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Two dimensional affective state distribution of the brain under emotion stimuli

Emotions are ambiguous. Many techniques have been employed to perform emotion prediction and to understand emotional elicitations. Brain signals measured using electroencephalogram (EEG) are also used in studies about emotions. Using KDE as feature extraction technique and MLP for performing super...

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Main Authors: Yaacob, Hamwira Sakti, Karim, Izzah, Abdul Rahman, Abdul Wahab, Kamaruddin, Norhaslinda
Format: Conference or Workshop Item
Language:English
Published: 2012
Subjects:
T Technology (General)
Online Access:http://irep.iium.edu.my/38081/1/Two_dimensional_affective_state_distribution_of_the_brain_under_emotion_stimuli.pdf
http://irep.iium.edu.my/38081/
http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=6347374
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spelling my.iium.irep.380812020-12-16T16:58:25Z http://irep.iium.edu.my/38081/ Two dimensional affective state distribution of the brain under emotion stimuli Yaacob, Hamwira Sakti Karim, Izzah Abdul Rahman, Abdul Wahab Kamaruddin, Norhaslinda T Technology (General) Emotions are ambiguous. Many techniques have been employed to perform emotion prediction and to understand emotional elicitations. Brain signals measured using electroencephalogram (EEG) are also used in studies about emotions. Using KDE as feature extraction technique and MLP for performing supervised learning on the brain signals. It has shown that all channels in EEG can capture emotional experience. In addition it was also indicated that emotions are dynamic as represented by the level of valence and the intensity of arousal. Such findings are useful in biomedical studies, especially in dealing with emotional disorders which can results in using a two-channel EEG device for neurofeedback applications. 2012 Conference or Workshop Item PeerReviewed application/pdf en http://irep.iium.edu.my/38081/1/Two_dimensional_affective_state_distribution_of_the_brain_under_emotion_stimuli.pdf Yaacob, Hamwira Sakti and Karim, Izzah and Abdul Rahman, Abdul Wahab and Kamaruddin, Norhaslinda (2012) Two dimensional affective state distribution of the brain under emotion stimuli. In: 34th Annual International Conference of the IEEE EMBS, 28 August - 1 September, 2012, San Diego, California USA. http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=6347374
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
topic T Technology (General)
spellingShingle T Technology (General)
Yaacob, Hamwira Sakti
Karim, Izzah
Abdul Rahman, Abdul Wahab
Kamaruddin, Norhaslinda
Two dimensional affective state distribution of the brain under emotion stimuli
description Emotions are ambiguous. Many techniques have been employed to perform emotion prediction and to understand emotional elicitations. Brain signals measured using electroencephalogram (EEG) are also used in studies about emotions. Using KDE as feature extraction technique and MLP for performing supervised learning on the brain signals. It has shown that all channels in EEG can capture emotional experience. In addition it was also indicated that emotions are dynamic as represented by the level of valence and the intensity of arousal. Such findings are useful in biomedical studies, especially in dealing with emotional disorders which can results in using a two-channel EEG device for neurofeedback applications.
format Conference or Workshop Item
author Yaacob, Hamwira Sakti
Karim, Izzah
Abdul Rahman, Abdul Wahab
Kamaruddin, Norhaslinda
author_facet Yaacob, Hamwira Sakti
Karim, Izzah
Abdul Rahman, Abdul Wahab
Kamaruddin, Norhaslinda
author_sort Yaacob, Hamwira Sakti
title Two dimensional affective state distribution of the brain under emotion stimuli
title_short Two dimensional affective state distribution of the brain under emotion stimuli
title_full Two dimensional affective state distribution of the brain under emotion stimuli
title_fullStr Two dimensional affective state distribution of the brain under emotion stimuli
title_full_unstemmed Two dimensional affective state distribution of the brain under emotion stimuli
title_sort two dimensional affective state distribution of the brain under emotion stimuli
publishDate 2012
url http://irep.iium.edu.my/38081/1/Two_dimensional_affective_state_distribution_of_the_brain_under_emotion_stimuli.pdf
http://irep.iium.edu.my/38081/
http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=6347374
_version_ 1687393050262765568
score 13.211869

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