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Data Imputation on eICU MNAR 10% missingness

0.125NRMSEMissForest
0.1220.142250.16250.18275Jan 18, 2026

Evaluation results

MethodLinks
MissForest2026.010.1250.1290.41167.833.4
MIWAE2026.010.13-0.010.36163.827.1
SNI2026.010.1360.0350.31830.30
SNI-M2026.010.1360.0350.31830.30
KNN2026.010.142-0.1030.24854.613.4
Mean/Mode2026.010.146-0.13036.90
MICE2026.010.175-1.1280.20854.714.5
GAIN2026.010.2-3.1470.101421.3