Smoothing target encoding and class center-based firefly algorithm for handling missing values in categorical variable

Journal of Big Data

Table 4 AUC, CA, F1-Score, Precision, And Recall Result with Decision Tree Imputation

Mechanism_missing rate	Performance evaluation decision tree imputation (DTI)
Mechanism_missing rate	AUC	CA	F1-Score	Precision	Recall
MCAR_10	0.964	0.906	0.906	0.906	0.906
MCAR_20	0.960	0.902	0.901	0.901	0.902
MCAR_30	0.934	0.887	0.886	0.886	0.887
MCAR_40	0.917	0.871	0.869	0.869	0.871
MCAR_50	0.902	0.862	0.861	0.861	0.862
MCAR_60	0.895	0.838	0.836	0.836	0.838