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A cognitive-affective measurement model based on the 12-point affective circumplex

In the existing studies, the quantification of human affect from brain signals is not precise because it is merely rely on some approximations of the models from different affective modalities rather than the neurophysiology of emotions. Therefore, the objective of this study is to investigate the c...

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Main Authors: Othman, Marini, Yaacob, Hamwira Sakti, Abdul Rahman, Abdul Wahab, Alshaikhli, Imad Fakhri Taha, Dzulkifli, Mariam Adawiah
Format: Conference or Workshop Item
Language:English
English
Published: Institute of Electrical and Electronics Engineers Inc. 2014
Subjects:
Q Science (General)
Online Access:http://irep.iium.edu.my/42767/10/42767_A%20cognitive-affective%20measurement%20model%20based%20on%20the%2012_complete.pdf
http://irep.iium.edu.my/42767/4/42767_A%20cognitive-affective%20measurement%20model%20based%20on%20the%2012-point%20affective%20circumplex_scopus.pdf
http://irep.iium.edu.my/42767/
http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=7076860
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spelling my.iium.irep.427672018-05-17T01:52:07Z http://irep.iium.edu.my/42767/ A cognitive-affective measurement model based on the 12-point affective circumplex Othman, Marini Yaacob, Hamwira Sakti Abdul Rahman, Abdul Wahab Alshaikhli, Imad Fakhri Taha Dzulkifli, Mariam Adawiah Q Science (General) In the existing studies, the quantification of human affect from brain signals is not precise because it is merely rely on some approximations of the models from different affective modalities rather than the neurophysiology of emotions. Therefore, the objective of this study is to investigate the cognitive-affective model for quantifying emotions based on the brain activities through electroencephalogram (EEG). For that purpose, the recalibrated Speech Affective Space Model (rSASM) and the 12-Pont Affective Circumplex (12-PAC) were compared. Moreover, Kernel Density Estimation (KDE) and Mel-Frequency Cepstral Coefficients (MFCC) were used for feature extractions and Multi-Layer Perceptron (MLP) neural network was employed as the classifier. The results show that the MFCC-12PAC cognitive-affective model is the best model for all subjects. Furthermore, the results indicate that emotions are unique between participants and consistent throughout performing executive function tasks. Therefore, our empirical work has provided evidences that 12-PAC model may be adapted to improve the quantification of human affects from the brain signals. The analysis may be later expanded for the construction of an automated tool for the understanding of children's emotion during intervention sessions with psychologists. Institute of Electrical and Electronics Engineers Inc. 2014 Conference or Workshop Item REM application/pdf en http://irep.iium.edu.my/42767/10/42767_A%20cognitive-affective%20measurement%20model%20based%20on%20the%2012_complete.pdf application/pdf en http://irep.iium.edu.my/42767/4/42767_A%20cognitive-affective%20measurement%20model%20based%20on%20the%2012-point%20affective%20circumplex_scopus.pdf Othman, Marini and Yaacob, Hamwira Sakti and Abdul Rahman, Abdul Wahab and Alshaikhli, Imad Fakhri Taha and Dzulkifli, Mariam Adawiah (2014) A cognitive-affective measurement model based on the 12-point affective circumplex. In: 2014 3rd International Conference on Advanced Computer Science Applications and Technologies, 29-30 Dec. 2014, Amman, Jordan. http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=7076860 10.1109/ACSAT.2014.8
institution Universiti Islam Antarabangsa Malaysia
building IIUM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider International Islamic University Malaysia
content_source IIUM Repository (IREP)
url_provider http://irep.iium.edu.my/
language English
English
topic Q Science (General)
spellingShingle Q Science (General)
Othman, Marini
Yaacob, Hamwira Sakti
Abdul Rahman, Abdul Wahab
Alshaikhli, Imad Fakhri Taha
Dzulkifli, Mariam Adawiah
A cognitive-affective measurement model based on the 12-point affective circumplex
description In the existing studies, the quantification of human affect from brain signals is not precise because it is merely rely on some approximations of the models from different affective modalities rather than the neurophysiology of emotions. Therefore, the objective of this study is to investigate the cognitive-affective model for quantifying emotions based on the brain activities through electroencephalogram (EEG). For that purpose, the recalibrated Speech Affective Space Model (rSASM) and the 12-Pont Affective Circumplex (12-PAC) were compared. Moreover, Kernel Density Estimation (KDE) and Mel-Frequency Cepstral Coefficients (MFCC) were used for feature extractions and Multi-Layer Perceptron (MLP) neural network was employed as the classifier. The results show that the MFCC-12PAC cognitive-affective model is the best model for all subjects. Furthermore, the results indicate that emotions are unique between participants and consistent throughout performing executive function tasks. Therefore, our empirical work has provided evidences that 12-PAC model may be adapted to improve the quantification of human affects from the brain signals. The analysis may be later expanded for the construction of an automated tool for the understanding of children's emotion during intervention sessions with psychologists.
format Conference or Workshop Item
author Othman, Marini
Yaacob, Hamwira Sakti
Abdul Rahman, Abdul Wahab
Alshaikhli, Imad Fakhri Taha
Dzulkifli, Mariam Adawiah
author_facet Othman, Marini
Yaacob, Hamwira Sakti
Abdul Rahman, Abdul Wahab
Alshaikhli, Imad Fakhri Taha
Dzulkifli, Mariam Adawiah
author_sort Othman, Marini
title A cognitive-affective measurement model based on the 12-point affective circumplex
title_short A cognitive-affective measurement model based on the 12-point affective circumplex
title_full A cognitive-affective measurement model based on the 12-point affective circumplex
title_fullStr A cognitive-affective measurement model based on the 12-point affective circumplex
title_full_unstemmed A cognitive-affective measurement model based on the 12-point affective circumplex
title_sort cognitive-affective measurement model based on the 12-point affective circumplex
publisher Institute of Electrical and Electronics Engineers Inc.
publishDate 2014
url http://irep.iium.edu.my/42767/10/42767_A%20cognitive-affective%20measurement%20model%20based%20on%20the%2012_complete.pdf
http://irep.iium.edu.my/42767/4/42767_A%20cognitive-affective%20measurement%20model%20based%20on%20the%2012-point%20affective%20circumplex_scopus.pdf
http://irep.iium.edu.my/42767/
http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=7076860
_version_ 1643612254165270528
score 13.211869

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