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The role of learning theory in multimodal learning analytics
This study presents the outcomes of a semi‐systematic literature review on the role of
learning theory in multimodal learning analytics (MMLA) research. Based on previous …
learning theory in multimodal learning analytics (MMLA) research. Based on previous …
Detecting emotions through electrodermal activity in learning contexts: A systematic review
There is a strong increase in the use of devices that measure physiological arousal through
electrodermal activity (EDA). Although there is a long tradition of studying emotions during …
electrodermal activity (EDA). Although there is a long tradition of studying emotions during …
From signals to knowledge: A conceptual model for multimodal learning analytics
Multimodality in learning analytics and learning science is under the spotlight. The
landscape of sensors and wearable trackers that can be used for learning support is …
landscape of sensors and wearable trackers that can be used for learning support is …
Measuring emotions in education using wearable devices: A systematic review
Wearable devices that detect real-time and fine-grained physiological signals offer
potentials for understanding the intricate mechanisms of emotions in education. However …
potentials for understanding the intricate mechanisms of emotions in education. However …
Applying collaborative cognitive load theory to computer-supported collaborative learning: Towards a research agenda
Research on computer-supported collaborative learning (CSCL) has traditionally
investigated how student-, group-, task-, and technological characteristics affect the …
investigated how student-, group-, task-, and technological characteristics affect the …
Exploring students' cognitive and affective states during problem solving through multimodal data: Lessons learned from a programming activity
Background Problem‐solving is a multidimensional and dynamic process that requires and
interlinks cognitive, metacognitive, and affective dimensions of learning. However, current …
interlinks cognitive, metacognitive, and affective dimensions of learning. However, current …
The evidence of impact and ethical considerations of multimodal learning analytics: A systematic literature review
There is a growing interest in the research and use of multimodal data in learning analytics.
This paper presents a systematic literature review of multimodal learning analytics (MMLA) …
This paper presents a systematic literature review of multimodal learning analytics (MMLA) …
[HTML][HTML] Triggers for self-regulated learning: A conceptual framework for advancing multimodal research about SRL
This paper introduces a theory-driven trigger regulation framework for advancing multimodal
analytical approaches to research about self-regulated learning. Events and/or situations …
analytical approaches to research about self-regulated learning. Events and/or situations …
[HTML][HTML] Virtual meeting fatigue: Exploring the impact of virtual meetings on cognitive performance and active versus passive fatigue.
In this study, we challenge the commonly held belief that virtual meeting fatigue manifests as
exhaustion (ie, active fatigue) resulting from overloading demands and instead suggest that …
exhaustion (ie, active fatigue) resulting from overloading demands and instead suggest that …
Building pipelines for educational data using AI and multimodal analytics: A “grey‐box” approach
Students' on‐task engagement during adaptive learning activities has a significant effect on
their performance, and at the same time, how these activities influence students' behavior is …
their performance, and at the same time, how these activities influence students' behavior is …