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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 …
Self‐regulation and shared regulation in collaborative learning in adaptive digital learning environments: A systematic review of empirical studies
Adaptive learning technologies are closely related to learners' self‐regulatory processes in
individual and collaborative learning. This study presents the outcomes of a systematic …
individual and collaborative learning. This study presents the outcomes of a systematic …
An artificial intelligence-driven learning analytics method to examine the collaborative problem-solving process from the complex adaptive systems perspective
Collaborative problem solving (CPS) enables student groups to complete learning tasks,
construct knowledge, and solve problems. Previous research has argued the importance of …
construct knowledge, and solve problems. Previous research has argued the importance of …
Federated learning on multimodal data: A comprehensive survey
With the growing awareness of data privacy, federated learning (FL) has gained increasing
attention in recent years as a major paradigm for training models with privacy protection in …
attention in recent years as a major paradigm for training models with privacy protection in …
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) …
How do students learn with real‐time personalized scaffolds?
Scaffolds that support self‐regulated learning (SRL) have been found to improve learning
outcomes. The effects of scaffolds can differ depending on how learners use them and how …
outcomes. The effects of scaffolds can differ depending on how learners use them and how …
Exploring the multidimensional relationships between educational situation perception, teacher support, online learning engagement, and academic self-efficacy in …
X Pan - Frontiers in psychology, 2022 - frontiersin.org
The study explored the multidimensional relationships between educational situation
perception, teacher support, online learning engagement and academic self-efficacy in …
perception, teacher support, online learning engagement and academic self-efficacy in …
Many are the ways to learn identifying multi-modal behavioral profiles of collaborative learning in constructivist activities
Understanding the way learners engage with learning technologies, and its relation with
their learning, is crucial for motivating design of effective learning interventions. Assessing …
their learning, is crucial for motivating design of effective learning interventions. Assessing …
What makes peer collaborative problem solving productive or unproductive: A qualitative systematic review
Global demands for collaborative problem solving (CPS) have sparked investigations of
peer collaboration in the educational context. The aim of this systematic review was to …
peer collaboration in the educational context. The aim of this systematic review was to …
Learner autonomy, learner engagement and learner satisfaction in text-based and multimodal computer mediated writing environments
Technology creates variant learning experiences which are context specific. This study
examined the comparative potential of multimodal and text-based Computer Mediated …
examined the comparative potential of multimodal and text-based Computer Mediated …