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/ http://irep.iium.edu.my/38081/ http://irep.iium.edu.my/38081/1/Two_dimensional_affective_state_distribution_of_the_brain_under_emotion_stimuli.pdf

id	iium-38081
recordtype	eprints
spelling	iium-380812014-09-08T03:13:41Z 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
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) 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/ http://irep.iium.edu.my/38081/ http://irep.iium.edu.my/38081/1/Two_dimensional_affective_state_distribution_of_the_brain_under_emotion_stimuli.pdf
first_indexed	2023-09-18T20:54:39Z
last_indexed	2023-09-18T20:54:39Z
_version_	1777410223031451648

Two dimensional affective state distribution of the brain under emotion stimuli

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