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ResearchFormerly WizWand

Data Imputation on powerplant MAR (test)

0.2831Wasserstein DistanceMissForest
0.238460.539780.84111.14242Jul 3, 2026
Updated 4mo ago

Evaluation results

MethodLinks
MissForestRate=5%2026.070.2831
ProposalRate=5%2026.070.3143
KNNRate=5%2026.070.3478
MICERate=5%2026.070.3577
MissForestRate=10%2026.070.3915
ProposalRate=10%2026.070.4038
PCARate=5%2026.070.4257
VAERate=5%2026.070.4705
ProposalRate=15%2026.070.4733
MissForestRate=15%2026.070.4749
MissForestRate=20%2026.070.4749
ProposalRate=20%2026.070.4765
KNNRate=10%2026.070.4776
MICERate=10%2026.070.4899
MeanRate=5%2026.070.5038
GAINRate=5%2026.070.5226
ProposalRate=25%2026.070.5259
MissForestRate=25%2026.070.5303
GAINRate=10%2026.070.5523
ProposalRate=30%2026.070.5627
PCARate=10%2026.070.5633
KNNRate=15%2026.070.5747
KNNRate=20%2026.070.5747
ProposalRate=35%2026.070.5813
ProposalRate=45%2026.070.5862
MICERate=15%2026.070.5918
MICERate=20%2026.070.5918
ProposalRate=40%2026.070.6026
MissForestRate=30%2026.070.6165
KNNRate=25%2026.070.6571
GAINRate=20%2026.070.6618
MICERate=25%2026.070.6782
MeanRate=10%2026.070.6787
GAINRate=15%2026.070.7033
KNNRate=30%2026.070.7499
VAERate=25%2026.070.7535
MissForestRate=35%2026.070.7726
MICERate=30%2026.070.7767
PCARate=15%2026.070.8022
PCARate=20%2026.070.8022
MeanRate=15%2026.070.8026
MeanRate=20%2026.070.8026
GAINRate=30%2026.070.826
VAERate=30%2026.070.8262
KNNRate=35%2026.070.8405
MissForestRate=40%2026.070.8654
MICERate=35%2026.070.8742
GAINRate=35%2026.070.8872
MeanRate=25%2026.070.8987
PCARate=25%2026.070.8987
KNNRate=40%2026.070.9477
MICERate=40%2026.070.9807
GAINRate=25%2026.070.9871
MeanRate=30%2026.070.9882
PCARate=30%2026.070.9882
GAINRate=40%2026.071.0096
PCARate=35%2026.071.0646
MeanRate=35%2026.071.0647
KNNRate=45%2026.071.0737
MICERate=45%2026.071.1005
MeanRate=40%2026.071.1408
PCARate=40%2026.071.1408
MissForestRate=45%2026.071.1684
MeanRate=45%2026.071.2169
PCARate=45%2026.071.2169
GAINRate=45%2026.071.3991