Artificial intelligence in adaptive and intelligent educational system: a review

There has been much discussion among academics on how pupils may be taught online while yet maintaining a high degree of learning efficiency, in part because of the worldwide COVID-19 pandemic in the previous two years. Students may have trouble focusing due to a lack of teacher–student interaction,...

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Main Authors: Dong, Jingwen, Mohd Rum, Siti Nurulain, Kasmiran, Khairul Azhar, Mohd Aris, Teh Noranis, Mohamed, Raihani
Format: Article
Published: MDPI 2022
Online Access:http://psasir.upm.edu.my/id/eprint/100389/
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author Dong, Jingwen
Mohd Rum, Siti Nurulain
Kasmiran, Khairul Azhar
Mohd Aris, Teh Noranis
Mohamed, Raihani
author_facet Dong, Jingwen
Mohd Rum, Siti Nurulain
Kasmiran, Khairul Azhar
Mohd Aris, Teh Noranis
Mohamed, Raihani
author_sort Dong, Jingwen
building UPM Institutional Repository
collection Online Access
description There has been much discussion among academics on how pupils may be taught online while yet maintaining a high degree of learning efficiency, in part because of the worldwide COVID-19 pandemic in the previous two years. Students may have trouble focusing due to a lack of teacher–student interaction, yet online learning has some advantages that are unavailable in traditional classrooms. The architecture of online courses for students is integrated into a system called the Adaptive and Intelligent Education System (AIES). In AIESs, reinforcement learning is often used in conjunction with the development of teaching strategies, and this reinforcement-learning-based system is known as RLATES. As a prerequisite to conducting research in this field, this paper undertakes the consolidation and analysis of existing research, design approaches, and model categories for adaptive and intelligent educational systems, with the hope of serving as a reference for scholars in the same field to help them gain access to the relevant information quickly and easily.
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institution Universiti Putra Malaysia
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last_indexed 2025-11-15T13:30:55Z
publishDate 2022
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spelling upm-1003892023-12-26T04:27:54Z http://psasir.upm.edu.my/id/eprint/100389/ Artificial intelligence in adaptive and intelligent educational system: a review Dong, Jingwen Mohd Rum, Siti Nurulain Kasmiran, Khairul Azhar Mohd Aris, Teh Noranis Mohamed, Raihani There has been much discussion among academics on how pupils may be taught online while yet maintaining a high degree of learning efficiency, in part because of the worldwide COVID-19 pandemic in the previous two years. Students may have trouble focusing due to a lack of teacher–student interaction, yet online learning has some advantages that are unavailable in traditional classrooms. The architecture of online courses for students is integrated into a system called the Adaptive and Intelligent Education System (AIES). In AIESs, reinforcement learning is often used in conjunction with the development of teaching strategies, and this reinforcement-learning-based system is known as RLATES. As a prerequisite to conducting research in this field, this paper undertakes the consolidation and analysis of existing research, design approaches, and model categories for adaptive and intelligent educational systems, with the hope of serving as a reference for scholars in the same field to help them gain access to the relevant information quickly and easily. MDPI 2022-08-23 Article PeerReviewed Dong, Jingwen and Mohd Rum, Siti Nurulain and Kasmiran, Khairul Azhar and Mohd Aris, Teh Noranis and Mohamed, Raihani (2022) Artificial intelligence in adaptive and intelligent educational system: a review. Future Internet, 14 (9). art. no. 245. pp. 1-11. ISSN 1999-5903 https://www.mdpi.com/1999-5903/14/9/245 10.3390/fi14090245
spellingShingle Dong, Jingwen
Mohd Rum, Siti Nurulain
Kasmiran, Khairul Azhar
Mohd Aris, Teh Noranis
Mohamed, Raihani
Artificial intelligence in adaptive and intelligent educational system: a review
title Artificial intelligence in adaptive and intelligent educational system: a review
title_full Artificial intelligence in adaptive and intelligent educational system: a review
title_fullStr Artificial intelligence in adaptive and intelligent educational system: a review
title_full_unstemmed Artificial intelligence in adaptive and intelligent educational system: a review
title_short Artificial intelligence in adaptive and intelligent educational system: a review
title_sort artificial intelligence in adaptive and intelligent educational system: a review
url http://psasir.upm.edu.my/id/eprint/100389/
http://psasir.upm.edu.my/id/eprint/100389/
http://psasir.upm.edu.my/id/eprint/100389/