Classification of heart sound based on S-Transform and neural network
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Institute of Electrical and Electronics Engineers (IEEE)
2011
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my.unimap-104542011-01-10T06:37:29Z Classification of heart sound based on S-Transform and neural network H. M., Hadi Mohd Yusoff, Mashor, Prof. Madya Dr. Mohd Zubir, Suboh Mohamed Sapawi, Mohamed yusoff@unimap.edu.my Heart sound MLP Neural networks Neural networks S-Transform Valvular heart disease Link to publisher's homepage at http://ieeexplore.ieee.org/ The skill of cardiac auscultatory is very important to physicians for accurate diagnosis of many heart diseases. However, it needs some training and experience to improve the skills of medical students in recognizing and distinguishing the primary symptoms of cardiac diseases based on the heart sound that heard. This paper presents a method for feature extraction and classification of heart sound signals. The S-Transform (ST) technique is used to extract the features of heart sound. Then, the features were applied as inputs to classifier. The Multilayer Perceptron Network has been used to classify heart sound cases. The performance of the technique has been evaluated using 250 cardiac periods of heart sound recorded from heart sound simulator. The result has shown over 98% correct classification which shows the method used is suitable to classify heart sound cases. 2011-01-10T06:37:29Z 2011-01-10T06:37:29Z 2010-05-10 Working Paper p. 189-192 978-1-4244-7167-6 http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5605543 http://hdl.handle.net/123456789/10454 en Proceedings of the 10th International Conference on Information Sciences, Signal Processing and their Applications (ISSPA) 2010 Institute of Electrical and Electronics Engineers (IEEE) |
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Heart sound MLP Neural networks Neural networks S-Transform Valvular heart disease |
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Heart sound MLP Neural networks Neural networks S-Transform Valvular heart disease H. M., Hadi Mohd Yusoff, Mashor, Prof. Madya Dr. Mohd Zubir, Suboh Mohamed Sapawi, Mohamed Classification of heart sound based on S-Transform and neural network |
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Link to publisher's homepage at http://ieeexplore.ieee.org/ |
author2 |
yusoff@unimap.edu.my |
author_facet |
yusoff@unimap.edu.my H. M., Hadi Mohd Yusoff, Mashor, Prof. Madya Dr. Mohd Zubir, Suboh Mohamed Sapawi, Mohamed |
format |
Working Paper |
author |
H. M., Hadi Mohd Yusoff, Mashor, Prof. Madya Dr. Mohd Zubir, Suboh Mohamed Sapawi, Mohamed |
author_sort |
H. M., Hadi |
title |
Classification of heart sound based on S-Transform and neural network |
title_short |
Classification of heart sound based on S-Transform and neural network |
title_full |
Classification of heart sound based on S-Transform and neural network |
title_fullStr |
Classification of heart sound based on S-Transform and neural network |
title_full_unstemmed |
Classification of heart sound based on S-Transform and neural network |
title_sort |
classification of heart sound based on s-transform and neural network |
publisher |
Institute of Electrical and Electronics Engineers (IEEE) |
publishDate |
2011 |
url |
http://dspace.unimap.edu.my/xmlui/handle/123456789/10454 |
_version_ |
1643789907955548160 |
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13.222552 |