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ResearchFormerly WizWand

Data Imputation on finance MCAR (Wasserstein Distance)

0.1514Wasserstein DistanceMissForest
0.060.676951.29391.91085Jul 3, 2026
Updated 3mo ago

Evaluation results

MethodLinks
MissForestRate=5%2026.070.1514
MissForestRate=10%2026.070.1945
MissForestRate=15%2026.070.2303
MissForestRate=20%2026.070.2628
ProposalRate=5%2026.070.2814
MissForestRate=25%2026.070.3085
KNNRate=5%2026.070.3406
ProposalRate=10%2026.070.3498
MissForestRate=30%2026.070.3776
ProposalRate=15%2026.070.4046
KNNRate=10%2026.070.4348
ProposalRate=20%2026.070.4399
ProposalRate=25%2026.070.4701
MissForestRate=35%2026.070.4879
KNNRate=15%2026.070.5009
ProposalRate=30%2026.070.503
ProposalRate=35%2026.070.528
KNNRate=20%2026.070.5458
ProposalRate=40%2026.070.5531
MICERate=5%2026.070.5601
KNNRate=25%2026.070.5786
KNNRate=30%2026.070.6083
ProposalRate=45%2026.070.6361
KNNRate=35%2026.070.6391
KNNRate=40%2026.070.6674
MissForestRate=40%2026.070.7049
MICERate=10%2026.070.715
PCARate=5%2026.070.7548
GAINRate=5%2026.070.7599
KNNRate=45%2026.070.8231
MICERate=15%2026.070.8249
PCARate=10%2026.070.9278
MICERate=20%2026.070.9312
GAINRate=10%2026.070.9711
GAINRate=15%2026.071.0207
MICERate=25%2026.071.0468
PCARate=15%2026.071.048
PCARate=20%2026.071.1416
GAINRate=20%2026.071.175
MICERate=30%2026.071.182
MissForestRate=45%2026.071.1885
GAINRate=25%2026.071.2373
PCARate=25%2026.071.2506
PCARate=30%2026.071.3296
MICERate=35%2026.071.3675
MeanRate=5%2026.071.4133
GAINRate=30%2026.071.4173
PCARate=35%2026.071.4203
PCARate=40%2026.071.5475
MICERate=40%2026.071.6351
GAINRate=35%2026.071.6644
MeanRate=10%2026.071.6862
GAINRate=40%2026.071.8487
MeanRate=15%2026.071.8629
PCARate=45%2026.071.8855
MeanRate=20%2026.071.9976
GAINRate=45%2026.072.0928
MICERate=45%2026.072.1138
MeanRate=25%2026.072.1192
MeanRate=30%2026.072.2138
MeanRate=35%2026.072.2928
MeanRate=40%2026.072.3687
MeanRate=45%2026.072.4364