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Performance comparison of the artificial neural network and the k-nearest neighbor classifiers in classroom speech intelligibility prediction application

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Main Authors: M. Ridhwan, Tamjis, M. Naufal, Mansor, Pandiyan, Paulraj Murugesa, Prof. Madya Dr., Sazali, Yaacob, Prof. Dr., Ahmad Nazri, Abdullah, Prof. Madya Dr., Boon, Raymond Whee Heng, Prof. Dr.
Other Authors: mystril_nd@yahoo.com
Format: Article
Language:English
Published: Science Academy 2011
Subjects:
Artificial Neural Network (ANN)
k-Nearest Neighbor (k-NN)
Classroom speech
Online Access:http://dspace.unimap.edu.my/xmlui/handle/123456789/12098
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spelling my.unimap-120982011-05-26T01:17:49Z Performance comparison of the artificial neural network and the k-nearest neighbor classifiers in classroom speech intelligibility prediction application M. Ridhwan, Tamjis M. Naufal, Mansor Pandiyan, Paulraj Murugesa, Prof. Madya Dr. Sazali, Yaacob, Prof. Dr. Ahmad Nazri, Abdullah, Prof. Madya Dr. Boon, Raymond Whee Heng, Prof. Dr. mystril_nd@yahoo.com Artificial Neural Network (ANN) k-Nearest Neighbor (k-NN) Classroom speech Link to publisher's homepage at http://sciacademypublisher.com/ Classroom speech intelligibility has become one of the major concerns in education nowadays. In any classrooms and educational facilities, an optimal speech intelligibility level is required to ensure that the listeners at any location in the classroom have a good perception of the message that is conveyed by the speaker. Classrooms need to be designed carefully in order to give optimal classroom speech intelligibility level. In this paper, two different types of artificial intelligence methods are proposed to implement the prediction application: Artificial Neural Network (ANN) and the k-Nearest Neighbor (k-NN). Both classifiers are trained separately using the previously acquired datasets which consist of acoustical parameters and the speech intelligibility of actual classrooms. Results show that the ANN performs better on imbalanced datasets compared to the k-NN. 2011-05-26T01:14:41Z 2011-05-26T01:14:41Z 2011-03 Article International Journal of Research and Reviews in Artificial Intelligence, vol. 1(1), 2011, pages 12-15 2046-5122 http://sciacademypublisher.com/journals/index.php/IJRRAI/article/view/47/40 http://hdl.handle.net/123456789/12098 en Science Academy
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 Artificial Neural Network (ANN)
k-Nearest Neighbor (k-NN)
Classroom speech
spellingShingle Artificial Neural Network (ANN)
k-Nearest Neighbor (k-NN)
Classroom speech
M. Ridhwan, Tamjis
M. Naufal, Mansor
Pandiyan, Paulraj Murugesa, Prof. Madya Dr.
Sazali, Yaacob, Prof. Dr.
Ahmad Nazri, Abdullah, Prof. Madya Dr.
Boon, Raymond Whee Heng, Prof. Dr.
Performance comparison of the artificial neural network and the k-nearest neighbor classifiers in classroom speech intelligibility prediction application
description Link to publisher's homepage at http://sciacademypublisher.com/
author2 mystril_nd@yahoo.com
author_facet mystril_nd@yahoo.com
M. Ridhwan, Tamjis
M. Naufal, Mansor
Pandiyan, Paulraj Murugesa, Prof. Madya Dr.
Sazali, Yaacob, Prof. Dr.
Ahmad Nazri, Abdullah, Prof. Madya Dr.
Boon, Raymond Whee Heng, Prof. Dr.
format Article
author M. Ridhwan, Tamjis
M. Naufal, Mansor
Pandiyan, Paulraj Murugesa, Prof. Madya Dr.
Sazali, Yaacob, Prof. Dr.
Ahmad Nazri, Abdullah, Prof. Madya Dr.
Boon, Raymond Whee Heng, Prof. Dr.
author_sort M. Ridhwan, Tamjis
title Performance comparison of the artificial neural network and the k-nearest neighbor classifiers in classroom speech intelligibility prediction application
title_short Performance comparison of the artificial neural network and the k-nearest neighbor classifiers in classroom speech intelligibility prediction application
title_full Performance comparison of the artificial neural network and the k-nearest neighbor classifiers in classroom speech intelligibility prediction application
title_fullStr Performance comparison of the artificial neural network and the k-nearest neighbor classifiers in classroom speech intelligibility prediction application
title_full_unstemmed Performance comparison of the artificial neural network and the k-nearest neighbor classifiers in classroom speech intelligibility prediction application
title_sort performance comparison of the artificial neural network and the k-nearest neighbor classifiers in classroom speech intelligibility prediction application
publisher Science Academy
publishDate 2011
url http://dspace.unimap.edu.my/xmlui/handle/123456789/12098
_version_ 1643790300237266944
score 13.222552

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