Computational analysis of dynamics in an agent-based model of cognitive load and reading performance
To avoid the development of cognitive load during task-specific actions, technologies like companion robots or intelligent systems may benefit from being aware of the dynamics of related mental performance constructs. As a first step toward the development of such systems, this paper uses an agent-b...
| Main Authors: | , |
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| Other Authors: | |
| Format: | Book Section |
| Language: | English |
| Published: |
Springer
2018
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| Online Access: | https://repo.uum.edu.my/id/eprint/27048/1/978-3-319-99006-4%20207%20220.pdf |
| _version_ | 1825805581443661824 |
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| author | Ghanimi, Hayder M. A. Ab. Aziz, Azizi |
| author2 | Saeed, Faisal |
| author_facet | Saeed, Faisal Ghanimi, Hayder M. A. Ab. Aziz, Azizi |
| author_sort | Ghanimi, Hayder M. A. |
| collection | UUM |
| description | To avoid the development of cognitive load during task-specific actions, technologies like companion robots or intelligent systems may benefit from being aware of the dynamics of related mental performance constructs. As a first step toward the development of such systems, this paper uses an agent-based approach to formalize and simulate cognitive load processes within reading activities, which may involve specific assigned task. The obtained agent-based model is analysed both by mathematical analysis and automated trace evaluation. Based on this description, the proposed agent-based model has exhibited realistic behaviours patterns that adhere to the psychological and cognitive literature. Moreover, it is shown how the agent-based model can be integrated into intelligent systems that monitor and predict cognitive load over time and propose intelligent support actions based on that. |
| first_indexed | 2024-07-04T06:34:38Z |
| format | Book Section |
| id | uum-27048 |
| institution | Universiti Utara Malaysia |
| language | English |
| last_indexed | 2024-07-04T06:34:38Z |
| publishDate | 2018 |
| publisher | Springer |
| record_format | eprints |
| spelling | uum-270482020-06-02T00:50:49Z https://repo.uum.edu.my/id/eprint/27048/ Computational analysis of dynamics in an agent-based model of cognitive load and reading performance Ghanimi, Hayder M. A. Ab. Aziz, Azizi QA76 Computer software To avoid the development of cognitive load during task-specific actions, technologies like companion robots or intelligent systems may benefit from being aware of the dynamics of related mental performance constructs. As a first step toward the development of such systems, this paper uses an agent-based approach to formalize and simulate cognitive load processes within reading activities, which may involve specific assigned task. The obtained agent-based model is analysed both by mathematical analysis and automated trace evaluation. Based on this description, the proposed agent-based model has exhibited realistic behaviours patterns that adhere to the psychological and cognitive literature. Moreover, it is shown how the agent-based model can be integrated into intelligent systems that monitor and predict cognitive load over time and propose intelligent support actions based on that. Springer Saeed, Faisal Gazem, Nadhmi Mohammed, Fathey Busalim, Abdelsalam 2018 Book Section PeerReviewed application/pdf en https://repo.uum.edu.my/id/eprint/27048/1/978-3-319-99006-4%20207%20220.pdf Ghanimi, Hayder M. A. and Ab. Aziz, Azizi (2018) Computational analysis of dynamics in an agent-based model of cognitive load and reading performance. In: Recent Trends in Data Science and Soft Computing. Springer, Cham, pp. 207-220. ISBN 978-3-319-99006-4 http://doi.org/10.1007/978-3-319-99007-1_20 doi:10.1007/978-3-319-99007-1_20 doi:10.1007/978-3-319-99007-1_20 |
| spellingShingle | QA76 Computer software Ghanimi, Hayder M. A. Ab. Aziz, Azizi Computational analysis of dynamics in an agent-based model of cognitive load and reading performance |
| title | Computational analysis of dynamics in an agent-based model of cognitive load and reading performance |
| title_full | Computational analysis of dynamics in an agent-based model of cognitive load and reading performance |
| title_fullStr | Computational analysis of dynamics in an agent-based model of cognitive load and reading performance |
| title_full_unstemmed | Computational analysis of dynamics in an agent-based model of cognitive load and reading performance |
| title_short | Computational analysis of dynamics in an agent-based model of cognitive load and reading performance |
| title_sort | computational analysis of dynamics in an agent based model of cognitive load and reading performance |
| topic | QA76 Computer software |
| url | https://repo.uum.edu.my/id/eprint/27048/1/978-3-319-99006-4%20207%20220.pdf |
| work_keys_str_mv | AT ghanimihayderma computationalanalysisofdynamicsinanagentbasedmodelofcognitiveloadandreadingperformance AT abazizazizi computationalanalysisofdynamicsinanagentbasedmodelofcognitiveloadandreadingperformance |