Speech emotion recognition using kNN classifier

The 2nd International Malaysia-Ireland Joint Symposium on Engineering, Science and Business 2012 (IMiEJS2012) jointly organized by Universiti Malaysia Perlis and Athlone Institute of Technology in collaboration with The Ministry of Higher Education (MOHE) Malaysia, Education Malaysia and Malaysia Po...

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Main Authors: M. N., Hasrul, Hariharan, Muthusamy, Sazali, Yaacob, Prof. Dr.
Other Authors: kids.hasrul@gmail.com
Format: Working Paper
Language:English
Published: Universiti Malaysia Perlis (UniMAP) 2013
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Online Access:http://dspace.unimap.edu.my/xmlui/handle/123456789/29176
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spelling my.unimap-291762013-10-25T14:39:35Z Speech emotion recognition using kNN classifier M. N., Hasrul Hariharan, Muthusamy Sazali, Yaacob, Prof. Dr. kids.hasrul@gmail.com Speech emotion recognition Mel-Frequency Cepstrum Coefficient (MFCC) Linear Predictive Coefficients (LPC) Linear Prediction Cepstral Coefficients (LPCC) Weighted Linear Prediction Cepstral Coefficients (WLPCC) linear discriminant analysis (LDA) Principle component analysis (PCA) k-nearest neighbour (kNN) The 2nd International Malaysia-Ireland Joint Symposium on Engineering, Science and Business 2012 (IMiEJS2012) jointly organized by Universiti Malaysia Perlis and Athlone Institute of Technology in collaboration with The Ministry of Higher Education (MOHE) Malaysia, Education Malaysia and Malaysia Postgraduates Student Association Ireland (MyPSI), 18th - 19th June 2012 at Putra World Trade Center (PWTC), Kuala Lumpur, Malaysia. There are many methods that are commonly used by researches in order to recognize speech of human emotion. In this paper, Surrey audio-visual expressed emotion (SAVEE) database are used for the analysis. The Mel-Frequency Cepstrum Coefficient (MFCC), Linear Predictive Coefficients (LPC), Linear Prediction Cepstral Coefficients (LPCC) and Weighted Linear Prediction Cepstral Coefficients (WLPCC) are extracted from these speech signals. Principle component analysis (PCA) and linear discriminant analysis (LDA) is method used to selected features. Seven typical emotions for SAVEE classified with k-nearest neighbour (kNN). 2013-10-25T14:39:35Z 2013-10-25T14:39:35Z 2012-06-18 Working Paper p. 1073-1076 978-967-5760-11-2 http://hdl.handle.net/123456789/29176 en Proceedings of the the 2nd International Malaysia-Ireland Joint Symposium on Engineering, Science and Business 2012 (IMiEJS2012); Universiti Malaysia Perlis (UniMAP)
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 Speech emotion recognition
Mel-Frequency Cepstrum Coefficient (MFCC)
Linear Predictive Coefficients (LPC)
Linear Prediction Cepstral Coefficients (LPCC)
Weighted Linear Prediction Cepstral Coefficients (WLPCC)
linear discriminant analysis (LDA)
Principle component analysis (PCA)
k-nearest neighbour (kNN)
spellingShingle Speech emotion recognition
Mel-Frequency Cepstrum Coefficient (MFCC)
Linear Predictive Coefficients (LPC)
Linear Prediction Cepstral Coefficients (LPCC)
Weighted Linear Prediction Cepstral Coefficients (WLPCC)
linear discriminant analysis (LDA)
Principle component analysis (PCA)
k-nearest neighbour (kNN)
M. N., Hasrul
Hariharan, Muthusamy
Sazali, Yaacob, Prof. Dr.
Speech emotion recognition using kNN classifier
description The 2nd International Malaysia-Ireland Joint Symposium on Engineering, Science and Business 2012 (IMiEJS2012) jointly organized by Universiti Malaysia Perlis and Athlone Institute of Technology in collaboration with The Ministry of Higher Education (MOHE) Malaysia, Education Malaysia and Malaysia Postgraduates Student Association Ireland (MyPSI), 18th - 19th June 2012 at Putra World Trade Center (PWTC), Kuala Lumpur, Malaysia.
author2 kids.hasrul@gmail.com
author_facet kids.hasrul@gmail.com
M. N., Hasrul
Hariharan, Muthusamy
Sazali, Yaacob, Prof. Dr.
format Working Paper
author M. N., Hasrul
Hariharan, Muthusamy
Sazali, Yaacob, Prof. Dr.
author_sort M. N., Hasrul
title Speech emotion recognition using kNN classifier
title_short Speech emotion recognition using kNN classifier
title_full Speech emotion recognition using kNN classifier
title_fullStr Speech emotion recognition using kNN classifier
title_full_unstemmed Speech emotion recognition using kNN classifier
title_sort speech emotion recognition using knn classifier
publisher Universiti Malaysia Perlis (UniMAP)
publishDate 2013
url http://dspace.unimap.edu.my/xmlui/handle/123456789/29176
_version_ 1643795648368082944
score 13.211869