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ResearchFormerly WizWand

Imputation on powerplant MAR

0.5099RMSEMissForest
-1,375.0887687,910.20224117,195.4932526,480.784259Jul 3, 2026
Updated 3mo ago

Evaluation results

MethodLinks
MissForestMissing Rate=5%2026.070.5099
KNNMissing Rate=5%2026.070.6257
MissForestMissing Rate=10%2026.070.6284
KNNMissing Rate=10%2026.070.6592
MICEMissing Rate=5%2026.070.6725
KNNMissing Rate=15%2026.070.6962
KNNMissing Rate=20%2026.070.6962
MICEMissing Rate=10%2026.070.6984
MissForestMissing Rate=15%2026.070.7118
MissForestMissing Rate=20%2026.070.7118
MICEMissing Rate=15%2026.070.7288
MICEMissing Rate=20%2026.070.7288
KNNMissing Rate=25%2026.070.7353
MICEMissing Rate=25%2026.070.7671
MissForestMissing Rate=25%2026.070.7737
KNNMissing Rate=30%2026.070.7859
MICEMissing Rate=30%2026.070.8111
KNNMissing Rate=35%2026.070.8214
GAINMissing Rate=20%2026.070.8334
MissForestMissing Rate=30%2026.070.8385
MICEMissing Rate=35%2026.070.8463
ProposalMissing Rate=5%2026.070.8511
KNNMissing Rate=40%2026.070.8677
GAINMissing Rate=35%2026.070.8755
MICEMissing Rate=40%2026.070.8929
GAINMissing Rate=10%2026.070.8972
ProposalMissing Rate=10%2026.070.9041
GAINMissing Rate=30%2026.070.9091
KNNMissing Rate=45%2026.070.9152
MICEMissing Rate=45%2026.070.933
MissForestMissing Rate=40%2026.070.9581
ProposalMissing Rate=15%2026.070.9689
ProposalMissing Rate=20%2026.070.9772
MissForestMissing Rate=35%2026.070.9829
GAINMissing Rate=40%2026.070.9841
MeanMissing Rate=25%2026.070.9892
PCAMissing Rate=25%2026.070.9892
MeanMissing Rate=30%2026.070.9914
PCAMissing Rate=30%2026.070.9914
MeanMissing Rate=15%2026.070.9917
PCAMissing Rate=15%2026.070.9917
MeanMissing Rate=20%2026.070.9917
PCAMissing Rate=20%2026.070.9917
MeanMissing Rate=35%2026.070.9919
PCAMissing Rate=35%2026.070.9919
MeanMissing Rate=10%2026.070.9922
MeanMissing Rate=40%2026.070.9962
PCAMissing Rate=40%2026.070.9962
MeanMissing Rate=45%2026.071.0021
PCAMissing Rate=45%2026.071.0021
MeanMissing Rate=5%2026.071.0064
PCAMissing Rate=10%2026.071.0225
ProposalMissing Rate=25%2026.071.038
PCAMissing Rate=5%2026.071.0818
GAINMissing Rate=15%2026.071.1041
ProposalMissing Rate=30%2026.071.1107
ProposalMissing Rate=35%2026.071.1586
VAEMissing Rate=25%2026.071.1667
GAINMissing Rate=5%2026.071.2243
ProposalMissing Rate=40%2026.071.2403
GAINMissing Rate=25%2026.071.254
GAINMissing Rate=45%2026.071.3011
VAEMissing Rate=30%2026.071.3215
MissForestMissing Rate=45%2026.071.3216
ProposalMissing Rate=45%2026.071.3582
VAEMissing Rate=5%2026.071.6748
VAEMissing Rate=35%2026.0734,390.4766