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Imputation on NHANES MNAR (10% missingness)
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0.079
NRMSE
MIWAE
0.07576
0.09763
0.1195
0.14137
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
0.079
0.553
0.768
78.5
63.4
MissForest
Missing rate=10%
2026.01
0.08
0.539
0.764
82.1
67.4
SNI
Missing rate=10%
2026.01
0.082
0.529
0.75
80
65.8
SNI-M
Missing rate=10%
2026.01
0.082
0.528
0.746
79
64.3
KNN
Missing rate=10%
2026.01
0.107
0.284
0.64
68.5
49.4
MICE
Missing rate=10%
2026.01
0.123
-0.165
0.555
61.1
40.7
Mean/Mode
Missing rate=10%
2026.01
0.155
-0.224
0
22.1
0
GAIN
Missing rate=10%
2026.01
0.16
-0.65
0.385
24.1
3
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