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ResearchFormerly WizWand

Data Imputation on energy MCAR

0.3024Wasserstein distanceMissForest
0.2324360.7046931.176951.649207Jul 3, 2026
Updated 3mo ago

Evaluation results

MethodLinks
MissForestRate=5%2026.070.3024
MissForestRate=10%2026.070.4383
ProposalRate=5%2026.070.4861
VAERate=5%2026.070.5696
MissForestRate=15%2026.070.5748
ProposalRate=10%2026.070.6308
KNNRate=5%2026.070.7051
MICERate=5%2026.070.7072
ProposalRate=15%2026.070.7294
MissForestRate=20%2026.070.7314
VAERate=10%2026.070.7835
ProposalRate=20%2026.070.7954
ProposalRate=25%2026.070.8574
MissForestRate=25%2026.070.8797
GAINRate=5%2026.070.8845
KNNRate=10%2026.070.9045
ProposalRate=30%2026.070.9143
MICERate=10%2026.070.9216
PCARate=5%2026.070.9517
ProposalRate=35%2026.070.9846
KNNRate=15%2026.071.0315
MissForestRate=30%2026.071.0437
ProposalRate=40%2026.071.0565
MICERate=15%2026.071.0689
GAINRate=10%2026.071.1005
KNNRate=20%2026.071.1243
MeanRate=5%2026.071.1397
ProposalRate=45%2026.071.1506
MICERate=20%2026.071.182
MissForestRate=35%2026.071.1929
KNNRate=25%2026.071.2045
PCARate=10%2026.071.2163
KNNRate=30%2026.071.2649
GAINRate=15%2026.071.271
MICERate=25%2026.071.285
KNNRate=35%2026.071.3267
MissForestRate=40%2026.071.3344
GAINRate=20%2026.071.3469
PCARate=15%2026.071.3744
MICERate=30%2026.071.3756
KNNRate=40%2026.071.3983
MeanRate=10%2026.071.4171
GAINRate=25%2026.071.4438
PCARate=20%2026.071.467
MICERate=35%2026.071.4698
GAINRate=30%2026.071.4931
MissForestRate=45%2026.071.5124
PCARate=25%2026.071.526
KNNRate=45%2026.071.5516
GAINRate=35%2026.071.5534
PCARate=30%2026.071.5577
MeanRate=15%2026.071.5847
MICERate=40%2026.071.5891
PCARate=35%2026.071.6073
GAINRate=40%2026.071.6992
MeanRate=20%2026.071.702
PCARate=40%2026.071.7021
MICERate=45%2026.071.7716
MeanRate=25%2026.071.7921
MeanRate=30%2026.071.866
GAINRate=45%2026.071.8672
PCARate=45%2026.071.89
MeanRate=35%2026.071.9292
MeanRate=40%2026.071.9897
MeanRate=45%2026.072.0515