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ECG classification using wavelet transform and Discriminant Analysis

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Bibliographic Details
Main Authors: Farah Nur Atiqah, Francis Abdullah, Fazly, Salleh, Rosli, Besar
Other Authors: marianne_julie@yahoo.co.uk
Format: Working Paper
Language:English
Published: Institute of Electrical and Electronics Engineers (IEEE) 2012
Subjects:
Cardiac conditions
Wavelet
Discriminant analysis
Distance metric
Online Access:http://dspace.unimap.edu.my/xmlui/handle/123456789/21291
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spelling my.unimap-212912012-10-10T09:06:06Z ECG classification using wavelet transform and Discriminant Analysis Farah Nur Atiqah, Francis Abdullah Fazly, Salleh Rosli, Besar marianne_julie@yahoo.co.uk fazly.salleh.abas@mmu.edu.my rosli@mmu.edu.my Cardiac conditions Wavelet Discriminant analysis Distance metric Link to publisher's homepage at http://ieeexplore.ieee.org/ This paper focuses on two cardiac conditions, the supraventricular ectopy and the ventricular ectopy. Four different mother wavelets are used to produce sets of features. Results shows that each cardiac conditions beat has its own unique characteristics and also decomposition of different mother wavelet produced different degree in discriminative power. The Discriminant Analysis Classifier of different distance metric (linear, quadratic and mahalanobis) are tested. Classification performance mostly reached more than 90% for both individual feature and combined feature classification. 2012-10-10T09:06:06Z 2012-10-10T09:06:06Z 2012-02-27 Working Paper p. 191-196 978-145771989-9 http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6179003 http://hdl.handle.net/123456789/21291 en Proceedings of the International Conference on Biomedical Engineering (ICoBE 2012) Institute of Electrical and Electronics Engineers (IEEE)
institution Universiti Malaysia Perlis
building UniMAP Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Perlis
content_source UniMAP Library Digital Repository
url_provider http://dspace.unimap.edu.my/
language English
topic Cardiac conditions
Wavelet
Discriminant analysis
Distance metric
spellingShingle Cardiac conditions
Wavelet
Discriminant analysis
Distance metric
Farah Nur Atiqah, Francis Abdullah
Fazly, Salleh
Rosli, Besar
ECG classification using wavelet transform and Discriminant Analysis
description Link to publisher's homepage at http://ieeexplore.ieee.org/
author2 marianne_julie@yahoo.co.uk
author_facet marianne_julie@yahoo.co.uk
Farah Nur Atiqah, Francis Abdullah
Fazly, Salleh
Rosli, Besar
format Working Paper
author Farah Nur Atiqah, Francis Abdullah
Fazly, Salleh
Rosli, Besar
author_sort Farah Nur Atiqah, Francis Abdullah
title ECG classification using wavelet transform and Discriminant Analysis
title_short ECG classification using wavelet transform and Discriminant Analysis
title_full ECG classification using wavelet transform and Discriminant Analysis
title_fullStr ECG classification using wavelet transform and Discriminant Analysis
title_full_unstemmed ECG classification using wavelet transform and Discriminant Analysis
title_sort ecg classification using wavelet transform and discriminant analysis
publisher Institute of Electrical and Electronics Engineers (IEEE)
publishDate 2012
url http://dspace.unimap.edu.my/xmlui/handle/123456789/21291
_version_ 1643793337016123392
score 13.214268

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