Improving an Intelligent Detection System for Coronary Heart Disease Using a Two-Tier Classifier Ensemble

Table 9

Comparison of the proposed method with some prior studies using the StatLog dataset (the best value is indicated in bold).

Study	Technique	# of features	Validation method	Accuracy (%)	(%)	AUC (%)	Statistical test
[23]	Logistic regression	13	10CV	85	87	Not reported	No
[26]	Ensemble voting logistic regression multilayer perceptron naive Bayes	13	10CV	89	87	88	No
This paper	Two-tier ensemble PSO-based feature selection	8	10CV	93.55	91.67	93.42	Two-step; Statistical test