List your company
ResearchFormerly WizWand

Data Imputation on Energy dataset MCAR (RMSE)

0.132RMSEMissForest
0.0973120.3314560.56560.799744Jul 3, 2026
Updated 4mo ago

Evaluation results

MethodLinks
MissForestMissing Rate=5%2026.070.132
MissForestMissing Rate=10%2026.070.161
MissForestMissing Rate=15%2026.070.1978
MissForestMissing Rate=20%2026.070.2529
ProposalMissing Rate=5%2026.070.264
ProposalMissing Rate=15%2026.070.2703
ProposalMissing Rate=10%2026.070.2735
ProposalMissing Rate=20%2026.070.287
ProposalMissing Rate=25%2026.070.2982
MissForestMissing Rate=25%2026.070.3212
ProposalMissing Rate=30%2026.070.3497
MissForestMissing Rate=30%2026.070.4171
KNNMissing Rate=5%2026.070.4324
KNNMissing Rate=10%2026.070.4343
KNNMissing Rate=15%2026.070.4379
KNNMissing Rate=20%2026.070.4431
MICEMissing Rate=5%2026.070.4488
KNNMissing Rate=25%2026.070.4543
ProposalMissing Rate=35%2026.070.4557
VAEMissing Rate=5%2026.070.4559
MICEMissing Rate=10%2026.070.4595
KNNMissing Rate=30%2026.070.4712
MICEMissing Rate=15%2026.070.4751
MICEMissing Rate=20%2026.070.4958
KNNMissing Rate=35%2026.070.5058
VAEMissing Rate=10%2026.070.511
MICEMissing Rate=25%2026.070.5261
MissForestMissing Rate=35%2026.070.5309
MICEMissing Rate=30%2026.070.5648
KNNMissing Rate=40%2026.070.5721
GAINMissing Rate=10%2026.070.6223
MICEMissing Rate=35%2026.070.6252
GAINMissing Rate=5%2026.070.638
GAINMissing Rate=20%2026.070.64
ProposalMissing Rate=40%2026.070.6476
GAINMissing Rate=15%2026.070.6528
GAINMissing Rate=25%2026.070.6613
GAINMissing Rate=30%2026.070.6619
MissForestMissing Rate=40%2026.070.6833
GAINMissing Rate=35%2026.070.687
MICEMissing Rate=40%2026.070.7149
KNNMissing Rate=45%2026.070.7229
GAINMissing Rate=40%2026.070.796
PCAMissing Rate=35%2026.070.8325
MICEMissing Rate=45%2026.070.844
PCAMissing Rate=30%2026.070.8509
PCAMissing Rate=40%2026.070.8603
MissForestMissing Rate=45%2026.070.8698
PCAMissing Rate=25%2026.070.8762
PCAMissing Rate=20%2026.070.8978
GAINMissing Rate=45%2026.070.9029
PCAMissing Rate=15%2026.070.9179
PCAMissing Rate=45%2026.070.9245
PCAMissing Rate=10%2026.070.9254
PCAMissing Rate=5%2026.070.9305
ProposalMissing Rate=45%2026.070.988
MeanMissing Rate=45%2026.070.9967
MeanMissing Rate=35%2026.070.997
MeanMissing Rate=30%2026.070.9971
MeanMissing Rate=5%2026.070.9972
MeanMissing Rate=40%2026.070.9972
MeanMissing Rate=20%2026.070.998
MeanMissing Rate=25%2026.070.9984
MeanMissing Rate=15%2026.070.9991
MeanMissing Rate=10%2026.070.9992