Classification of bundle branch blocks using multilayered perceptron network
Proceeding of The International Conference on Control System, Computing and Engineering (ICCSCE 2011) at Penang, Malaysia on 25 November 2011 through 27 November 2011. Link to publisher's homepage at http://ezproxy.unimap.edu.my:2080/Xplore/dynhome.jsp
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IEEE Conference Publications
2014
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my.unimap-353752014-06-11T08:29:35Z Classification of bundle branch blocks using multilayered perceptron network Megat Syahirul Amin, Megat Ali Aisyah Hartini, Jahidin Ahmad Nasrul, Norali Mohd Hanafi, Mat Som megatsyahirul@salam.uitm.edu.my ahmadnasrul@unimap.edu.my Bundle branch blocks Multilayered perceptron network Performance metrics Training algorithms Proceeding of The International Conference on Control System, Computing and Engineering (ICCSCE 2011) at Penang, Malaysia on 25 November 2011 through 27 November 2011. Link to publisher's homepage at http://ezproxy.unimap.edu.my:2080/Xplore/dynhome.jsp Development of automated and accurate techniques for ECG recognition is important for diagnosis of heart diseases. Arrhythmic signals occur due to the disturbances to the rate, regularity, nodes and conduction path of the electrical impulses. Bundle branch block arises from defects of the conduction pathways involving blockage of electrical impulses through the bundle branches. This paper investigates MLP network for classification of bundle branch block arrhythmias. Trainings were conducted for varying network topologies with different training algorithms. A 98.2% overall detection accuracy was achieved over 90 beat samples. Results show that the Levenberg-Marquardt algorithm managed to achieve 100% recognition accuracy for all network topologies. 2014-06-11T08:29:35Z 2014-06-11T08:29:35Z 2011 Working Paper p. 531-535 978-145771642-3 http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=6190583&tag=1 http://dspace.unimap.edu.my:80/dspace/handle/123456789/35375 10.1109/ICCSCE.2011.6190583 en Proceeding of The International Conference on Control System, Computing and Engineering (ICCSCE 2011); IEEE Conference Publications |
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Malaysia |
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Universiti Malaysia Perlis |
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| language |
English |
| topic |
Bundle branch blocks Multilayered perceptron network Performance metrics Training algorithms |
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Bundle branch blocks Multilayered perceptron network Performance metrics Training algorithms Megat Syahirul Amin, Megat Ali Aisyah Hartini, Jahidin Ahmad Nasrul, Norali Mohd Hanafi, Mat Som Classification of bundle branch blocks using multilayered perceptron network |
| description |
Proceeding of The International Conference on Control System, Computing and Engineering (ICCSCE 2011) at Penang, Malaysia on 25 November 2011 through 27 November 2011.
Link to publisher's homepage at http://ezproxy.unimap.edu.my:2080/Xplore/dynhome.jsp |
| author2 |
megatsyahirul@salam.uitm.edu.my |
| author_facet |
megatsyahirul@salam.uitm.edu.my Megat Syahirul Amin, Megat Ali Aisyah Hartini, Jahidin Ahmad Nasrul, Norali Mohd Hanafi, Mat Som |
| format |
Working Paper |
| author |
Megat Syahirul Amin, Megat Ali Aisyah Hartini, Jahidin Ahmad Nasrul, Norali Mohd Hanafi, Mat Som |
| author_sort |
Megat Syahirul Amin, Megat Ali |
| title |
Classification of bundle branch blocks using multilayered perceptron network |
| title_short |
Classification of bundle branch blocks using multilayered perceptron network |
| title_full |
Classification of bundle branch blocks using multilayered perceptron network |
| title_fullStr |
Classification of bundle branch blocks using multilayered perceptron network |
| title_full_unstemmed |
Classification of bundle branch blocks using multilayered perceptron network |
| title_sort |
classification of bundle branch blocks using multilayered perceptron network |
| publisher |
IEEE Conference Publications |
| publishDate |
2014 |
| url |
http://dspace.unimap.edu.my:80/dspace/handle/123456789/35375 |
| _version_ |
1643797777845583872 |
| score |
13.222552 |