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Data Imputation on eICU MNAR 30% missingness
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0.145
NRMSE
MissForest
0.14
0.17375
0.2075
0.24125
Jan 18, 2026
NRMSE
R^2
Spearman Rho
Macro-F1
Cohen's Kappa
Updated 4d ago
Evaluation Results
Method
Method
Links
NRMSE
R^2
Spearman Rho
Macro-F1
Cohen's Kappa
MissForest
2026.01
0.145
-0.09
0.292
58.1
0.204
MIWAE
2026.01
0.148
-0.201
0.273
58.7
0.198
Mean/Mode
2026.01
0.149
-0.134
0
37.4
0
SNI
2026.01
0.154
-0.178
0.235
30.3
0
SNI-M
2026.01
0.154
-0.178
0.235
30.3
0
KNN
2026.01
0.161
-0.306
0.135
48.5
0.066
MICE
2026.01
0.186
-0.768
0.156
52.7
0.114
GAIN
2026.01
0.27
-3.879
0.035
43.6
0.021
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