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Imputation on ComCri 50% missingness MNAR (test)
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0.147
NRMSE
MIWAE
0.141
0.1815
0.222
0.2625
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=50%
2026.01
0.147
0.527
0.83
50.4
0.376
MissForest
Missing rate=50%
2026.01
0.151
0.508
0.805
49.8
0.381
SNI-M
Missing rate=50%
2026.01
0.177
0.335
0.746
51.9
0.382
SNI
Missing rate=50%
2026.01
0.184
0.28
0.726
51.3
0.373
MICE
Missing rate=50%
2026.01
0.232
-0.129
0.531
32.7
0.127
Mean/Mode
Missing rate=50%
2026.01
0.244
-0.26
0
15
0
GAIN
Missing rate=50%
2026.01
0.274
-0.658
0.393
18.7
0.011
KNN
Missing rate=50%
2026.01
0.297
-0.915
0.185
28.4
0.085
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