A review on data fusion in multimodal learning analytics and educational data mining

W Chango, JA Lara, R Cerezo… - … Reviews: Data Mining …, 2022 - Wiley Online Library
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 …

Self‐regulation and shared regulation in collaborative learning in adaptive digital learning environments: A systematic review of empirical studies

K Sharma, A Nguyen, Y Hong - British Journal of Educational …, 2024 - Wiley Online Library
Adaptive learning technologies are closely related to learners' self‐regulatory processes in
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

F Ouyang, W Xu, M Cukurova - International Journal of Computer …, 2023 - Springer
Collaborative problem solving (CPS) enables student groups to complete learning tasks,
construct knowledge, and solve problems. Previous research has argued the importance of …

Federated learning on multimodal data: A comprehensive survey

YM Lin, Y Gao, MG Gong, SJ Zhang, YQ Zhang… - Machine Intelligence …, 2023 - Springer
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 …

The evidence of impact and ethical considerations of multimodal learning analytics: A systematic literature review

H Alwahaby, M Cukurova, Z Papamitsiou… - The multimodal learning …, 2022 - Springer
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) …

How do students learn with real‐time personalized scaffolds?

L Lim, M Bannert, J van der Graaf, Y Fan… - British Journal of …, 2024 - Wiley Online Library
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 …

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 …

Many are the ways to learn identifying multi-modal behavioral profiles of collaborative learning in constructivist activities

J Nasir, A Kothiyal, B Bruno, P Dillenbourg - International Journal of …, 2021 - Springer
Understanding the way learners engage with learning technologies, and its relation with
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

A Baucal, S Jošić, IS Ilić, M Videnović, J Ivanović… - Educational Research …, 2023 - Elsevier
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 …

Learner autonomy, learner engagement and learner satisfaction in text-based and multimodal computer mediated writing environments

Z Mohammadi Zenouzagh, W Admiraal… - Education and Information …, 2023 - Springer
Technology creates variant learning experiences which are context specific. This study
examined the comparative potential of multimodal and text-based Computer Mediated …