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...
| Main Author: | |
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| Format: | Proceeding Paper |
| Language: | English |
| Published: |
2010
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| Subjects: | |
| Online Access: | http://irep.iium.edu.my/22717/ http://irep.iium.edu.my/22717/1/Motor_movement_for_autism.pdf |
| _version_ | 1848779051970330624 |
|---|---|
| author | Abdul Rahman, Abdul Wahab |
| author_facet | Abdul Rahman, Abdul Wahab |
| author_sort | Abdul Rahman, Abdul Wahab |
| building | IIUM Repository |
| collection | Online Access |
| 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. |
| first_indexed | 2025-11-14T15:11:38Z |
| format | Proceeding Paper |
| id | iium-22717 |
| institution | International Islamic University Malaysia |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-14T15:11:38Z |
| publishDate | 2010 |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | iium-227172020-12-16T15:55:32Z 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 Proceeding Paper 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 |
| 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 |
| title | 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_short | Motor movement for autism spectrum disorder (ASD) detection |
| title_sort | motor movement for autism spectrum disorder (asd) detection |
| topic | QA75 Electronic computers. Computer science TK7800 Electronics. Computer engineering. Computer hardware. Photoelectronic devices |
| 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 |