文章基本信息

标题：CARDIOVASCULAR DISEASE CLASSIFICATION BASED ON ECHOCARDIOGRAPHY AND ELECTROCARDIOGRAM DATA USING THE DECISION TREE CLASSIFICATION APPROACH
本地全文：下载
作者：TB AI MUNANDAR ; SUMIATI ; VIDILA ROSALINA 等
期刊名称：Journal of Theoretical and Applied Information Technology
印刷版ISSN：1992-8645
电子版ISSN：1817-3195
出版年度：2020
卷号：98
期号：1
页码：50-59
出版社：Journal of Theoretical and Applied
摘要：For a doctor, diagnosing a patient's heart disease is not easy. It takes the ability and experience with high flying hours to be able to accurately diagnose the type of patient's heart disease based on the existing factors in the patient. Several studies have been carried out to develop tools to identify types of heart disease in patients. However, most only focus on the results of patient answers and lab results, the rest use only echocardiography data or electrocardiogram results. This research was conducted to test how accurate the results of the classification of heart disease by using two medical data, namely echocardiography and electrocardiogram. Initial research was conducted by comparing two classification methods, namely Naive Bayes and Decision Tree. The results of the comparison of classification models show that the decision tree approach has a better accuracy than Naive Bayes. Three treatments were applied to the two medical data and analyzed using the decision tree approach. The first treatment was to build a classification model for types of heart disease based on echocardiography and electrocardiogram data, the second treatment only used echocardiography data and the third treatment only used electrocardiogram data. The results showed that the classification of types of heart disease in the first treatment had a higher level of accuracy than the second and third treatments. The accuracy level for the first, second and third treatment were 78.95%, 73.69% and 50%, respectively. This shows that in order to diagnose the type of patient's heart disease, it is advisable to look at the records of both the patient's medical data (echocardiography and electrocardiogram) to get an accurate level of diagnosis results that can be accounted for.
关键词：heart disease;echocardiography;electrocardiogram;classification;decision tree