Table 13.

Result of training using over-sampled dataset.

	Accuracy (%)			Precision (%)			Recall (%)			F1-Score (%)
	R	S	A	R	S	A	R	S	A	R	S	A
DT	99.31	96.50	96.08	99.32	96.49	96.07	99.31	96.50	96.08	99.31	96.49	96.06
GB	89.57	86.73	78.26	89.62	86.70	77.94	89.57	86.73	78.26	89.55	86.67	78.01
KNN	98.93	97.55	97.49	98.99	97.71	97.56	98.97	97.68	97.49	98.96	97.64	97.44
NN	89.88	90.06	84.48	90.17	90.19	84.54	89.88	90.06	84.48	89.81	89.96	84.23
RF	99.67	98.15	98.08	99.67	98.15	98.09	99.67	98.15	98.08	99.67	98.14	98.07
SVM	87.87	87.43	79.83	87.93	87.46	79.59	87.87	87.43	79.83	87.78	87.32	79.39
ANN	97.51	96.20	95.85	97.54	96.22	95.81	97.51	96.20	95.85	97.49	96.18	95.83