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A review on data fusion in multimodal learning analytics and educational data mining
The new educational models such as smart learning environments use of digital and context‐
aware devices to facilitate the learning process. In this new educational scenario, a huge …
aware devices to facilitate the learning process. In this new educational scenario, a huge …
Multimodal data capabilities for learning: What can multimodal data tell us about learning?
Most research on learning technology uses clickstreams and questionnaires as their primary
source of quantitative data. This study presents the outcomes of a systematic literature …
source of quantitative data. This study presents the outcomes of a systematic literature …
From data to insights: A layered storytelling approach for multimodal learning analytics
Significant progress to integrate and analyse multimodal data has been carried out in the
last years. Yet, little research has tackled the challenge of visualising and supporting the …
last years. Yet, little research has tackled the challenge of visualising and supporting the …
Multimodal data indicators for capturing cognitive, motivational, and emotional learning processes: A systematic literature review
This systematic review on data modalities synthesises the research findings in terms of how
to optimally use and combine such modalities when investigating cognitive, motivational …
to optimally use and combine such modalities when investigating cognitive, motivational …
A New Era in Multimodal Learning Analytics: Twelve Core Commitments to Ground and Grow MMLA.
Multimodal learning analytics (MMLA) has increasingly been a topic of discussion within the
learning analytics community. The Society of Learning Analytics Research is home to the …
learning analytics community. The Society of Learning Analytics Research is home to the …
Towards collaboration translucence: Giving meaning to multimodal group data
Collocated, face-to-face teamwork remains a pervasive mode of working, which is hard to
replicate online. Team members' embodied, multimodal interaction with each other and …
replicate online. Team members' embodied, multimodal interaction with each other and …
Assessment validity and learning analytics as prerequisites for ensuring student‐centred learning design
To ensure the validity of an assessment programme, it is essential to align it with the
intended learning outcomes (LO). We present a model for ensuring assessment validity …
intended learning outcomes (LO). We present a model for ensuring assessment validity …
Focused or stuck together: multimodal patterns reveal triads' performance in collaborative problem solving
Collaborative problem solving (CPS) in virtual environments is an increasingly important
context of 21st century learning. However, our understanding of this complex and dynamic …
context of 21st century learning. However, our understanding of this complex and dynamic …
[HTML][HTML] Unveiling joint attention dynamics: Examining multimodal engagement in an immersive collaborative astronomy simulation
Numerous computer-based collaborative learning environments have been developed to
support collaborative problem-solving. Yet, understanding the complexity and dynamic …
support collaborative problem-solving. Yet, understanding the complexity and dynamic …
Architecting analytics across multiple e-learning systems to enhance learning design
With the wide expansion of distributed learning environments the way we learn became
more diverse than ever. This poses an opportunity to incorporate different data sources of …
more diverse than ever. This poses an opportunity to incorporate different data sources of …