Investigation on dynamic speech emotion from the perspective of brain associative memory.

Many researchers have studied speech emotion for years from the perspective of psychology to engineering. To date, none has made the speech emotion recognition system intuitive enough in such a way that it can be embedded in automatic answering machines that can effectively detect the various affect...

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Main Authors: Kamaruddin, Norhaslinda, Abdul Rahman, Abdul Wahab
Format: Article
Language:English
Published: Elsevier 2013
Subjects:
Online Access:http://irep.iium.edu.my/38078/
http://irep.iium.edu.my/38078/
http://irep.iium.edu.my/38078/1/Investigation_on_Dynamic_Speech_Emotion_from_the_Perspective_of_Brain_Associative_Memory.pdf
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recordtype eprints
spelling iium-380782014-09-09T04:34:34Z http://irep.iium.edu.my/38078/ Investigation on dynamic speech emotion from the perspective of brain associative memory. Kamaruddin, Norhaslinda Abdul Rahman, Abdul Wahab T Technology (General) Many researchers have studied speech emotion for years from the perspective of psychology to engineering. To date, none has made the speech emotion recognition system intuitive enough in such a way that it can be embedded in automatic answering machines that can effectively detect the various affective states of human verbal communication. In most cases the underlying emotional information was misinterpreted thus resulting in wrong feedbacks and responses. The complexity of understanding and analyzing speech emotion is presented in the dynamics of the emotion itself. Emotion is dynamic and changeable over time. Hence, it is imperative to cater for this parameter to boost the performance of the speech emotion recognition system. In this paper, values of Valence (V) and Arousal(A) are used to generate a recalibrated affective space model. Such approach is adopted from psychologists' understanding that emotion can be represented using emotion primitives' values. The VA approach is then coupled with the brain associative memory concept that can provides a better means in understanding the dynamics of speech emotion. Results of such analysis tallies with the psychological findings and has its practical implementation. Elsevier 2013-11-06 Article PeerReviewed application/pdf en http://irep.iium.edu.my/38078/1/Investigation_on_Dynamic_Speech_Emotion_from_the_Perspective_of_Brain_Associative_Memory.pdf Kamaruddin, Norhaslinda and Abdul Rahman, Abdul Wahab (2013) Investigation on dynamic speech emotion from the perspective of brain associative memory. Procedia Social and Behavioral Sciences, 97. pp. 46-53. ISSN 1877-0428 http://www.sciencedirect.com/science/article/pii/S1877042813036483#
repository_type Digital Repository
institution_category Local University
institution International Islamic University Malaysia
building IIUM Repository
collection Online Access
language English
topic T Technology (General)
spellingShingle T Technology (General)
Kamaruddin, Norhaslinda
Abdul Rahman, Abdul Wahab
Investigation on dynamic speech emotion from the perspective of brain associative memory.
description Many researchers have studied speech emotion for years from the perspective of psychology to engineering. To date, none has made the speech emotion recognition system intuitive enough in such a way that it can be embedded in automatic answering machines that can effectively detect the various affective states of human verbal communication. In most cases the underlying emotional information was misinterpreted thus resulting in wrong feedbacks and responses. The complexity of understanding and analyzing speech emotion is presented in the dynamics of the emotion itself. Emotion is dynamic and changeable over time. Hence, it is imperative to cater for this parameter to boost the performance of the speech emotion recognition system. In this paper, values of Valence (V) and Arousal(A) are used to generate a recalibrated affective space model. Such approach is adopted from psychologists' understanding that emotion can be represented using emotion primitives' values. The VA approach is then coupled with the brain associative memory concept that can provides a better means in understanding the dynamics of speech emotion. Results of such analysis tallies with the psychological findings and has its practical implementation.
format Article
author Kamaruddin, Norhaslinda
Abdul Rahman, Abdul Wahab
author_facet Kamaruddin, Norhaslinda
Abdul Rahman, Abdul Wahab
author_sort Kamaruddin, Norhaslinda
title Investigation on dynamic speech emotion from the perspective of brain associative memory.
title_short Investigation on dynamic speech emotion from the perspective of brain associative memory.
title_full Investigation on dynamic speech emotion from the perspective of brain associative memory.
title_fullStr Investigation on dynamic speech emotion from the perspective of brain associative memory.
title_full_unstemmed Investigation on dynamic speech emotion from the perspective of brain associative memory.
title_sort investigation on dynamic speech emotion from the perspective of brain associative memory.
publisher Elsevier
publishDate 2013
url http://irep.iium.edu.my/38078/
http://irep.iium.edu.my/38078/
http://irep.iium.edu.my/38078/1/Investigation_on_Dynamic_Speech_Emotion_from_the_Perspective_of_Brain_Associative_Memory.pdf
first_indexed 2023-09-18T20:54:39Z
last_indexed 2023-09-18T20:54:39Z
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