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ResearchFormerly WizWand

Data Imputation on wine (test)

0.0997RMSECAGI
0.063640.3070450.550450.793855Jul 3, 2026Jul 4, 2026Jul 5, 2026Jul 6, 2026Jul 7, 2026Jul 8, 2026
Updated 3mo ago

Evaluation results

MethodLinks
CAGIMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.070.0997
DiffPuterMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.070.1029
GCImputeMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.070.1045
GRAPEMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.070.1047
Mean/ModeMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.070.1059
MIWAEMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.070.1078
MissForestMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.070.1087
ReMaskerMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.070.1088
KNNImputeMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.070.1106
IGRMMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.070.1111
MIRACLEMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.070.1116
OTImputeMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.070.1129
TabCSDIMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.070.1231
TDMMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.070.132
MICEMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.070.1335
GAINMissing rate=0.6, Missingness mechanism=MCAR, Validation=5-fold cross-validation2026.070.1613
MissForestMechanism=MCAR, Rate=5%2026.070.6382
MICEMechanism=MCAR, Rate=5%2026.070.7005
MissForestMechanism=MCAR, Rate=10%2026.070.7165
MissForestMechanism=MAR, Rate=5%2026.070.7169
MICEMechanism=MCAR, Rate=10%2026.070.7573
MissForestMechanism=MAR, Rate=10%2026.070.7581
MICEMechanism=MAR, Rate=5%2026.070.759
MICEMechanism=MAR, Rate=10%2026.070.7925
MissForestMechanism=MCAR, Rate=15%2026.070.7957
KNNMechanism=MCAR, Rate=5%2026.070.7992
MICEMechanism=MCAR, Rate=15%2026.070.8011
MissForestMechanism=MAR, Rate=15%2026.070.8028
MissForestMechanism=MAR, Rate=20%2026.070.8028
MICEMechanism=MAR, Rate=15%2026.070.8135
MICEMechanism=MAR, Rate=20%2026.070.8135
KNNMechanism=MCAR, Rate=10%2026.070.817
KNNMechanism=MCAR, Rate=15%2026.070.8381
MICEMechanism=MAR, Rate=25%2026.070.8401
MissForestMechanism=MAR, Rate=25%2026.070.8478
KNNMechanism=MAR, Rate=25%2026.070.8487
KNNMechanism=MAR, Rate=10%2026.070.8491
KNNMechanism=MAR, Rate=15%2026.070.8519
KNNMechanism=MAR, Rate=20%2026.070.8519
MICEMechanism=MCAR, Rate=20%2026.070.8568
KNNMechanism=MAR, Rate=5%2026.070.858
KNNMechanism=MAR, Rate=30%2026.070.8615
MICEMechanism=MAR, Rate=30%2026.070.8674
KNNMechanism=MCAR, Rate=20%2026.070.8694
MissForestMechanism=MCAR, Rate=20%2026.070.8698
GAINMechanism=MCAR, Rate=5%2026.070.8832
KNNMechanism=MAR, Rate=35%2026.070.8866
KNNMechanism=MCAR, Rate=25%2026.070.8914
MICEMechanism=MCAR, Rate=25%2026.070.8943
MissForestMechanism=MAR, Rate=30%2026.070.8944
KNNMechanism=MCAR, Rate=30%2026.070.8993
MICEMechanism=MAR, Rate=35%2026.070.9012
GAINMechanism=MCAR, Rate=10%2026.070.9044
GAINMechanism=MAR, Rate=10%2026.070.9087
KNNMechanism=MAR, Rate=40%2026.070.9088
GAINMechanism=MAR, Rate=15%2026.070.9109
MICEMechanism=MCAR, Rate=30%2026.070.913
KNNMechanism=MCAR, Rate=35%2026.070.9141
GAINMechanism=MAR, Rate=20%2026.070.9223
MissForestMechanism=MCAR, Rate=25%2026.070.9242
KNNMechanism=MAR, Rate=45%2026.070.9254
GAINMechanism=MCAR, Rate=15%2026.070.9267
MissForestMechanism=MAR, Rate=35%2026.070.9284
MICEMechanism=MAR, Rate=40%2026.070.9307
MICEMechanism=MCAR, Rate=35%2026.070.9359
GAINMechanism=MCAR, Rate=20%2026.070.9364
KNNMechanism=MCAR, Rate=40%2026.070.9385
GAINMechanism=MAR, Rate=5%2026.070.9427
GAINMechanism=MCAR, Rate=25%2026.070.9455
MICEMechanism=MAR, Rate=45%2026.070.9481
KNNMechanism=MNAR, Rate=45%2026.070.9514
KNNMechanism=MNAR, Rate=40%2026.070.9575
MICEMechanism=MCAR, Rate=40%2026.070.9594
MissForestMechanism=MCAR, Rate=30%2026.070.9601
KNNMechanism=MNAR, Rate=5%2026.070.9603
KNNMechanism=MCAR, Rate=45%2026.070.9676
MeanMechanism=MCAR, Rate=5%2026.070.9679
PCAMechanism=MAR, Rate=35%2026.070.9695
PCAMechanism=MAR, Rate=45%2026.070.9705
KNNMechanism=MNAR, Rate=35%2026.070.9713
PCAMechanism=MAR, Rate=40%2026.070.9748
MICEMechanism=MNAR, Rate=5%2026.070.9762
PCAMechanism=MCAR, Rate=35%2026.070.9789
MICEMechanism=MCAR, Rate=45%2026.070.979
PCAMechanism=MAR, Rate=30%2026.070.9792
PCAMechanism=MCAR, Rate=40%2026.070.9806
MeanMechanism=MCAR, Rate=10%2026.070.9814
MissForestMechanism=MAR, Rate=40%2026.070.9814
PCAMechanism=MNAR, Rate=5%2026.070.9862
GAINMechanism=MCAR, Rate=35%2026.070.9868
PCAMechanism=MCAR, Rate=30%2026.070.9875
PCAMechanism=MCAR, Rate=45%2026.070.9906
MeanMechanism=MAR, Rate=45%2026.070.994
GAINMechanism=MAR, Rate=25%2026.070.995
MeanMechanism=MCAR, Rate=15%2026.070.9959
MeanMechanism=MNAR, Rate=5%2026.070.9967
PCAMechanism=MNAR, Rate=45%2026.070.9967
MeanMechanism=MAR, Rate=25%2026.070.9994
KNNMechanism=MNAR, Rate=30%2026.071.0009
MeanMechanism=MAR, Rate=30%2026.071.0012