Brain Topographic Mapping of Emotions using Computational Cerebellum
The advancement of neuroimaging technologies actuated many researches to further understand the neurophysiology of the cognitive events, including emotional elicitations. Several neuroimaging techniques including Electroencephalography (EEG) have been employed to capture and visualize the underlying...
| Main Authors: | , , |
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| Format: | Proceeding Paper |
| Language: | English |
| Published: |
2013
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| Online Access: | http://irep.iium.edu.my/32137/ http://irep.iium.edu.my/32137/1/IJHVS_19_4_Paper_5.pdf |
| _version_ | 1848780505494847488 |
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| author | Yaacob, Hamwira Sakti Kamaruddin, Norhaslinda Abdul Rahman, Abdul Wahab |
| author_facet | Yaacob, Hamwira Sakti Kamaruddin, Norhaslinda Abdul Rahman, Abdul Wahab |
| author_sort | Yaacob, Hamwira Sakti |
| building | IIUM Repository |
| collection | Online Access |
| description | The advancement of neuroimaging technologies actuated many researches to further understand the neurophysiology of the cognitive events, including emotional elicitations. Several neuroimaging techniques including Electroencephalography (EEG) have been employed to capture and visualize the underlying dynamics of emotional neurophysiology. However, the existing EEG techniques are complex and require specific assumptions. Hence, in this project, a self-organized topographic brain mapping model is proposed to automate the process of the dynamic visualization of brain activation during a specific emotional experiences. Such approach employs Cerebellar Model Articulation Controller (CMAC) machine learning algorithm to interpolate and visualize the distribution of activated region during cognitive activities as captured at the scalp. Experimental results show that CMAC can be an alternative approach to construct topographic brain maps for EEG inputs. It is envisaged the proposed approach will be used in the near future to provide explicit interpretations of emotional dynamic that can be used by medical practitioners, psychologists and general users. |
| first_indexed | 2025-11-14T15:34:44Z |
| format | Proceeding Paper |
| id | iium-32137 |
| institution | International Islamic University Malaysia |
| institution_category | Local University |
| language | English |
| last_indexed | 2025-11-14T15:34:44Z |
| publishDate | 2013 |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | iium-321372020-12-16T17:03:23Z http://irep.iium.edu.my/32137/ Brain Topographic Mapping of Emotions using Computational Cerebellum Yaacob, Hamwira Sakti Kamaruddin, Norhaslinda Abdul Rahman, Abdul Wahab QA75 Electronic computers. Computer science TK7800 Electronics. Computer engineering. Computer hardware. Photoelectronic devices The advancement of neuroimaging technologies actuated many researches to further understand the neurophysiology of the cognitive events, including emotional elicitations. Several neuroimaging techniques including Electroencephalography (EEG) have been employed to capture and visualize the underlying dynamics of emotional neurophysiology. However, the existing EEG techniques are complex and require specific assumptions. Hence, in this project, a self-organized topographic brain mapping model is proposed to automate the process of the dynamic visualization of brain activation during a specific emotional experiences. Such approach employs Cerebellar Model Articulation Controller (CMAC) machine learning algorithm to interpolate and visualize the distribution of activated region during cognitive activities as captured at the scalp. Experimental results show that CMAC can be an alternative approach to construct topographic brain maps for EEG inputs. It is envisaged the proposed approach will be used in the near future to provide explicit interpretations of emotional dynamic that can be used by medical practitioners, psychologists and general users. 2013 Proceeding Paper NonPeerReviewed application/pdf en http://irep.iium.edu.my/32137/1/IJHVS_19_4_Paper_5.pdf Yaacob, Hamwira Sakti and Kamaruddin, Norhaslinda and Abdul Rahman, Abdul Wahab (2013) Brain Topographic Mapping of Emotions using Computational Cerebellum. In: The Tenth International Conference on Electronics Computer and Computation (ICECCO 2013), 7-9 November 2013, Turgut Özal University, Ankara, Turkey. http://www.icecco.org/ |
| spellingShingle | QA75 Electronic computers. Computer science TK7800 Electronics. Computer engineering. Computer hardware. Photoelectronic devices Yaacob, Hamwira Sakti Kamaruddin, Norhaslinda Abdul Rahman, Abdul Wahab Brain Topographic Mapping of Emotions using Computational Cerebellum |
| title | Brain Topographic Mapping of Emotions using Computational Cerebellum |
| title_full | Brain Topographic Mapping of Emotions using Computational Cerebellum |
| title_fullStr | Brain Topographic Mapping of Emotions using Computational Cerebellum |
| title_full_unstemmed | Brain Topographic Mapping of Emotions using Computational Cerebellum |
| title_short | Brain Topographic Mapping of Emotions using Computational Cerebellum |
| title_sort | brain topographic mapping of emotions using computational cerebellum |
| topic | QA75 Electronic computers. Computer science TK7800 Electronics. Computer engineering. Computer hardware. Photoelectronic devices |
| url | http://irep.iium.edu.my/32137/ http://irep.iium.edu.my/32137/ http://irep.iium.edu.my/32137/1/IJHVS_19_4_Paper_5.pdf |