Computer-Aided Diagnostics of Heart Disease Risk Prediction Using Boosting Support Vector Machine

Table 3

Comparing classification report on test data.

Method	Precision	Recall	F1-score	Support
Random forest	0.87	0.85	0.86	55
	0.78	0.80	0.79	35
Multilayer Perceptron	0.84	0.84	0.84	55
	0.74	0.74	0.74	35
Decision tree	0.86	0.87	0.86	55
	0.79	0.77	0.78	35
Naïve Bayes	0.90	0.85	0.88	55
	0.79	0.82	0.82	35
Logistic regression	0.92	0.82	0.87	55
	0.76	0.89	0.82	35
Boosting SVM	0.94	0.87	0.90	55
	0.82	0.89	0.85	35