Table 5.

Comparison of the classification performance of various balancing methods (%).

Method	Type	Macro-AUC	ACC	Macro-R	Macro-P	Macro-F1
Original	None	92.60	81.16	85.01	74.62	78.75
Random Oversample	Oversampling	91.84	80.37	80.37	81.14	80.49
Random Undersample	Oversampling	82.78	73.81	71.82	74.52	72.47
SMOTE	Undersampling	90.98	85.93	86.10	85.85	85.85
ADASYN	Undersampling	95.74	84.84	85.05	85.35	84.28
Borderline-SMOTE	Undersampling	96.10	87.04	87.12	87.68	86.75
SMOTEENN	Mixed-sampling	97.89	95.74	94.75	94.03	94.35