EXECUTE: Exploring Eye Tracking to Support E-learning
13th IEEE Global Engineering Education Conference, EDUCON 2022
; 2022-March:670-676, 2022.
Article
in English
| Scopus | ID: covidwho-1874205
ABSTRACT
The outbreak of the COVID-19 pandemic has caused unprecedented disruption to education and progressed remote teaching as a predominant model for delivering educational content. However, the online teaching and learning model has its challenges, such as the lack of technological tools to quantity the student attention and engagement with the learning content. This paper focuses on developing an e-learning framework for capturing and analysing the students' attention during remote teaching sessions and subsequently profiling their learning behaviour leveraging eye-tracking data. Our proposed eye-tracking solution deploys a webcam to capture and track raw gaze points that grant the user the freedom of natural head movement and scalability compared to conventional eye-tracking approaches. We derived various gaze metrics in conjunction with state-of the-art machine learning (ML) models like logistic regression, support vector machine and polynomial regression to classify the student attention with an accuracy above 91%. Furthermore, our findings can help in the early detection and diagnosis of attention deficit hyperactivity disorder (ADHD) among students, thus supporting their learning journeys by creating an adaptive learning environment tailored to their needs. © 2022 IEEE.
attention monitoring; attention-deficit hyperactivity disorder (ADHD); Gaze tracking; mind wandering; Computer aided instruction; E-learning; Education computing; Eye movements; Eye tracking; Students; Support vector machines; Attention deficit hyperactivity disorder; Attention-deficit hyperactivity disorder; E - learning; Educational contents; Eye-tracking; Gaze-tracking; Online teaching and learning; Remote teaching; Diseases
Full text:
Available
Collection:
Databases of international organizations
Database:
Scopus
Language:
English
Journal:
13th IEEE Global Engineering Education Conference, EDUCON 2022
Year:
2022
Document Type:
Article
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