Probabilistic Learner Modeling in Scientific Inquiry Exploratory Learning Environment
Research on learning has shown that although computer-based exploratory learning environments have been proven to be beneficial to learners, effectively inferring a learner's actions under a sound teaching and learning model that enhances exploratory behaviours remains uncertain. To address thi...
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| Format: | Article |
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2005
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| Online Access: | http://shdl.mmu.edu.my/2362/ |
| _version_ | 1848790035587923968 |
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| author | Ting, , Choo-Yee Zadeh,, M. Reza Beik |
| author_facet | Ting, , Choo-Yee Zadeh,, M. Reza Beik |
| author_sort | Ting, , Choo-Yee |
| building | MMU Institutional Repository |
| collection | Online Access |
| description | Research on learning has shown that although computer-based exploratory learning environments have been proven to be beneficial to learners, effectively inferring a learner's actions under a sound teaching and learning model that enhances exploratory behaviours remains uncertain. To address this problem, this article aims at discussing and highlighting the detail methodological approach for designing, and integrating the probabilistic learner modeling leveraging Bayesian networks into Scientific Inquiry Exploratory Learning Model. This integration mainly serves as a basis to support learners with adaptive instructions and facilitating the acquisition of both domain knowledge as well as scientific inquiry skills. To visualize the proposed methodological approach, a computer-based scientific inquiry exploratory learning environment named InQPro is developed. This article ends with presenting the preliminary investigation on employing Artificial Students technique to investigate the propagation of probabilities between subnetworks, and identifying threshold parameters in the probabilistic learner model. |
| first_indexed | 2025-11-14T18:06:13Z |
| format | Article |
| id | mmu-2362 |
| institution | Multimedia University |
| institution_category | Local University |
| last_indexed | 2025-11-14T18:06:13Z |
| publishDate | 2005 |
| recordtype | eprints |
| repository_type | Digital Repository |
| spelling | mmu-23622011-08-23T01:47:19Z http://shdl.mmu.edu.my/2362/ Probabilistic Learner Modeling in Scientific Inquiry Exploratory Learning Environment Ting, , Choo-Yee Zadeh,, M. Reza Beik QA75.5-76.95 Electronic computers. Computer science Research on learning has shown that although computer-based exploratory learning environments have been proven to be beneficial to learners, effectively inferring a learner's actions under a sound teaching and learning model that enhances exploratory behaviours remains uncertain. To address this problem, this article aims at discussing and highlighting the detail methodological approach for designing, and integrating the probabilistic learner modeling leveraging Bayesian networks into Scientific Inquiry Exploratory Learning Model. This integration mainly serves as a basis to support learners with adaptive instructions and facilitating the acquisition of both domain knowledge as well as scientific inquiry skills. To visualize the proposed methodological approach, a computer-based scientific inquiry exploratory learning environment named InQPro is developed. This article ends with presenting the preliminary investigation on employing Artificial Students technique to investigate the propagation of probabilities between subnetworks, and identifying threshold parameters in the probabilistic learner model. 2005 Article NonPeerReviewed Ting, , Choo-Yee and Zadeh,, M. Reza Beik (2005) Probabilistic Learner Modeling in Scientific Inquiry Exploratory Learning Environment. TOWARDS SUSTAINABLE AND SCALABLE EDUCATIONAL INNOVATIONS INFORMED BY LEARNING SCIENCES , 133 . pp. 500-507. ISSN 0922-6389 |
| spellingShingle | QA75.5-76.95 Electronic computers. Computer science Ting, , Choo-Yee Zadeh,, M. Reza Beik Probabilistic Learner Modeling in Scientific Inquiry Exploratory Learning Environment |
| title | Probabilistic Learner Modeling in Scientific Inquiry Exploratory Learning Environment |
| title_full | Probabilistic Learner Modeling in Scientific Inquiry Exploratory Learning Environment |
| title_fullStr | Probabilistic Learner Modeling in Scientific Inquiry Exploratory Learning Environment |
| title_full_unstemmed | Probabilistic Learner Modeling in Scientific Inquiry Exploratory Learning Environment |
| title_short | Probabilistic Learner Modeling in Scientific Inquiry Exploratory Learning Environment |
| title_sort | probabilistic learner modeling in scientific inquiry exploratory learning environment |
| topic | QA75.5-76.95 Electronic computers. Computer science |
| url | http://shdl.mmu.edu.my/2362/ |