Table 8.

Data augmentation results.

Method	Accuracy	Precision	Recall	F1-Score
No augmentation	71.08	70.98	71.08	70.17
Bag augmentation	73.48	73.68	73.48	72.93
SMOTETomek	68.67	68.54	68.67	68.01
ADASYN	66.27	65.70	66.27	65.75
RandomUnderSample	51.81	53.86	51.81	50.10
RandomOverSample	72.29	72.31	72.29	71.85
SMOTE	67.47	67.35	67.47	67.02