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. 2022 Oct 18;2022:5359540. doi: 10.1155/2022/5359540

Table 4.

Performance comparison of seven ML algorithms for diagnosis CAD using different evaluation metrics.

Algorithms TP FP Precision Recall F-measure MCC ROC PRC
MLP 0.83 0.25 0.83 0.83 0.83 0.59 0.88 0.88
SVM 0.88 0.17 0.88 0.88 0.88 0.70 0.85 0.83
LR 0.86 0.21 0.86 0.86 0.86 0.65 0.87 0.86
J48 0.80 0.28 0.81 0.81 0.81 0.52 0.74 0.74
RF 0.87 0.22 0.87 0.87 0.87 0.67 0.91 0.91
KNN 0.81 0.28 0.81 0.81 0.81 0.54 0.77 0.77
NB 0.85 0.18 0.86 0.85 0.85 0.65 0.89 0.88