Valence-arousal approach for speech emotion recognition system

The current state-of-the-art speech emotion recognition approaches focus on discrete emotion classification to suit the users’ need. However, in more practical perspective,emotion is deemed complex to be individually segregated and it is a continuous process that will change dynamically over time....

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Main Authors:	Kamaruddin, Norhaslinda, Abdul Rahman, Abdul Wahab
Other Authors:	Özcan , Rifat
Format:	Conference or Workshop Item
Language:	English
Published:	IEEE 2013
Subjects:	T57 Applied mathematics. Quantitative methods. Operation research. System analysis
Online Access:	http://irep.iium.edu.my/38077/ http://irep.iium.edu.my/38077/ http://irep.iium.edu.my/38077/ http://irep.iium.edu.my/38077/1/Valence-arousal_approach_for_speech_emotion_recognition_system.pdf

id	iium-38077
recordtype	eprints
spelling	iium-380772016-04-04T07:12:35Z http://irep.iium.edu.my/38077/ Valence-arousal approach for speech emotion recognition system Kamaruddin, Norhaslinda Abdul Rahman, Abdul Wahab T57 Applied mathematics. Quantitative methods. Operation research. System analysis The current state-of-the-art speech emotion recognition approaches focus on discrete emotion classification to suit the users’ need. However, in more practical perspective,emotion is deemed complex to be individually segregated and it is a continuous process that will change dynamically over time. Subsequently, no researcher can really claim of being able to find the threshold discriminating one emotion to another. In this paper, an alternative approach of Valence-Arousal is introduced based on the psychologists’ understanding that emotion can be represented in two emotion primitives of Valence and Arousal. Empirical results show potential of the proposed approach, which achieved reasonable accuracy with better speech emotion understanding and analysis. IEEE Özcan , Rifat Malas , Tahir Yilmaz, Özgür 2013-11-08 Conference or Workshop Item PeerReviewed application/pdf en http://irep.iium.edu.my/38077/1/Valence-arousal_approach_for_speech_emotion_recognition_system.pdf Kamaruddin, Norhaslinda and Abdul Rahman, Abdul Wahab (2013) Valence-arousal approach for speech emotion recognition system. In: 2013 International Conference on Electronics, Computer and Computation (ICECCO 2013), 7-8 Nov. 2013, Ankara, Turkey. http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=6718259 CFP1307V-ART
repository_type	Digital Repository
institution_category	Local University
institution	International Islamic University Malaysia
building	IIUM Repository
collection	Online Access
language	English
topic	T57 Applied mathematics. Quantitative methods. Operation research. System analysis
spellingShingle	T57 Applied mathematics. Quantitative methods. Operation research. System analysis Kamaruddin, Norhaslinda Abdul Rahman, Abdul Wahab Valence-arousal approach for speech emotion recognition system
description	The current state-of-the-art speech emotion recognition approaches focus on discrete emotion classification to suit the users’ need. However, in more practical perspective,emotion is deemed complex to be individually segregated and it is a continuous process that will change dynamically over time. Subsequently, no researcher can really claim of being able to find the threshold discriminating one emotion to another. In this paper, an alternative approach of Valence-Arousal is introduced based on the psychologists’ understanding that emotion can be represented in two emotion primitives of Valence and Arousal. Empirical results show potential of the proposed approach, which achieved reasonable accuracy with better speech emotion understanding and analysis.
author2	Özcan , Rifat
author_facet	Özcan , Rifat Kamaruddin, Norhaslinda Abdul Rahman, Abdul Wahab
format	Conference or Workshop Item
author	Kamaruddin, Norhaslinda Abdul Rahman, Abdul Wahab
author_sort	Kamaruddin, Norhaslinda
title	Valence-arousal approach for speech emotion recognition system
title_short	Valence-arousal approach for speech emotion recognition system
title_full	Valence-arousal approach for speech emotion recognition system
title_fullStr	Valence-arousal approach for speech emotion recognition system
title_full_unstemmed	Valence-arousal approach for speech emotion recognition system
title_sort	valence-arousal approach for speech emotion recognition system
publisher	IEEE
publishDate	2013
url	http://irep.iium.edu.my/38077/ http://irep.iium.edu.my/38077/ http://irep.iium.edu.my/38077/ http://irep.iium.edu.my/38077/1/Valence-arousal_approach_for_speech_emotion_recognition_system.pdf
first_indexed	2023-09-18T20:54:38Z
last_indexed	2023-09-18T20:54:38Z
_version_	1777410222582661120

Valence-arousal approach for speech emotion recognition system

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