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Imputation on ComCri MNAR 30% missingness (test)
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0.109
NRMSE
MIWAE
0.10348
0.14074
0.178
0.21526
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=30%
2026.01
0.109
74
0.891
61.4
0.507
MissForest
Missing rate=30%
2026.01
0.114
71.7
0.879
62.2
0.525
SNI
Missing rate=30%
2026.01
0.126
65.5
0.856
59.5
0.476
SNI-M
Missing rate=30%
2026.01
0.126
65.6
0.853
58.8
0.466
KNN
Missing rate=30%
2026.01
0.172
37.1
0.698
46.8
0.31
MICE
Missing rate=30%
2026.01
0.179
30.8
0.695
40.9
0.224
Mean/Mode
Missing rate=30%
2026.01
0.24
-22.5
0
15.2
0
GAIN
Missing rate=30%
2026.01
0.247
-38
0.527
22.6
0.031
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