EEG emotion recognition based on the dimensional models of emotions

In this paper, we propose a method for EEG emotion recognition which is tested based on 2 dimensional models of emotions, (1) the rSASM, and (2) the 12-PAC model. EEG data were collected from 5 preschoolers aged 5 years old while watching emotional faces from the Radboud Faces Database (RafD). Fea...

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Main Authors:	Othman, Marini, Abdul Rahman, Abdul Wahab, Karim, Izzah, Dzulkifli, Mariam Adawiah, Taha, Imad
Format:	Article
Language:	English
Published:	Elsevier 2013
Subjects:	QA75 Electronic computers. Computer science
Online Access:	http://irep.iium.edu.my/34903/ http://irep.iium.edu.my/34903/ http://irep.iium.edu.my/34903/ http://irep.iium.edu.my/34903/1/EEG_emotion_recognition_based_on_the_dimensional_models_of.pdf

id	iium-34903
recordtype	eprints
spelling	iium-349032014-01-30T00:42:36Z http://irep.iium.edu.my/34903/ EEG emotion recognition based on the dimensional models of emotions Othman, Marini Abdul Rahman, Abdul Wahab Karim, Izzah Dzulkifli, Mariam Adawiah Taha, Imad QA75 Electronic computers. Computer science In this paper, we propose a method for EEG emotion recognition which is tested based on 2 dimensional models of emotions, (1) the rSASM, and (2) the 12-PAC model. EEG data were collected from 5 preschoolers aged 5 years old while watching emotional faces from the Radboud Faces Database (RafD). Features were extracted using KSDE and MFCC and classified using MLP. Results show that EEG emotion recognition using the 12-PAC model gives the highest accuracy for both feature extraction methods. Results indicated that the accuracy of EEG emotion recognition is increased with the precision of the dimensional models. Elsevier 2013 Article PeerReviewed application/pdf en http://irep.iium.edu.my/34903/1/EEG_emotion_recognition_based_on_the_dimensional_models_of.pdf Othman, Marini and Abdul Rahman, Abdul Wahab and Karim, Izzah and Dzulkifli, Mariam Adawiah and Taha, Imad (2013) EEG emotion recognition based on the dimensional models of emotions. Procedia - Social and Behavioral Sciences, 97. pp. 30-37. ISSN 1877-0428 http://dx.doi.org/10.1016/j.sbspro.2013.10.201 doi:10.1016/j.sbspro.2013.10.201
repository_type	Digital Repository
institution_category	Local University
institution	International Islamic University Malaysia
building	IIUM Repository
collection	Online Access
language	English
topic	QA75 Electronic computers. Computer science
spellingShingle	QA75 Electronic computers. Computer science Othman, Marini Abdul Rahman, Abdul Wahab Karim, Izzah Dzulkifli, Mariam Adawiah Taha, Imad EEG emotion recognition based on the dimensional models of emotions
description	In this paper, we propose a method for EEG emotion recognition which is tested based on 2 dimensional models of emotions, (1) the rSASM, and (2) the 12-PAC model. EEG data were collected from 5 preschoolers aged 5 years old while watching emotional faces from the Radboud Faces Database (RafD). Features were extracted using KSDE and MFCC and classified using MLP. Results show that EEG emotion recognition using the 12-PAC model gives the highest accuracy for both feature extraction methods. Results indicated that the accuracy of EEG emotion recognition is increased with the precision of the dimensional models.
format	Article
author	Othman, Marini Abdul Rahman, Abdul Wahab Karim, Izzah Dzulkifli, Mariam Adawiah Taha, Imad
author_facet	Othman, Marini Abdul Rahman, Abdul Wahab Karim, Izzah Dzulkifli, Mariam Adawiah Taha, Imad
author_sort	Othman, Marini
title	EEG emotion recognition based on the dimensional models of emotions
title_short	EEG emotion recognition based on the dimensional models of emotions
title_full	EEG emotion recognition based on the dimensional models of emotions
title_fullStr	EEG emotion recognition based on the dimensional models of emotions
title_full_unstemmed	EEG emotion recognition based on the dimensional models of emotions
title_sort	eeg emotion recognition based on the dimensional models of emotions
publisher	Elsevier
publishDate	2013
url	http://irep.iium.edu.my/34903/ http://irep.iium.edu.my/34903/ http://irep.iium.edu.my/34903/ http://irep.iium.edu.my/34903/1/EEG_emotion_recognition_based_on_the_dimensional_models_of.pdf
first_indexed	2023-09-18T20:50:11Z
last_indexed	2023-09-18T20:50:11Z
_version_	1777409941877817344

EEG emotion recognition based on the dimensional models of emotions

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