026.071.1198
ProposalMissing Rate=25%2026.071.1267
GAINMissing Rate=40%2026.071.1633
ProposalMissing Rate=30%2026.071.1802
GAINMissing Rate=5%2026.071.2295
ProposalMissing Rate=35%2026.071.2428
ProposalMissing Rate=40%2026.071.3072
ProposalMissing Rate=45%2026.071.3875
GAINMissing Rate=45%2026.071.6922
GAINMissing Rate=15%2026.071.6948
VAEMissing Rate=10%2026.072.0285