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Two dimensional affective state distribution of the brain under emotion stimuli

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.

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Abstract

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.

Item Type: Conference or Workshop Item (Full Paper)
Additional Information: 4870/38081
Uncontrolled Keywords: brain, emotion stimuli
Subjects: T Technology > T Technology (General)
Kulliyyahs/Centres/Divisions/Institutes (Can select more than one option. Press CONTROL button): Kulliyyah of Information and Communication Technology
Kulliyyah of Information and Communication Technology
Depositing User: Prof Abdul Wahab Abdul Rahman
Date Deposited: 08 Sep 2014 11:13
Last Modified: 08 Sep 2014 11:13
URI: http://irep.iium.edu.my/id/eprint/38081

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