Establishing a Probabilistic Model for Cognitive Learning Style
Current focus in education systems is to develop SCORM-based ITS that is able to adapt instructional contents to student's learning method and preferences. In order to adapt to the student's preference, the ITS must be able to capture the student's preferred learning style. However, t...
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| Format: | Article |
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IOS Press Amsterdam, The Netherlands, The Netherlands
2005
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| Online Access: | http://shdl.mmu.edu.my/2361/ |
| _version_ | 1848790035311099904 |
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| author | Teh, Yoke-Jin Somnuk, Phon-Amnuaisuk Ting, Choo-Yee |
| author_facet | Teh, Yoke-Jin Somnuk, Phon-Amnuaisuk Ting, Choo-Yee |
| author_sort | Teh, Yoke-Jin |
| building | MMU Institutional Repository |
| collection | Online Access |
| description | Current focus in education systems is to develop SCORM-based ITS that is able to adapt instructional contents to student's learning method and preferences. In order to adapt to the student's preference, the ITS must be able to capture the student's preferred learning style. However, this involves inherent uncertainty in understanding and categorizing student's learning style. This paper highlights the probabilistic model of student's cognitive learning style and its integration into SCORM e-learning environment. Our student model uses Bayesian Networks to handle uncertainties by computing a probabilistic assessment of predicting the student's cognitive learning style based on the student's interactions captured by the SCORM CAM and SCORM RTE commands. Towards the end of this paper, a review of student model and preliminary investigation to assess and evaluate our initial network is presented. |
| first_indexed | 2025-11-14T18:06:13Z |
| format | Article |
| id | mmu-2361 |
| institution | Multimedia University |
| institution_category | Local University |
| last_indexed | 2025-11-14T18:06:13Z |
| publishDate | 2005 |
| publisher | IOS Press Amsterdam, The Netherlands, The Netherlands |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | mmu-23612013-12-10T01:58:37Z http://shdl.mmu.edu.my/2361/ Establishing a Probabilistic Model for Cognitive Learning Style Teh, Yoke-Jin Somnuk, Phon-Amnuaisuk Ting, Choo-Yee QA75.5-76.95 Electronic computers. Computer science Current focus in education systems is to develop SCORM-based ITS that is able to adapt instructional contents to student's learning method and preferences. In order to adapt to the student's preference, the ITS must be able to capture the student's preferred learning style. However, this involves inherent uncertainty in understanding and categorizing student's learning style. This paper highlights the probabilistic model of student's cognitive learning style and its integration into SCORM e-learning environment. Our student model uses Bayesian Networks to handle uncertainties by computing a probabilistic assessment of predicting the student's cognitive learning style based on the student's interactions captured by the SCORM CAM and SCORM RTE commands. Towards the end of this paper, a review of student model and preliminary investigation to assess and evaluate our initial network is presented. IOS Press Amsterdam, The Netherlands, The Netherlands 2005 Article NonPeerReviewed Teh, Yoke-Jin and Somnuk, Phon-Amnuaisuk and Ting, Choo-Yee (2005) Establishing a Probabilistic Model for Cognitive Learning Style. Proceedings of the 2005 conference on Towards Sustainable and Scalable Educational Innovations Informed by the Learning Sciences: Sharing Good Practices of Research, Experimentation and Innovation, 133 . pp. 468-475. ISSN 0922-6389 http://dl.acm.org/citation.cfm?id=1563395 |
| spellingShingle | QA75.5-76.95 Electronic computers. Computer science Teh, Yoke-Jin Somnuk, Phon-Amnuaisuk Ting, Choo-Yee Establishing a Probabilistic Model for Cognitive Learning Style |
| title | Establishing a Probabilistic Model for Cognitive Learning Style |
| title_full | Establishing a Probabilistic Model for Cognitive Learning Style |
| title_fullStr | Establishing a Probabilistic Model for Cognitive Learning Style |
| title_full_unstemmed | Establishing a Probabilistic Model for Cognitive Learning Style |
| title_short | Establishing a Probabilistic Model for Cognitive Learning Style |
| title_sort | establishing a probabilistic model for cognitive learning style |
| topic | QA75.5-76.95 Electronic computers. Computer science |
| url | http://shdl.mmu.edu.my/2361/ http://shdl.mmu.edu.my/2361/ |