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Motivation assessment model for intelligent tutoring system based on mamdani inference system

Many educators have used the benefit offer by intelligent tutoring system. To become more personalizing and effective tutoring system, student characteristics need to be considered. One of important student characteristic is motivation. Therefore, in this study a motivation assessment model based on...

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Main Authors: Thinakaran, Rajermani, Chupra, Suriayati, Batumalay, Malathy
Format: Article
Language:English
Published: Institute of Advanced Engineering and Science 2023
Subjects:
T Technology (General)
Online Access:http://eprints.utm.my/107581/1/SuriayatiChupra2023_MotivationAssessmentModelForIntelligentTutoring.pdf
http://eprints.utm.my/107581/
http://dx.doi.org/10.11591/ijai.v12.i1.pp189-200
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spelling my.utm.1075812024-09-25T06:19:33Z http://eprints.utm.my/107581/ Motivation assessment model for intelligent tutoring system based on mamdani inference system Thinakaran, Rajermani Chupra, Suriayati Batumalay, Malathy T Technology (General) Many educators have used the benefit offer by intelligent tutoring system. To become more personalizing and effective tutoring system, student characteristics need to be considered. One of important student characteristic is motivation. Therefore, in this study a motivation assessment model based on self-efficacy theory was proposed. Refer to the theory, effort, choice of activities, performance and persistence were discussed as motivation attributes. Further, time spend, difficulty level, number of correct answers and number of questions skipped are the parameters was defined for each attribute. The model was designed by taking the advantages of Mamdani inference system as fuzzy logic technique to predict students’ motivation level. The model able to inmates like a human tutor does in the traditional classroom to understand students’ motivation level. Institute of Advanced Engineering and Science 2023 Article PeerReviewed application/pdf en http://eprints.utm.my/107581/1/SuriayatiChupra2023_MotivationAssessmentModelForIntelligentTutoring.pdf Thinakaran, Rajermani and Chupra, Suriayati and Batumalay, Malathy (2023) Motivation assessment model for intelligent tutoring system based on mamdani inference system. IAES International Journal of Artificial Intelligence, 12 (1). pp. 189-200. ISSN 2089-4872 http://dx.doi.org/10.11591/ijai.v12.i1.pp189-200 DOI : 10.11591/ijai.v12.i1.pp189-200
institution Universiti Teknologi Malaysia
building UTM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Teknologi Malaysia
content_source UTM Institutional Repository
url_provider http://eprints.utm.my/
language English
topic T Technology (General)
spellingShingle T Technology (General)
Thinakaran, Rajermani
Chupra, Suriayati
Batumalay, Malathy
Motivation assessment model for intelligent tutoring system based on mamdani inference system
description Many educators have used the benefit offer by intelligent tutoring system. To become more personalizing and effective tutoring system, student characteristics need to be considered. One of important student characteristic is motivation. Therefore, in this study a motivation assessment model based on self-efficacy theory was proposed. Refer to the theory, effort, choice of activities, performance and persistence were discussed as motivation attributes. Further, time spend, difficulty level, number of correct answers and number of questions skipped are the parameters was defined for each attribute. The model was designed by taking the advantages of Mamdani inference system as fuzzy logic technique to predict students’ motivation level. The model able to inmates like a human tutor does in the traditional classroom to understand students’ motivation level.
format Article
author Thinakaran, Rajermani
Chupra, Suriayati
Batumalay, Malathy
author_facet Thinakaran, Rajermani
Chupra, Suriayati
Batumalay, Malathy
author_sort Thinakaran, Rajermani
title Motivation assessment model for intelligent tutoring system based on mamdani inference system
title_short Motivation assessment model for intelligent tutoring system based on mamdani inference system
title_full Motivation assessment model for intelligent tutoring system based on mamdani inference system
title_fullStr Motivation assessment model for intelligent tutoring system based on mamdani inference system
title_full_unstemmed Motivation assessment model for intelligent tutoring system based on mamdani inference system
title_sort motivation assessment model for intelligent tutoring system based on mamdani inference system
publisher Institute of Advanced Engineering and Science
publishDate 2023
url http://eprints.utm.my/107581/1/SuriayatiChupra2023_MotivationAssessmentModelForIntelligentTutoring.pdf
http://eprints.utm.my/107581/
http://dx.doi.org/10.11591/ijai.v12.i1.pp189-200
_version_ 1811681227695980544
score 13.211869

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