ECG classification using wavelet transform and Discriminant Analysis
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Institute of Electrical and Electronics Engineers (IEEE)
2012
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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 |
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1643793337016123392 |
| score |
13.251813 |