Universality and diversity of cultural-influenced speech emotion recognition system

Culture refers to the cumulative knowledge, beliefs, values and concepts that are accepted by a group of people. Such information are shared and inherited from the previous generations in order for one to be blended and accepted in a society. Different cultural groups communicate differently that is...

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Main Authors:	Kamaruddin, Norhaslinda, Abdul Rahman, Abdul Wahab, Mazlan, Muhammad Jaliluddin, Norzilan, Norul Ayny
Format:	Article
Language:	English English
Published:	Medwell Journals 2016
Subjects:	T10.5 Communication of technical information
Online Access:	http://irep.iium.edu.my/55698/ http://irep.iium.edu.my/55698/ http://irep.iium.edu.my/55698/1/55698_Universality%20and%20diversity.pdf http://irep.iium.edu.my/55698/2/55698_Universality%20and%20diversity_SCOPUS.pdf

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recordtype	eprints
spelling	iium-556982017-04-12T07:09:44Z http://irep.iium.edu.my/55698/ Universality and diversity of cultural-influenced speech emotion recognition system Kamaruddin, Norhaslinda Abdul Rahman, Abdul Wahab Mazlan, Muhammad Jaliluddin Norzilan, Norul Ayny T10.5 Communication of technical information Culture refers to the cumulative knowledge, beliefs, values and concepts that are accepted by a group of people. Such information are shared and inherited from the previous generations in order for one to be blended and accepted in a society. Different cultural groups communicate differently that is distinct and unique making homogeneous interpretation of underlying emotional contents are more accurate. However, universality of cultural-influenced speech can be observed when cross cultural speeches are being interacted from different cultural groups to one another especially with the advancement of communication technology. In this study, two different cultural-influenced speech datasets representing American (NTU-American) and European (Netherland EmoSpeech) are employed to investigate their similarity and dissimilarity in term of heterogeneous listener's perception on the underlying emotional contents. The Mel Frequency Cepstral Coefficient (MFCC) feature extraction method and Multi Layer Perceptron (MLP) classifier are coupled to determine four different emotions, namely; anger, happiness, sadness and neutral acting as emotionless state. From the experimental result, it is noted that the proposed approach yielded accuracy performance of two times better than chance guessing. Moreover, the Netherland EmoSpeech dataset managed to obtain comparative accuracy with the established NTU-American dataset demonstrating that the data is satisfactory for speech emotion recognition purposes. Medwell Journals 2016 Article PeerReviewed application/pdf en http://irep.iium.edu.my/55698/1/55698_Universality%20and%20diversity.pdf application/pdf en http://irep.iium.edu.my/55698/2/55698_Universality%20and%20diversity_SCOPUS.pdf Kamaruddin, Norhaslinda and Abdul Rahman, Abdul Wahab and Mazlan, Muhammad Jaliluddin and Norzilan, Norul Ayny (2016) Universality and diversity of cultural-influenced speech emotion recognition system. The Social Sciences, 11 (16). pp. 3828-3832. ISSN 1818-5800 http://docsdrive.com/pdfs/medwelljournals/sscience/2016/3828-3832.pdf
repository_type	Digital Repository
institution_category	Local University
institution	International Islamic University Malaysia
building	IIUM Repository
collection	Online Access
language	English English
topic	T10.5 Communication of technical information
spellingShingle	T10.5 Communication of technical information Kamaruddin, Norhaslinda Abdul Rahman, Abdul Wahab Mazlan, Muhammad Jaliluddin Norzilan, Norul Ayny Universality and diversity of cultural-influenced speech emotion recognition system
description	Culture refers to the cumulative knowledge, beliefs, values and concepts that are accepted by a group of people. Such information are shared and inherited from the previous generations in order for one to be blended and accepted in a society. Different cultural groups communicate differently that is distinct and unique making homogeneous interpretation of underlying emotional contents are more accurate. However, universality of cultural-influenced speech can be observed when cross cultural speeches are being interacted from different cultural groups to one another especially with the advancement of communication technology. In this study, two different cultural-influenced speech datasets representing American (NTU-American) and European (Netherland EmoSpeech) are employed to investigate their similarity and dissimilarity in term of heterogeneous listener's perception on the underlying emotional contents. The Mel Frequency Cepstral Coefficient (MFCC) feature extraction method and Multi Layer Perceptron (MLP) classifier are coupled to determine four different emotions, namely; anger, happiness, sadness and neutral acting as emotionless state. From the experimental result, it is noted that the proposed approach yielded accuracy performance of two times better than chance guessing. Moreover, the Netherland EmoSpeech dataset managed to obtain comparative accuracy with the established NTU-American dataset demonstrating that the data is satisfactory for speech emotion recognition purposes.
format	Article
author	Kamaruddin, Norhaslinda Abdul Rahman, Abdul Wahab Mazlan, Muhammad Jaliluddin Norzilan, Norul Ayny
author_facet	Kamaruddin, Norhaslinda Abdul Rahman, Abdul Wahab Mazlan, Muhammad Jaliluddin Norzilan, Norul Ayny
author_sort	Kamaruddin, Norhaslinda
title	Universality and diversity of cultural-influenced speech emotion recognition system
title_short	Universality and diversity of cultural-influenced speech emotion recognition system
title_full	Universality and diversity of cultural-influenced speech emotion recognition system
title_fullStr	Universality and diversity of cultural-influenced speech emotion recognition system
title_full_unstemmed	Universality and diversity of cultural-influenced speech emotion recognition system
title_sort	universality and diversity of cultural-influenced speech emotion recognition system
publisher	Medwell Journals
publishDate	2016
url	http://irep.iium.edu.my/55698/ http://irep.iium.edu.my/55698/ http://irep.iium.edu.my/55698/1/55698_Universality%20and%20diversity.pdf http://irep.iium.edu.my/55698/2/55698_Universality%20and%20diversity_SCOPUS.pdf
first_indexed	2023-09-18T21:18:39Z
last_indexed	2023-09-18T21:18:39Z
_version_	1777411732986134528

Universality and diversity of cultural-influenced speech emotion recognition system

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