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Learning-Analytics based Intelligent Simulator for Personalised Learning

Personalised learning enables instructions to be tailored specific to students learning needs, while making sure learning outcomes are attained. Instructors require information that could facilitate them in adapting their pedagogy design so the learning delivery could be optimized. However, existing...

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Main Authors: Sharef, N.M., Azmi Murad, M.A., Mansor, E.I., Nasharuddin, N.A., Omar, M.K., Samian, N., Arshad, N.I., Ismail, W., Shahbodin, F.
Format: Conference or Workshop Item
Published: Institute of Electrical and Electronics Engineers Inc. 2020
Online Access:https://www.scopus.com/inward/record.uri?eid=2-s2.0-85099126609&doi=10.1109%2fICADEIS49811.2020.9276858&partnerID=40&md5=214742d183ca26d194b00a0956cc2bd5
http://eprints.utp.edu.my/29842/
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spelling my.utp.eprints.298422022-03-25T02:57:19Z Learning-Analytics based Intelligent Simulator for Personalised Learning Sharef, N.M. Azmi Murad, M.A. Mansor, E.I. Nasharuddin, N.A. Omar, M.K. Samian, N. Arshad, N.I. Ismail, W. Shahbodin, F. Personalised learning enables instructions to be tailored specific to students learning needs, while making sure learning outcomes are attained. Instructors require information that could facilitate them in adapting their pedagogy design so the learning delivery could be optimized. However, existing solutions are limited to descriptive analytic and intervention facilitation is confined to students at risk prediction based on their course engagement frequency. Tools to predict final grade is available but very scarce. Besides, realtime monitoring of reaction to learning events are not available. Therefore, this paper proposes a solution that integrates Internet of Things, learning analytic and chatbot to fill the said gaps. The paper also presents the experience of pilot developments towards the current version of solution. © 2020 IEEE. Institute of Electrical and Electronics Engineers Inc. 2020 Conference or Workshop Item NonPeerReviewed https://www.scopus.com/inward/record.uri?eid=2-s2.0-85099126609&doi=10.1109%2fICADEIS49811.2020.9276858&partnerID=40&md5=214742d183ca26d194b00a0956cc2bd5 Sharef, N.M. and Azmi Murad, M.A. and Mansor, E.I. and Nasharuddin, N.A. and Omar, M.K. and Samian, N. and Arshad, N.I. and Ismail, W. and Shahbodin, F. (2020) Learning-Analytics based Intelligent Simulator for Personalised Learning. In: UNSPECIFIED. http://eprints.utp.edu.my/29842/
institution Universiti Teknologi Petronas
building UTP Resource Centre
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Petronas
content_source UTP Institutional Repository
url_provider http://eprints.utp.edu.my/
description Personalised learning enables instructions to be tailored specific to students learning needs, while making sure learning outcomes are attained. Instructors require information that could facilitate them in adapting their pedagogy design so the learning delivery could be optimized. However, existing solutions are limited to descriptive analytic and intervention facilitation is confined to students at risk prediction based on their course engagement frequency. Tools to predict final grade is available but very scarce. Besides, realtime monitoring of reaction to learning events are not available. Therefore, this paper proposes a solution that integrates Internet of Things, learning analytic and chatbot to fill the said gaps. The paper also presents the experience of pilot developments towards the current version of solution. © 2020 IEEE.
format Conference or Workshop Item
author Sharef, N.M.
Azmi Murad, M.A.
Mansor, E.I.
Nasharuddin, N.A.
Omar, M.K.
Samian, N.
Arshad, N.I.
Ismail, W.
Shahbodin, F.
spellingShingle Sharef, N.M.
Azmi Murad, M.A.
Mansor, E.I.
Nasharuddin, N.A.
Omar, M.K.
Samian, N.
Arshad, N.I.
Ismail, W.
Shahbodin, F.
Learning-Analytics based Intelligent Simulator for Personalised Learning
author_facet Sharef, N.M.
Azmi Murad, M.A.
Mansor, E.I.
Nasharuddin, N.A.
Omar, M.K.
Samian, N.
Arshad, N.I.
Ismail, W.
Shahbodin, F.
author_sort Sharef, N.M.
title Learning-Analytics based Intelligent Simulator for Personalised Learning
title_short Learning-Analytics based Intelligent Simulator for Personalised Learning
title_full Learning-Analytics based Intelligent Simulator for Personalised Learning
title_fullStr Learning-Analytics based Intelligent Simulator for Personalised Learning
title_full_unstemmed Learning-Analytics based Intelligent Simulator for Personalised Learning
title_sort learning-analytics based intelligent simulator for personalised learning
publisher Institute of Electrical and Electronics Engineers Inc.
publishDate 2020
url https://www.scopus.com/inward/record.uri?eid=2-s2.0-85099126609&doi=10.1109%2fICADEIS49811.2020.9276858&partnerID=40&md5=214742d183ca26d194b00a0956cc2bd5
http://eprints.utp.edu.my/29842/
_version_ 1738657023202951168
score 13.211869

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