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ResearchFormerly WizWand

Data Imputation on energy MNAR

0.3714Wasserstein DistanceMissForest
0.3040880.7584441.21281.667156Jul 3, 2026
Updated 3mo ago

Evaluation results

MethodLinks
MissForestRate=10%2026.070.3714
ProposalRate=10%2026.070.5275
MissForestRate=15%2026.070.5346
MissForestRate=20%2026.070.6719
ProposalRate=15%2026.070.6726
VAERate=10%2026.070.6778
ProposalRate=20%2026.070.7603
KNNRate=10%2026.070.8098
MICERate=10%2026.070.8267
MissForestRate=25%2026.070.828
ProposalRate=25%2026.070.8326
ProposalRate=30%2026.070.8879
VAERate=15%2026.070.9207
PCARate=10%2026.070.9583
ProposalRate=35%2026.070.961
GAINRate=10%2026.070.9811
MissForestRate=30%2026.071
KNNRate=15%2026.071.0029
MICERate=15%2026.071.0528
ProposalRate=40%2026.071.0645
KNNRate=20%2026.071.1158
GAINRate=15%2026.071.1291
MissForestRate=35%2026.071.1631
ProposalRate=5%2026.071.1665
MICERate=20%2026.071.2033
KNNRate=25%2026.071.2036
ProposalRate=45%2026.071.2065
PCARate=15%2026.071.2191
KNNRate=30%2026.071.2785
MeanRate=10%2026.071.2797
MissForestRate=40%2026.071.3215
MICERate=25%2026.071.3278
GAINRate=20%2026.071.3409
KNNRate=35%2026.071.3512
PCARate=20%2026.071.3775
KNNRate=40%2026.071.4256
MICERate=30%2026.071.4375
GAINRate=25%2026.071.4611
MissForestRate=45%2026.071.4727
PCARate=25%2026.071.489
KNNRate=45%2026.071.5117
MissForestRate=5%2026.071.5148
MeanRate=15%2026.071.5205
MICERate=35%2026.071.5362
KNNRate=5%2026.071.5531
PCARate=30%2026.071.5642
MICERate=40%2026.071.6301
MeanRate=20%2026.071.6515
PCARate=35%2026.071.6562
GAINRate=30%2026.071.7106
PCARate=40%2026.071.7141
MICERate=45%2026.071.7305
MeanRate=25%2026.071.7428
PCARate=45%2026.071.7741
MICERate=5%2026.071.781
MeanRate=30%2026.071.8139
GAINRate=35%2026.071.87
MeanRate=35%2026.071.8735
PCARate=5%2026.071.8949
MeanRate=40%2026.071.9286
GAINRate=40%2026.071.9737
GAINRate=45%2026.071.9798
GAINRate=5%2026.071.9801
MeanRate=45%2026.071.9839
MeanRate=5%2026.072.0542