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ResearchFormerly WizWand

Data Imputation on finance MNAR (Wasserstein Distance)

0.174Wasserstein DistanceMissForest
0.0737440.7504721.42722.103928Jul 3, 2026
Updated 3mo ago

Evaluation results

MethodLinks
MissForestRate=10%2026.070.174
MissForestRate=15%2026.070.2267
MissForestRate=20%2026.070.2673
ProposalRate=10%2026.070.3053
MissForestRate=25%2026.070.3197
ProposalRate=15%2026.070.3757
MissForestRate=30%2026.070.3806
KNNRate=10%2026.070.3824
ProposalRate=20%2026.070.4357
ProposalRate=25%2026.070.463
KNNRate=15%2026.070.4781
MissForestRate=35%2026.070.4807
ProposalRate=30%2026.070.4951
ProposalRate=35%2026.070.5184
KNNRate=20%2026.070.5322
ProposalRate=40%2026.070.5386
KNNRate=25%2026.070.572
KNNRate=30%2026.070.5988
ProposalRate=45%2026.070.614
MissForestRate=40%2026.070.6207
KNNRate=35%2026.070.6269
MICERate=10%2026.070.6333
KNNRate=40%2026.070.6616
ProposalRate=5%2026.070.6739
KNNRate=45%2026.070.74
MICERate=15%2026.070.8212
PCARate=10%2026.070.8317
KNNRate=5%2026.070.8408
GAINRate=10%2026.070.8452
MissForestRate=45%2026.070.93
MICERate=20%2026.070.992
GAINRate=15%2026.071.0002
PCARate=15%2026.071.0054
PCARate=20%2026.071.1174
MissForestRate=5%2026.071.1394
MICERate=25%2026.071.1397
GAINRate=20%2026.071.2299
PCARate=25%2026.071.2426
MICERate=30%2026.071.2931
PCARate=30%2026.071.3162
PCARate=35%2026.071.4013
MICERate=35%2026.071.4768
PCARate=40%2026.071.5281
GAINRate=25%2026.071.5459
MeanRate=10%2026.071.6059
MICERate=40%2026.071.6672
PCARate=45%2026.071.763
MeanRate=15%2026.071.835
PCARate=5%2026.071.8716
GAINRate=30%2026.071.8797
MICERate=45%2026.071.9127
MeanRate=20%2026.071.9876
MeanRate=25%2026.072.0931
MICERate=5%2026.072.1037
GAINRate=35%2026.072.1364
MeanRate=30%2026.072.1723
MeanRate=35%2026.072.2552
GAINRate=40%2026.072.3184
MeanRate=40%2026.072.3278
MeanRate=45%2026.072.397
GAINRate=5%2026.072.408
MeanRate=5%2026.072.4309
GAINRate=45%2026.072.6804