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Imputation on ComCri MNAR 10% missingness (test)
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0.091
NRMSE
MIWAE
0.08528
0.12389
0.1625
0.20111
Jan 18, 2026
NRMSE
R2
Spearman rho
Macro-F1
Cohen's kappa
Updated 4d ago
Evaluation Results
Method
Method
Links
NRMSE
R2
Spearman rho
Macro-F1
Cohen's kappa
MIWAE
Missing rate=10%
2026.01
0.091
0.807
0.91
0.656
0.566
MissForest
Missing rate=10%
2026.01
0.094
0.794
0.904
0.667
0.581
SNI-M
Missing rate=10%
2026.01
0.1
0.768
0.895
0.628
0.519
SNI
Missing rate=10%
2026.01
0.102
0.763
0.891
0.63
0.524
KNN
Missing rate=10%
2026.01
0.113
0.71
0.871
0.578
0.448
MICE
Missing rate=10%
2026.01
0.158
0.433
0.754
0.446
0.277
GAIN
Missing rate=10%
2026.01
0.225
-0.206
0.612
0.249
0.071
Mean/Mode
Missing rate=10%
2026.01
0.234
-0.224
0
0.15
0
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