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Human emotions classification and EEG channel reduction: A review

The 2nd International Malaysia-Ireland Joint Symposium on Engineering, Science and Business 2012 (IMiEJS2012) jointly organized by Universiti Malaysia Perlis and Athlone Institute of Technology in collaboration with The Ministry of Higher Education (MOHE) Malaysia, Education Malaysia and Malay...

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Main Authors: Intan Farlina Zaimatulaili, Mohd Idris, Murugappan, M., Dr., Wan Khairunizam, Wan Ahmad, Dr.
Other Authors: intanfarlina@yahoo.com
Format: Working Paper
Language:English
Published: Universiti Malaysia Perlis (UniMAP) 2013
Subjects:
Emotions
Brain-Computer Interface (BCI)
Electroencephalograph (EEG)
Human Brain
Online Access:http://dspace.unimap.edu.my/xmlui/handle/123456789/30769
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spelling my.unimap-307692013-12-23T05:15:27Z Human emotions classification and EEG channel reduction: A review Intan Farlina Zaimatulaili, Mohd Idris Murugappan, M., Dr. Wan Khairunizam, Wan Ahmad, Dr. intanfarlina@yahoo.com murugappan@unimap.edu.my khairunizam@unimap.edu.my Emotions Brain-Computer Interface (BCI) Electroencephalograph (EEG) Human Brain The 2nd International Malaysia-Ireland Joint Symposium on Engineering, Science and Business 2012 (IMiEJS2012) jointly organized by Universiti Malaysia Perlis and Athlone Institute of Technology in collaboration with The Ministry of Higher Education (MOHE) Malaysia, Education Malaysia and Malaysia Postgraduates Student Association Ireland (MyPSI), 18th - 19th June 2012 at Putra World Trade Center (PWTC), Kuala Lumpur, Malaysia. Brain signals are collected from the human scalp through a set of electrodes placed over the entire scalp. In recent years, the researchers are using higher number of Electroencephalography (EEG) channels to collect the brain signal activity to develop Human Computer Interface (HCI) or Brain Computer Interface (BCI) systems. Using larger number of electrodes gives higher accuracy at the cost of losing lesser computational time, higher memory requirement and increasing subject burden. In order to overcome this problem, a channel reduction algorithm is proposed for reducing the number of active channels without reducing the performance of the systems. The key idea behind this channel reduction is lies on finding the brain region or common brain region which act as emotional centre for assessing all different types of emotional activity of human. Therefore, a reduction to a number of channels which carry the same information with less time for computing and feature extraction is necessary. 2013-12-23T05:15:27Z 2013-12-23T05:15:27Z 2012-06-18 Working Paper p. 404 - 411 978-967-5760-11-2 http://hdl.handle.net/123456789/30769 en Proceedings of the The 2nd International Malaysia-Ireland Joint Symposium on Engineering, Science and Business 2012 (IMiEJS2012); Universiti Malaysia Perlis (UniMAP)
institution Universiti Malaysia Perlis
building UniMAP Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Perlis
content_source UniMAP Library Digital Repository
url_provider http://dspace.unimap.edu.my/
language English
topic Emotions
Brain-Computer Interface (BCI)
Electroencephalograph (EEG)
Human Brain
spellingShingle Emotions
Brain-Computer Interface (BCI)
Electroencephalograph (EEG)
Human Brain
Intan Farlina Zaimatulaili, Mohd Idris
Murugappan, M., Dr.
Wan Khairunizam, Wan Ahmad, Dr.
Human emotions classification and EEG channel reduction: A review
description The 2nd International Malaysia-Ireland Joint Symposium on Engineering, Science and Business 2012 (IMiEJS2012) jointly organized by Universiti Malaysia Perlis and Athlone Institute of Technology in collaboration with The Ministry of Higher Education (MOHE) Malaysia, Education Malaysia and Malaysia Postgraduates Student Association Ireland (MyPSI), 18th - 19th June 2012 at Putra World Trade Center (PWTC), Kuala Lumpur, Malaysia.
author2 intanfarlina@yahoo.com
author_facet intanfarlina@yahoo.com
Intan Farlina Zaimatulaili, Mohd Idris
Murugappan, M., Dr.
Wan Khairunizam, Wan Ahmad, Dr.
format Working Paper
author Intan Farlina Zaimatulaili, Mohd Idris
Murugappan, M., Dr.
Wan Khairunizam, Wan Ahmad, Dr.
author_sort Intan Farlina Zaimatulaili, Mohd Idris
title Human emotions classification and EEG channel reduction: A review
title_short Human emotions classification and EEG channel reduction: A review
title_full Human emotions classification and EEG channel reduction: A review
title_fullStr Human emotions classification and EEG channel reduction: A review
title_full_unstemmed Human emotions classification and EEG channel reduction: A review
title_sort human emotions classification and eeg channel reduction: a review
publisher Universiti Malaysia Perlis (UniMAP)
publishDate 2013
url http://dspace.unimap.edu.my/xmlui/handle/123456789/30769
_version_ 1643795597073842176
score 13.214268

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