On enhancing students' cognitive abilities in online learning using brain activity and eye movements
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 …
billions of students. Many governments have forced a transition in higher education from in …
Integrating multiple data sources for learning analytics—review of literature
Learning analytics (LA) promises understanding and optimization of learning and learning
environments. To enable richer insights regarding questions related to learning and …
environments. To enable richer insights regarding questions related to learning and …
Webcam-based eye tracking to detect mind wandering and comprehension errors
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 …
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.
Remote learning settings require students to self-regulate their behavioral, affective, and
cognitive processes, including preventing mind wandering. Such engagement in task …
cognitive processes, including preventing mind wandering. Such engagement in task …
Automated gaze-based mind wandering detection during computerized learning in classrooms
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 …
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
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 …
concerning given the negative relationship between mind-wandering and comprehension …
The eye–mind wandering link: Identifying gaze indices of mind wandering across tasks.
During mind wandering, visual processing of external information is attenuated. Accordingly,
mind wandering is associated with changes in gaze behaviors, albeit findings are …
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 …
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
Mind-wandering has been shown to largely influence our learning efficiency, especially in
the digital and distracting era nowadays. Detecting mind-wandering thus becomes …
the digital and distracting era nowadays. Detecting mind-wandering thus becomes …
Wandering eyes: Eye movements during mind wandering in video lectures
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 …
minds often wander, yet we know little about how mind wandering affects attention during …