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ResearchFormerly WizWand

Data Imputation on powerplant MCAR (test)

0.2841Wasserstein DistanceMissForest
0.2318280.5846640.93751.290336Jul 3, 2026
Updated 3mo ago

Evaluation results

MethodLinks
MissForestRate=5%2026.070.2841
ProposalRate=5%2026.070.3059
KNNRate=5%2026.070.3396
MICERate=5%2026.070.349
MissForestRate=10%2026.070.3829
ProposalRate=10%2026.070.3859
PCARate=5%2026.070.4107
ProposalRate=15%2026.070.4524
MissForestRate=15%2026.070.4622
KNNRate=10%2026.070.4758
MeanRate=5%2026.070.4808
MICERate=10%2026.070.4869
ProposalRate=20%2026.070.4883
GAINRate=5%2026.070.5069
ProposalRate=25%2026.070.5131
MissForestRate=20%2026.070.5291
ProposalRate=30%2026.070.5322
PCARate=10%2026.070.5339
ProposalRate=35%2026.070.5515
ProposalRate=40%2026.070.5533
ProposalRate=45%2026.070.5627
KNNRate=15%2026.070.5696
VAERate=10%2026.070.5718
MICERate=15%2026.070.5859
GAINRate=10%2026.070.589
MissForestRate=25%2026.070.6188
KNNRate=20%2026.070.6543
MeanRate=10%2026.070.6583
MICERate=20%2026.070.6768
MissForestRate=30%2026.070.707
KNNRate=25%2026.070.7363
MICERate=25%2026.070.7621
PCARate=15%2026.070.7846
MeanRate=15%2026.070.7847
GAINRate=20%2026.070.7962
GAINRate=25%2026.070.8186
MissForestRate=35%2026.070.8313
KNNRate=30%2026.070.8331
MICERate=30%2026.070.8598
MeanRate=20%2026.070.8858
PCARate=20%2026.070.8858
KNNRate=35%2026.070.9485
MICERate=35%2026.070.9703
PCARate=25%2026.070.9739
MeanRate=25%2026.070.974
MissForestRate=40%2026.070.9865
GAINRate=15%2026.071.0361
MeanRate=30%2026.071.0587
PCARate=30%2026.071.0587
GAINRate=30%2026.071.0629
KNNRate=40%2026.071.0799
GAINRate=35%2026.071.0955
MICERate=40%2026.071.0967
MeanRate=35%2026.071.1408
PCARate=35%2026.071.1409
MissForestRate=45%2026.071.2036
MeanRate=40%2026.071.2204
PCARate=40%2026.071.2204
KNNRate=45%2026.071.2205
GAINRate=40%2026.071.2297
MICERate=45%2026.071.2316
MeanRate=45%2026.071.2958
PCARate=45%2026.071.2958
GAINRate=45%2026.071.5909