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ResearchFormerly WizWand

Data Imputation on Energy dataset MAR

0.1217RMSEMissForest
0.0836960.3402230.596750.853277Jul 3, 2026
Updated 4mo ago

Evaluation results

MethodLinks
MissForestMissing Rate=5%2026.070.1217
MissForestMissing Rate=10%2026.070.1565
MissForestMissing Rate=15%2026.070.1964
MissForestMissing Rate=20%2026.070.1964
MissForestMissing Rate=25%2026.070.2497
ProposalMissing Rate=5%2026.070.2502
ProposalMissing Rate=10%2026.070.2552
ProposalMissing Rate=20%2026.070.2598
ProposalMissing Rate=15%2026.070.269
ProposalMissing Rate=25%2026.070.278
ProposalMissing Rate=30%2026.070.2894
MissForestMissing Rate=30%2026.070.3125
ProposalMissing Rate=35%2026.070.3381
MissForestMissing Rate=35%2026.070.399
KNNMissing Rate=5%2026.070.4172
KNNMissing Rate=10%2026.070.4248
ProposalMissing Rate=40%2026.070.4294
KNNMissing Rate=15%2026.070.4324
KNNMissing Rate=20%2026.070.4324
MICEMissing Rate=5%2026.070.4342
KNNMissing Rate=25%2026.070.4389
KNNMissing Rate=30%2026.070.4503
MICEMissing Rate=10%2026.070.4546
VAEMissing Rate=5%2026.070.4632
KNNMissing Rate=35%2026.070.467
MICEMissing Rate=15%2026.070.4768
MICEMissing Rate=20%2026.070.4768
KNNMissing Rate=40%2026.070.4962
MICEMissing Rate=25%2026.070.4969
MissForestMissing Rate=40%2026.070.5014
VAEMissing Rate=10%2026.070.5214
MICEMissing Rate=30%2026.070.5267
MICEMissing Rate=35%2026.070.5649
KNNMissing Rate=45%2026.070.5668
GAINMissing Rate=10%2026.070.58
GAINMissing Rate=5%2026.070.6065
GAINMissing Rate=25%2026.070.6098
MICEMissing Rate=40%2026.070.6214
GAINMissing Rate=15%2026.070.6344
MissForestMissing Rate=45%2026.070.6442
ProposalMissing Rate=45%2026.070.6443
GAINMissing Rate=20%2026.070.6794
MICEMissing Rate=45%2026.070.7107
GAINMissing Rate=30%2026.070.7369
GAINMissing Rate=35%2026.070.759
PCAMissing Rate=35%2026.070.8256
GAINMissing Rate=40%2026.070.828
PCAMissing Rate=40%2026.070.8408
PCAMissing Rate=30%2026.070.8602
PCAMissing Rate=45%2026.070.8733
PCAMissing Rate=25%2026.070.8849
PCAMissing Rate=10%2026.070.9117
PCAMissing Rate=5%2026.070.9137
PCAMissing Rate=15%2026.070.916
PCAMissing Rate=20%2026.070.916
GAINMissing Rate=45%2026.070.929
MeanMissing Rate=45%2026.070.9961
MeanMissing Rate=40%2026.070.9989
MeanMissing Rate=35%2026.071.0043
MeanMissing Rate=30%2026.071.0137
MeanMissing Rate=25%2026.071.0243
MeanMissing Rate=15%2026.071.0372
MeanMissing Rate=20%2026.071.0372
MeanMissing Rate=10%2026.071.05
MeanMissing Rate=5%2026.071.0718