Motor movement for autism spectrum disorder (ASD) detection

In this paper, we are looking at the differences between autistic and normal children in term of fine motor movement. Previous findings have shown that there are differences between autistic children and normal children when performing a simple motor movement tasks. Imitating a finger tapping a...

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Main Author:	Abdul Rahman, Abdul Wahab
Format:	Conference or Workshop Item
Language:	English
Published:	2010
Subjects:	QA75 Electronic computers. Computer science TK7800 Electronics. Computer engineering. Computer hardware. Photoelectronic devices
Online Access:	http://irep.iium.edu.my/22717/ http://irep.iium.edu.my/22717/ http://irep.iium.edu.my/22717/1/Motor_movement_for_autism.pdf

id	iium-22717
recordtype	eprints
spelling	iium-227172012-03-20T15:16:23Z http://irep.iium.edu.my/22717/ Motor movement for autism spectrum disorder (ASD) detection Abdul Rahman, Abdul Wahab QA75 Electronic computers. Computer science TK7800 Electronics. Computer engineering. Computer hardware. Photoelectronic devices In this paper, we are looking at the differences between autistic and normal children in term of fine motor movement. Previous findings have shown that there are differences between autistic children and normal children when performing a simple motor movement tasks. Imitating a finger tapping and clinching a hand are two examples of a simple motor movement tasks. Our study had adopted one of the video stimuli for clinching the hand from Brainmarkers. 6 selected autistic children and 6 selected normal children were involved in this study. The data collection is using EEG device and will be analyzed using Gaussian mixture model (GMM) and Multilayer perceptron (MLP) as classifier to discriminate between autistic and normal children. Experimental result shows the potential of verifying between autistic and normal children with accuracy of 92%. The potential of using these techniques to identify autistic children can help early detection for the purpose of early intervention. Moreover, the spectrums of the signals also present big differences between the two groups. 2010 Conference or Workshop Item PeerReviewed application/pdf en http://irep.iium.edu.my/22717/1/Motor_movement_for_autism.pdf Abdul Rahman, Abdul Wahab (2010) Motor movement for autism spectrum disorder (ASD) detection. In: 3rd International Conference on Information and Communication Technology for the Moslem World: ICT Connecting Cultures, ICT4M 2010; , 13-14 Dec 2010, Jakarta. http://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=5971921
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 TK7800 Electronics. Computer engineering. Computer hardware. Photoelectronic devices
spellingShingle	QA75 Electronic computers. Computer science TK7800 Electronics. Computer engineering. Computer hardware. Photoelectronic devices Abdul Rahman, Abdul Wahab Motor movement for autism spectrum disorder (ASD) detection
description	In this paper, we are looking at the differences between autistic and normal children in term of fine motor movement. Previous findings have shown that there are differences between autistic children and normal children when performing a simple motor movement tasks. Imitating a finger tapping and clinching a hand are two examples of a simple motor movement tasks. Our study had adopted one of the video stimuli for clinching the hand from Brainmarkers. 6 selected autistic children and 6 selected normal children were involved in this study. The data collection is using EEG device and will be analyzed using Gaussian mixture model (GMM) and Multilayer perceptron (MLP) as classifier to discriminate between autistic and normal children. Experimental result shows the potential of verifying between autistic and normal children with accuracy of 92%. The potential of using these techniques to identify autistic children can help early detection for the purpose of early intervention. Moreover, the spectrums of the signals also present big differences between the two groups.
format	Conference or Workshop Item
author	Abdul Rahman, Abdul Wahab
author_facet	Abdul Rahman, Abdul Wahab
author_sort	Abdul Rahman, Abdul Wahab
title	Motor movement for autism spectrum disorder (ASD) detection
title_short	Motor movement for autism spectrum disorder (ASD) detection
title_full	Motor movement for autism spectrum disorder (ASD) detection
title_fullStr	Motor movement for autism spectrum disorder (ASD) detection
title_full_unstemmed	Motor movement for autism spectrum disorder (ASD) detection
title_sort	motor movement for autism spectrum disorder (asd) detection
publishDate	2010
url	http://irep.iium.edu.my/22717/ http://irep.iium.edu.my/22717/ http://irep.iium.edu.my/22717/1/Motor_movement_for_autism.pdf
first_indexed	2023-09-18T20:34:34Z
last_indexed	2023-09-18T20:34:34Z
_version_	1777408960067796992

Motor movement for autism spectrum disorder (ASD) detection

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