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Table 7 Comparison with previous works results

From: Machine learning-based identification of patients with a cardiovascular defect

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