EEG in the classroom: Synchronised neural recordings during video presentation
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Abstract (arXiv)
We performed simultaneous recordings of electroencephalography (EEG) from multiple students in a classroom, and measured the inter-subject correlation (ISC) of activity evoked by a common video stimulus. The neural reliability, as quantified by ISC, has been linked to engagement and attentional modulation in earlier studies that used high-grade equipment in laboratory settings. Here we reproduce many of the results from these studies using portable low-cost equipment, focusing on the robustness of using ISC for subjects experiencing naturalistic stimuli. The present data shows that stimulus-evoked neural responses, known to be modulated by attention, can be tracked in for groups of students with synchronized EEG acquisition. This is a step towards real-time inference of engagement in the classroom.
Key facts. Cited by 4 papers in the map (data through 14 Oct 2026). First posted on arXiv 11 Apr 2016.
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Citing papers per year: 2021: 1; 2022: 0; 2023: 0; 2024: 1; 2025: 2.
4 papers.
- 2021Multimodal Engagement Analysis from Facial Videos in the Classroomcited by 27
- 2024Contrastive Learning of Shared Spatiotemporal EEG Representations Across Individuals for Naturalistic Neurosciencecited by 2
- 2025Physiologically-Informed Predictability of a Teammate's Future Actions Forecasts Team Performancecited by 1
- 2025Potential Indicator for Continuous Emotion Arousal by Dynamic Neural Synchronycited by 1
- 2025Physiologically-Informed Predictability of a Teammate's Future Actions Forecasts Team Performance25 Jan 2025
- 2025Potential Indicator for Continuous Emotion Arousal by Dynamic Neural Synchrony24 Jan 2025
- 2024Contrastive Learning of Shared Spatiotemporal EEG Representations Across Individuals for Naturalistic Neuroscience22 Feb 2024
- 2021Multimodal Engagement Analysis from Facial Videos in the Classroom11 Jan 2021