Automatic classification of heartbeats using ECG morphology and heartbeat interval features

IEEE Transactions on Bio-medical Engineering
Philip de ChazalRichard B Reilly

Abstract

A method for the automatic processing of the electrocardiogram (ECG) for the classification of heartbeats is presented. The method allocates manually detected heartbeats to one of the five beat classes recommended by ANSI/AAMI EC57:1998 standard, i.e., normal beat, ventricular ectopic beat (VEB), supraventricular ectopic beat (SVEB), fusion of a normal and a VEB, or unknown beat type. Data was obtained from the 44 nonpacemaker recordings of the MIT-BIH arrhythmia database. The data was split into two datasets with each dataset containing approximately 50,000 beats from 22 recordings. The first dataset was used to select a classifier configuration from candidate configurations. Twelve configurations processing feature sets derived from two ECG leads were compared. Feature sets were based on ECG morphology, heartbeat intervals, and RR-intervals. All configurations adopted a statistical classifier model utilizing supervised learning. The second dataset was used to provide an independent performance assessment of the selected configuration. This assessment resulted in a sensitivity of 75.9%, a positive predictivity of 38.5%, and a false positive rate of 4.7% for the SVEB class. For the VEB class, the sensitivity was 77.7%, the posi...Continue Reading

References

Apr 1, 1994·Pacing and Clinical Electrophysiology : PACE·S J EvansM M Bodenheimer
Mar 1, 1994·Medical & Biological Engineering & Computing·R H ClaytonR W Campbell
Sep 1, 1997·IEEE Transactions on Bio-medical Engineering·Y H HuW J Tompkins
Feb 5, 1999·IEEE Transactions on Bio-medical Engineering·K MinamiT Toyoshima
Feb 5, 1999·IEEE Transactions on Bio-medical Engineering·V X AfonsoS Luo
Jul 9, 1999·IEEE Transactions on Bio-medical Engineering·S KadambeG F Boudreaux-Bartels
Aug 1, 2000·IEEE Transactions on Bio-medical Engineering·M LagerholmL Sörnmo
Nov 1, 2001·IEEE Transactions on Bio-medical Engineering·S Osowski, T H Linh

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Citations

Sep 7, 2007·Annals of Biomedical Engineering·Vessela Krasteva, Irena Jekova
Dec 9, 2010·Annals of Biomedical Engineering·Ataollah Ebrahim Zadeh, Ali Khazaee
Aug 13, 2010·Journal of Medical Systems·Roshan Joy MartisAjoy Kumar Ray
Aug 13, 2010·Journal of Medical Systems·Radhwane BenaliZinedine Hadj Slimane
Sep 15, 2010·Journal of Medical Systems·Hui Fang HuangLi Zhu
Jan 24, 2013·Journal of Medical Systems·S DonDugki Min
Aug 29, 2006·Medical & Biological Engineering & Computing·Chia-Hung Lin
Nov 10, 2006·Medical & Biological Engineering & Computing·David Cuesta-FrauMateo Aboy
Feb 3, 2009·Medical & Biological Engineering & Computing·José Luis Rodríguez-SoteloG Castellanos-Dominguez
Jan 31, 2008·BMC Medical Informatics and Decision Making·John M Darrington, Livia C Hool
Jun 29, 2011·Biomedical Engineering Online·Jinkwon KimMyoungho Lee
Feb 18, 2014·Computers in Biology and Medicine·Zhancheng ZhangXiaojun Wu
Apr 26, 2014·TheScientificWorldJournal·Cong-Hui Huang, Chia-Hung Lin
Feb 19, 2014·Bioinformatics·Hsiu-Sen ChiangMing-Hung Shih
Aug 3, 2011·Computational Intelligence and Neuroscience·G DoquireM Verleysen
Nov 4, 2006·Annals of Biomedical Engineering·Umberto MorbiducciMauro Grigioni
Sep 21, 2013·Journal of Medical Engineering & Technology·Mehrdad Javadi
Oct 23, 2013·Journal of Medical Engineering & Technology·S A Hoseini Sabzevari, Majid Moavenian
May 25, 2013·Journal of Medical Engineering & Technology·Swati Banerjee, M Mitra
Nov 19, 2015·IET Systems Biology·Juyoung Park, Kyungtae Kang
Jan 18, 2016·Computer Methods and Programs in Biomedicine·Eduardo José da S LuzDavid Menotti
Mar 1, 2011·Journal of Electrocardiology·Piotr Augustyniak
Dec 25, 2010·Computers in Biology and Medicine·Yakup Kutlu, Damla Kuntalp
Jun 1, 2010·Computer Methods and Programs in Biomedicine·Ataollah Ebrahim ZadehVahid Ranaee
Mar 10, 2009·Computer Methods and Programs in Biomedicine·Ilias MaglogiannisAntonis Stasis
Feb 14, 2009·Computer Methods and Programs in Biomedicine·M L Talbi, A Charef
Mar 27, 2007·Medical Engineering & Physics·I JekovaI Christov
Sep 14, 2014·Computers in Biology and Medicine·Juyoung Park, Kyungtae Kang
Oct 15, 2014·IEEE Journal of Biomedical and Health Informatics·Daniel CastroJesus Presedo
Jun 19, 2015·IEEE Transactions on Bio-medical Engineering·L N SharmaS Dandapat
Feb 14, 2015·IEEE Transactions on Bio-medical Engineering·Julien OsterGari D Clifford
Apr 29, 2015·IEEE Transactions on Nanobioscience·Quazi Abidur RahmanHagit Shatkay
May 31, 2014·IEEE Transactions on Biomedical Circuits and Systems·Hyejung KimRefet Firat Yazicioglu
Sep 5, 2013·IEEE Transactions on Bio-medical Engineering·Sofia-Maria DimaJohn Morgan
Jan 10, 2014·IEEE Journal of Biomedical and Health Informatics·Valentina BonoNick Curzen
Aug 30, 2012·IEEE Transactions on Bio-medical Engineering·Li SunShaozi Li
Feb 4, 2010·IEEE Transactions on Information Technology in Biomedicine : a Publication of the IEEE Engineering in Medicine and Biology Society·Alexandros Pantelopoulos, Nikolaos G Bourbakis
Sep 25, 2009·IEEE Transactions on Information Technology in Biomedicine : a Publication of the IEEE Engineering in Medicine and Biology Society·Hyejung KimHoi-Jun Yoo
Aug 28, 2012·IEEE Transactions on Information Technology in Biomedicine : a Publication of the IEEE Engineering in Medicine and Biology Society·Suk Jin LeeShumei S Sun

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