On enhancing students' cognitive abilities in online learning using brain activity and eye movements

N Jamil, AN Belkacem, A Lakas - Education and Information Technologies, 2023 - Springer
The COVID-19 pandemic has interrupted education institutions in over 150 nations, affecting
billions of students. Many governments have forced a transition in higher education from in …

Integrating multiple data sources for learning analytics—review of literature

J Samuelsen, W Chen, B Wasson - Research and Practice in Technology …, 2019 - Springer
Learning analytics (LA) promises understanding and optimization of learning and learning
environments. To enable richer insights regarding questions related to learning and …

Webcam-based eye tracking to detect mind wandering and comprehension errors

S Hutt, A Wong, A Papoutsaki, RS Baker… - Behavior Research …, 2024 - Springer
Recent advances in computer vision have opened the door for scalable eye tracking using
only a webcam. Such solutions are particularly useful for online educational technologies, in …

Temporal dynamics of meta-awareness of mind wandering during lecture viewing: Implications for learning and automated assessment using machine learning.

B Bühler, E Bozkir, P Goldberg… - Journal of …, 2024 - psycnet.apa.org
Remote learning settings require students to self-regulate their behavioral, affective, and
cognitive processes, including preventing mind wandering. Such engagement in task …

Automated gaze-based mind wandering detection during computerized learning in classrooms

S Hutt, K Krasich, C Mills, N Bosch, S White… - User Modeling and User …, 2019 - Springer
We investigate the use of commercial off-the-shelf (COTS) eye-trackers to automatically
detect mind wandering—a phenomenon involving a shift in attention from task-related to …

Eye-mind reader: An intelligent reading interface that promotes long-term comprehension by detecting and responding to mind wandering

C Mills, J Gregg, R Bixler, SK D'Mello - Human–Computer …, 2021 - Taylor & Francis
ABSTRACT We zone out roughly 20-40% of the time during reading–a rate that is
concerning given the negative relationship between mind-wandering and comprehension …

The eye–mind wandering link: Identifying gaze indices of mind wandering across tasks.

M Faber, K Krasich, RE Bixler… - Journal of …, 2020 - psycnet.apa.org
During mind wandering, visual processing of external information is attenuated. Accordingly,
mind wandering is associated with changes in gaze behaviors, albeit findings are …

Student engagement dataset

K Delgado, JM Origgi, T Hasanpoor… - Proceedings of the …, 2021 - openaccess.thecvf.com
A major challenge for online learning is the inability of systems to support student emotion
and to maintain student engagement. In response to this challenge, computer vision has …

When eyes wander around: Mind-wandering as revealed by eye movement analysis with hidden Markov models

HH Lee, ZL Chen, SL Yeh, JH Hsiao, AY Wu - Sensors, 2021 - mdpi.com
Mind-wandering has been shown to largely influence our learning efficiency, especially in
the digital and distracting era nowadays. Detecting mind-wandering thus becomes …

Wandering eyes: Eye movements during mind wandering in video lectures

H Zhang, KF Miller, X Sun… - Applied Cognitive …, 2020 - Wiley Online Library
Video lectures are increasingly prevalent, but they present challenges to learners. Students'
minds often wander, yet we know little about how mind wandering affects attention during …