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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2012
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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 |
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English |
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T Technology (General) |
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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 |
13.250246 |