Machine learning-based identification of patients with a cardiovascular defect

Journal of Big Data

Table 7 Comparison with previous works results

Performance evaluation (%)	Our approach UCI heart dataset	SVM Model Previous work [8]	BN Model Previous work [8]	LR Model Previous work [32]	KNN Model Previous work [32]	SVM Model Previous work [32]	DT Model Previous work [32]	RF Model Previous work [32]	SVM Model Previous work [33]	RF Model Previous work [33]
Accuracy	95,83	57	52	90,16	91,80	90,16	86,89	85,25	88,9823	88,9812
Specificity	94,59	87	86
Precision	97			93,33	93,55	93,33	85,29	87,10
Recall	95			87,50	90,62	87,50	90,62	84,38
F-measure	96			90,32	92,06	90,32	87,88	85,71