Gaze-based assessment of dyslexic students' motivation within an e-learning environment

Ruijie Wang, Liming Chen, Aladdin Ayesh, Jethro Shell, Ivar Solheim

Research output: Chapter in Book/Report/Conference proceedingPublished conference contribution

5 Citations (Scopus)

Abstract

This paper proposes a gaze-based motivation analysis approach for evaluation of motivational strategies and assessment of motivational factors for students with dyslexia in an e-learning environment. We first collect real-time eye movement data from dyslexic learners during their e-learning practices. We then use statistic tests to evaluate four typical motivational strategies with the eye-tracking data and use logistic regressions for the assessment of motivation. Initial results show that eye-tracking data is effective at evaluating the effects of the studied motivational strategies, and adding eye-tracking features significantly improves the model accuracy which has reached to a correct prediction rate of between 72.0% and 81.3%.

Original languageEnglish
Title of host publicationProceedings - 2019 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Advanced and Trusted Computing, Scalable Computing and Communications, Internet of People and Smart City Innovation, SmartWorld/UIC/ATC/SCALCOM/IOP/SCI 2019
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages610-617
Number of pages8
ISBN (Electronic)9781728140346
DOIs
Publication statusPublished - 9 Apr 2020
Externally publishedYes
Event2019 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Advanced and Trusted Computing, Scalable Computing and Communications, Internet of People and Smart City Innovation, SmartWorld/UIC/ATC/SCALCOM/IOP/SCI 2019 - Leicester, United Kingdom
Duration: 19 Aug 201923 Aug 2019

Publication series

NameProceedings - 2019 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Advanced and Trusted Computing, Scalable Computing and Communications, Internet of People and Smart City Innovation, SmartWorld/UIC/ATC/SCALCOM/IOP/SCI 2019

Conference

Conference2019 IEEE SmartWorld, Ubiquitous Intelligence and Computing, Advanced and Trusted Computing, Scalable Computing and Communications, Internet of People and Smart City Innovation, SmartWorld/UIC/ATC/SCALCOM/IOP/SCI 2019
Country/TerritoryUnited Kingdom
CityLeicester
Period19/08/1923/08/19

Keywords

  • Dyslexia
  • Eye gaze
  • Motivation
  • Strategies

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