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ResearchFormerly WizWand

Imputation on Wine MNAR

0.8058Wasserstein DistanceMissForest
0.7718081.0012541.23071.460146Jul 3, 2026
Updated 3mo ago

Evaluation results

MethodLinks
MissForestRate=10%2026.070.8058
MICERate=10%2026.070.8631
ProposalRate=10%2026.070.8879
GAINRate=10%2026.070.9108
KNNRate=10%2026.070.9218
PCARate=10%2026.070.9647
MeanRate=10%2026.071.0044
MissForestRate=15%2026.071.0054
ProposalRate=15%2026.071.0668
MICERate=15%2026.071.0672
KNNRate=15%2026.071.1105
GAINRate=15%2026.071.1298
PCARate=15%2026.071.1436
MissForestRate=20%2026.071.1448
ProposalRate=20%2026.071.1675
MICERate=20%2026.071.1934
MeanRate=15%2026.071.2026
KNNRate=20%2026.071.2128
ProposalRate=25%2026.071.221
MissForestRate=25%2026.071.2288
PCARate=20%2026.071.2367
GAINRate=20%2026.071.2459
ProposalRate=30%2026.071.2636
KNNRate=25%2026.071.2803
MICERate=25%2026.071.2907
MissForestRate=30%2026.071.2964
ProposalRate=35%2026.071.3043
PCARate=25%2026.071.3089
MeanRate=20%2026.071.314
GAINRate=25%2026.071.322
KNNRate=30%2026.071.3296
ProposalRate=40%2026.071.344
MissForestRate=35%2026.071.3489
GAINRate=30%2026.071.3604
PCARate=30%2026.071.3628
MICERate=30%2026.071.3681
KNNRate=35%2026.071.372
ProposalRate=5%2026.071.3812
ProposalRate=45%2026.071.387
MeanRate=25%2026.071.3893
MissForestRate=40%2026.071.405
KNNRate=40%2026.071.4164
PCARate=35%2026.071.4195
GAINRate=35%2026.071.4271
MICERate=35%2026.071.4406
MissForestRate=45%2026.071.444
MeanRate=30%2026.071.4463
MissForestRate=5%2026.071.4711
KNNRate=45%2026.071.4725
PCARate=40%2026.071.479
MeanRate=35%2026.071.4977
MICERate=40%2026.071.5089
MeanRate=40%2026.071.5465
PCARate=45%2026.071.5486
GAINRate=40%2026.071.5566
KNNRate=5%2026.071.5589
MICERate=45%2026.071.5762
GAINRate=5%2026.071.577
GAINRate=45%2026.071.5921
MICERate=5%2026.071.6006
MeanRate=45%2026.071.603
PCARate=5%2026.071.6219
MeanRate=5%2026.071.6556