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ResearchFormerly WizWand

Imputation on Wine MCAR

0.6069Wasserstein DistanceMissForest
0.564840.8487451.132651.416555Jul 3, 2026
Updated 3mo ago

Evaluation results

MethodLinks
MissForestRate=5%2026.070.6069
MICERate=5%2026.070.6592
KNNRate=5%2026.070.7224
GAINRate=5%2026.070.7613
ProposalRate=5%2026.070.7772
MeanRate=5%2026.070.8077
MissForestRate=10%2026.070.838
MICERate=10%2026.070.8905
KNNRate=10%2026.070.9422
PCARate=5%2026.070.9515
MissForestRate=15%2026.070.9882
GAINRate=10%2026.070.9933
ProposalRate=10%2026.071.0047
MICERate=15%2026.071.0352
MeanRate=10%2026.071.0463
KNNRate=15%2026.071.0737
MissForestRate=20%2026.071.078
PCARate=10%2026.071.1133
ProposalRate=15%2026.071.1181
GAINRate=15%2026.071.1221
MICERate=20%2026.071.1356
MissForestRate=25%2026.071.1491
KNNRate=20%2026.071.1608
PCARate=15%2026.071.1723
MeanRate=15%2026.071.184
MissForestRate=30%2026.071.1937
ProposalRate=20%2026.071.203
GAINRate=20%2026.071.2087
PCARate=20%2026.071.2165
MICERate=25%2026.071.2178
KNNRate=25%2026.071.2304
MissForestRate=35%2026.071.2493
ProposalRate=25%2026.071.254
PCARate=25%2026.071.2679
GAINRate=25%2026.071.2679
MeanRate=20%2026.071.2776
MICERate=30%2026.071.2863
KNNRate=30%2026.071.2882
ProposalRate=30%2026.071.307
MissForestRate=40%2026.071.3104
PCARate=30%2026.071.3348
ProposalRate=35%2026.071.3362
KNNRate=35%2026.071.3487
MeanRate=25%2026.071.353
GAINRate=30%2026.071.3602
MICERate=35%2026.071.3664
GAINRate=35%2026.071.3743
ProposalRate=45%2026.071.3768
ProposalRate=40%2026.071.3968
PCARate=35%2026.071.4111
MeanRate=30%2026.071.4192
KNNRate=40%2026.071.43
MICERate=40%2026.071.4669
MissForestRate=45%2026.071.4767
MeanRate=35%2026.071.4859
PCARate=40%2026.071.5034
GAINRate=40%2026.071.5175
KNNRate=45%2026.071.5538
MeanRate=40%2026.071.5633
MICERate=45%2026.071.5954
PCARate=45%2026.071.6204
MeanRate=45%2026.071.654
GAINRate=45%2026.071.6584