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

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Main Authors: Mohd Ridhwan Tamjis, M. Naufal Mansor, Paulraj, Murugesa Pandiyan, Assoc. Prof., A. Nazri Abdullah, Raymond B. W. Heng, Sazali Yaacob, Prof. Dr.
Other Authors: mystril_nd@yahoo.com
Format: Article
Language:English
Published: Science Academy 2011
Subjects:
Artificial Neural Network (ANN)
Classroom speech
Online Access:http://dspace.unimap.edu.my/xmlui/handle/123456789/11621
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spelling my.unimap-116212011-04-20T09:35:28Z Performance comparison of the artificial neural network and the k-nearest nieghbor classifiers in classroom speech intelligibility prediction application Mohd Ridhwan Tamjis M. Naufal Mansor Paulraj, Murugesa Pandiyan, Assoc. Prof. A. Nazri Abdullah Raymond B. W. Heng Sazali Yaacob, Prof. Dr. mystril_nd@yahoo.com Artificial Neural Network (ANN) 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. 2011-04-20T09:32:59Z 2011-04-20T09:32:59Z 2011-03 Article 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/123456789/11621 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)
Classroom speech
spellingShingle Artificial Neural Network (ANN)
Classroom speech
Mohd Ridhwan Tamjis
M. Naufal Mansor
Paulraj, Murugesa Pandiyan, Assoc. Prof.
A. Nazri Abdullah
Raymond B. W. Heng
Sazali Yaacob, Prof. Dr.
Performance comparison of the artificial neural network and the k-nearest nieghbor 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
Mohd Ridhwan Tamjis
M. Naufal Mansor
Paulraj, Murugesa Pandiyan, Assoc. Prof.
A. Nazri Abdullah
Raymond B. W. Heng
Sazali Yaacob, Prof. Dr.
format Article
author Mohd Ridhwan Tamjis
M. Naufal Mansor
Paulraj, Murugesa Pandiyan, Assoc. Prof.
A. Nazri Abdullah
Raymond B. W. Heng
Sazali Yaacob, Prof. Dr.
author_sort Mohd Ridhwan Tamjis
title Performance comparison of the artificial neural network and the k-nearest nieghbor classifiers in classroom speech intelligibility prediction application
title_short Performance comparison of the artificial neural network and the k-nearest nieghbor classifiers in classroom speech intelligibility prediction application
title_full Performance comparison of the artificial neural network and the k-nearest nieghbor classifiers in classroom speech intelligibility prediction application
title_fullStr Performance comparison of the artificial neural network and the k-nearest nieghbor classifiers in classroom speech intelligibility prediction application
title_full_unstemmed Performance comparison of the artificial neural network and the k-nearest nieghbor classifiers in classroom speech intelligibility prediction application
title_sort performance comparison of the artificial neural network and the k-nearest nieghbor classifiers in classroom speech intelligibility prediction application
publisher Science Academy
publishDate 2011
url http://dspace.unimap.edu.my/xmlui/handle/123456789/11621
_version_ 1643790271774720000
score 13.214268

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