Early identification of dyslexic preschoolers based on europhysiological signals

Dyslexia is a learning difficulty and in most cases cannot be identified until a child is already in the third grade or later. At this time a dyslexic child have only an one-in-seven chance of ever catching up with his or her peers in reading, writing, speaking or listening. Early identification ca...

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Main Authors: Karim, Izzah, Qayoom, Abdul, Abdul Rahman, Abdul Wahab, Kamaruddin, Norhaslinda
Format: Proceeding Paper
Language:English
Published: 2013
Subjects:
Online Access:http://irep.iium.edu.my/38075/
http://irep.iium.edu.my/38075/1/Early_Identification_of_Dyslexic_Preschoolers_Based_on_Neurophysiological_Signals.pdf
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author Karim, Izzah
Qayoom, Abdul
Abdul Rahman, Abdul Wahab
Kamaruddin, Norhaslinda
author_facet Karim, Izzah
Qayoom, Abdul
Abdul Rahman, Abdul Wahab
Kamaruddin, Norhaslinda
author_sort Karim, Izzah
building IIUM Repository
collection Online Access
description Dyslexia is a learning difficulty and in most cases cannot be identified until a child is already in the third grade or later. At this time a dyslexic child have only an one-in-seven chance of ever catching up with his or her peers in reading, writing, speaking or listening. Early identification can pave the way for early intervention and the dyslexic child can be helped at an early stage. Furthermore, the results yielded are the best when the intervention in the form of providing specialized instructions or carried out through some other way yields best results when done at preschoolers. Thus the importance of early identification. The following study is devoted to the EEG based identification of dyslexia for preschool going children. In this analysis feature extraction are carried out using KDE and MLP is used for classification of the features extracted. The results show promising classification accuracy.
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format Proceeding Paper
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institution International Islamic University Malaysia
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language English
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publishDate 2013
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spelling iium-380752017-04-10T01:25:07Z http://irep.iium.edu.my/38075/ Early identification of dyslexic preschoolers based on europhysiological signals Karim, Izzah Qayoom, Abdul Abdul Rahman, Abdul Wahab Kamaruddin, Norhaslinda QP Physiology Dyslexia is a learning difficulty and in most cases cannot be identified until a child is already in the third grade or later. At this time a dyslexic child have only an one-in-seven chance of ever catching up with his or her peers in reading, writing, speaking or listening. Early identification can pave the way for early intervention and the dyslexic child can be helped at an early stage. Furthermore, the results yielded are the best when the intervention in the form of providing specialized instructions or carried out through some other way yields best results when done at preschoolers. Thus the importance of early identification. The following study is devoted to the EEG based identification of dyslexia for preschool going children. In this analysis feature extraction are carried out using KDE and MLP is used for classification of the features extracted. The results show promising classification accuracy. 2013 Proceeding Paper PeerReviewed application/pdf en http://irep.iium.edu.my/38075/1/Early_Identification_of_Dyslexic_Preschoolers_Based_on_Neurophysiological_Signals.pdf Karim, Izzah and Qayoom, Abdul and Abdul Rahman, Abdul Wahab and Kamaruddin, Norhaslinda (2013) Early identification of dyslexic preschoolers based on europhysiological signals. In: 2013 International Conference on Advanced Computer Science Applications and Technologies (ACSAT), 23-24 Dec. 2013, Kuching, Sarawak. http://ieeexplore.ieee.org/xpls/abs_all.jsp?arnumber=6836607
spellingShingle QP Physiology
Karim, Izzah
Qayoom, Abdul
Abdul Rahman, Abdul Wahab
Kamaruddin, Norhaslinda
Early identification of dyslexic preschoolers based on europhysiological signals
title Early identification of dyslexic preschoolers based on europhysiological signals
title_full Early identification of dyslexic preschoolers based on europhysiological signals
title_fullStr Early identification of dyslexic preschoolers based on europhysiological signals
title_full_unstemmed Early identification of dyslexic preschoolers based on europhysiological signals
title_short Early identification of dyslexic preschoolers based on europhysiological signals
title_sort early identification of dyslexic preschoolers based on europhysiological signals
topic QP Physiology
url http://irep.iium.edu.my/38075/
http://irep.iium.edu.my/38075/
http://irep.iium.edu.my/38075/1/Early_Identification_of_Dyslexic_Preschoolers_Based_on_Neurophysiological_Signals.pdf