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ResearchFormerly WizWand

Data Imputation on Energy dataset MNAR (RMSE)

0.2313RMSEMissForest
0.1861040.4911770.796251.101323Jul 3, 2026
Updated 4mo ago

Evaluation results

MethodLinks
MissForestMissing Rate=10%2026.070.2313
MissForestMissing Rate=15%2026.070.2484
MissForestMissing Rate=20%2026.070.2769
ProposalMissing Rate=20%2026.070.3064
ProposalMissing Rate=15%2026.070.3108
ProposalMissing Rate=25%2026.070.3165
MissForestMissing Rate=25%2026.070.3316
ProposalMissing Rate=10%2026.070.3368
ProposalMissing Rate=30%2026.070.3422
MissForestMissing Rate=30%2026.070.4182
ProposalMissing Rate=35%2026.070.421
MissForestMissing Rate=35%2026.070.5012
KNNMissing Rate=25%2026.070.5117
KNNMissing Rate=20%2026.070.519
KNNMissing Rate=30%2026.070.52
KNNMissing Rate=35%2026.070.546
KNNMissing Rate=15%2026.070.5461
ProposalMissing Rate=40%2026.070.559
KNNMissing Rate=40%2026.070.5884
KNNMissing Rate=10%2026.070.6027
MissForestMissing Rate=40%2026.070.6104
MICEMissing Rate=15%2026.070.6112
MICEMissing Rate=20%2026.070.6198
MICEMissing Rate=10%2026.070.6362
VAEMissing Rate=10%2026.070.6495
MICEMissing Rate=25%2026.070.6495
KNNMissing Rate=45%2026.070.6577
GAINMissing Rate=15%2026.070.6675
MICEMissing Rate=30%2026.070.6864
KNNMissing Rate=5%2026.070.7101
MICEMissing Rate=35%2026.070.7265
MissForestMissing Rate=45%2026.070.7349
GAINMissing Rate=20%2026.070.7399
ProposalMissing Rate=45%2026.070.7511
MICEMissing Rate=40%2026.070.7727
GAINMissing Rate=25%2026.070.7905
GAINMissing Rate=10%2026.070.8039
MICEMissing Rate=45%2026.070.8272
MissForestMissing Rate=5%2026.070.8309
MICEMissing Rate=5%2026.070.832
VAEMissing Rate=15%2026.070.8799
PCAMissing Rate=45%2026.070.9007
PCAMissing Rate=40%2026.070.9191
PCAMissing Rate=5%2026.070.9221
PCAMissing Rate=30%2026.070.9221
PCAMissing Rate=25%2026.070.9313
PCAMissing Rate=20%2026.070.9382
PCAMissing Rate=15%2026.070.94
PCAMissing Rate=35%2026.070.9431
ProposalMissing Rate=5%2026.070.97
PCAMissing Rate=10%2026.070.981
MeanMissing Rate=45%2026.070.9816
GAINMissing Rate=5%2026.070.9893
MeanMissing Rate=40%2026.070.992
MeanMissing Rate=5%2026.070.9947
MeanMissing Rate=35%2026.071.0128
MeanMissing Rate=30%2026.071.0453
GAINMissing Rate=35%2026.071.0835
MeanMissing Rate=25%2026.071.0891
GAINMissing Rate=30%2026.071.1245
GAINMissing Rate=45%2026.071.1393
MeanMissing Rate=20%2026.071.1502
GAINMissing Rate=40%2026.071.1634
MeanMissing Rate=15%2026.071.2339
MeanMissing Rate=10%2026.071.3612