ECG analysis with signal classification using Decision Tree Induction (DTI)

Baljit Kaur, Sanjay Singla
{"title":"ECG analysis with signal classification using Decision Tree Induction (DTI)","authors":"Baljit Kaur, Sanjay Singla","doi":"10.1145/2979779.2979874","DOIUrl":null,"url":null,"abstract":"This paper presents a new technique of classifying Arrhythmia based on ECG signal by using Decision Tree Induction as our method. Dataset of Arrhythmia is already available in MATLAB. In this paper, we trying to solve the problem of over fitting that occur in DTI. To overcome this problem, we tested it on a standard dataset and we achieved an average accuracy of 100% using our method.","PeriodicalId":298730,"journal":{"name":"Proceedings of the International Conference on Advances in Information Communication Technology & Computing","volume":"57 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2016-08-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the International Conference on Advances in Information Communication Technology & Computing","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/2979779.2979874","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 3

Abstract

This paper presents a new technique of classifying Arrhythmia based on ECG signal by using Decision Tree Induction as our method. Dataset of Arrhythmia is already available in MATLAB. In this paper, we trying to solve the problem of over fitting that occur in DTI. To overcome this problem, we tested it on a standard dataset and we achieved an average accuracy of 100% using our method.
基于决策树诱导(DTI)的心电信号分类分析
本文提出了一种基于心电信号的心律失常分类新方法——决策树归纳法。心律失常数据集已经在MATLAB中可用。在本文中,我们试图解决DTI中出现的过拟合问题。为了克服这个问题,我们在一个标准数据集上进行了测试,我们使用我们的方法达到了100%的平均准确率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信