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ResearchFormerly WizWand

Data Imputation on powerplant MNAR (test)

0.3036Wasserstein DistanceMissForest
0.2639960.5313230.798651.065977Jul 3, 2026
Updated 3mo ago

Evaluation results

MethodLinks
MissForestRate=10%2026.070.3036
ProposalRate=10%2026.070.3476
KNNRate=10%2026.070.3849
MICERate=10%2026.070.3956
PCARate=10%2026.070.4201
MissForestRate=15%2026.070.4243
ProposalRate=15%2026.070.4712
MissForestRate=20%2026.070.5143
KNNRate=15%2026.070.5222
ProposalRate=20%2026.070.5466
MICERate=15%2026.070.5492
MeanRate=10%2026.070.5506
ProposalRate=5%2026.070.562
GAINRate=10%2026.070.5825
ProposalRate=25%2026.070.5936
MissForestRate=25%2026.070.5991
KNNRate=20%2026.070.6206
ProposalRate=35%2026.070.6355
ProposalRate=30%2026.070.6405
ProposalRate=45%2026.070.6438
ProposalRate=40%2026.070.6514
MICERate=20%2026.070.6626
GAINRate=20%2026.070.7012
KNNRate=25%2026.070.7031
MissForestRate=30%2026.070.7113
GAINRate=25%2026.070.7317
MeanRate=15%2026.070.7338
PCARate=15%2026.070.735
MICERate=25%2026.070.7587
KNNRate=30%2026.070.7762
MissForestRate=40%2026.070.7939
MissForestRate=35%2026.070.7972
GAINRate=15%2026.070.8338
GAINRate=30%2026.070.8411
MICERate=30%2026.070.8418
MeanRate=20%2026.070.8564
PCARate=20%2026.070.8568
KNNRate=35%2026.070.8575
MICERate=35%2026.070.9233
GAINRate=35%2026.070.9378
KNNRate=40%2026.070.9483
MeanRate=25%2026.070.9512
PCARate=25%2026.070.9516
GAINRate=40%2026.070.9695
MICERate=40%2026.071.0055
MeanRate=30%2026.071.0249
PCARate=30%2026.071.0249
KNNRate=45%2026.071.0653
MissForestRate=45%2026.071.0889
PCARate=35%2026.071.0904
MeanRate=35%2026.071.0905
MICERate=45%2026.071.1013
GAINRate=45%2026.071.1205
MeanRate=40%2026.071.1509
PCARate=40%2026.071.151
GAINRate=5%2026.071.188
MissForestRate=5%2026.071.2013
KNNRate=5%2026.071.217
MeanRate=45%2026.071.2175
PCARate=45%2026.071.2176
MICERate=5%2026.071.2295
MeanRate=5%2026.071.2937
PCARate=5%2026.071.2937