Table 3.

Performance of models based on CVD test data. TP, TN, FP and FN stand for True Positive, True Negative, False Positive and False Negative, respectively.

Features	Method	Accuracy (%)	Precision (%)	Recall (%)	F1 (%)	TP	TN	FP	FN
With network features	LR	76.25	76.5	76.28	76.2	210	188	75	49
	SVM	77.97	78.5	77.97	77.88	219	188	75	40
	RF	86.59	86.69	86.59	86.58	217	235	28	42
	ANN	85.06	85.8	85.06	84.97	201	243	20	58
	GCN	90.80	90.85	90.80	90.80	239	235	28	20
	GAT	92.34	92.70	92.34	92.32	251	231	32	8
Without network features	LR	71.26	71.54	71.26	71.19	198	174	89	61
	SVM	67.82	69.74	67.82	67.08	215	139	124	44
	RF	65.52	65.62	65.52	65.52	171	171	92	88
	ANN	71.84	71.97	71.84	71.82	195	180	83	64
	GCN	90.04	90.05	90.04	90.04	231	239	24	28
	GAT	93.49	93.86	93.49	93.48	254	234	29	5