Academic Publication Artificial intelligence in multimodal learning analytics: A systematic literature review
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Artificial intelligence in multimodal learning analytics: A systematic literature review
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Evidence‐based multimodal learning analytics for feedback and reflection in collaborative learning
Multimodal learning analytics (MMLA) offers the potential to provide evidence‐based insights into complex learning phenomena such as collaborative learning. Yet, few MMLA applications have closed t...
Machine Learning and Generative AI in Learning Analytics for Higher Education: A Systematic Review of Models, Trends, and Challenges
This systematic review examines how machine learning (ML) and generative AI (GenAI) have been integrated into learning analytics (LA) in higher education (2018–2025). Following PRISMA 2020, we scre...
Human-centred learning analytics and AI in education: A systematic literature review
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The interplay of learning, analytics and artificial intelligence in education: A vision for hybrid intelligence
AbstractThis paper presents a multidimensional view of AI's role in education, emphasising the intricate interplay among AI, analytics and human learning processes. Here, I challenge the prevalent ...
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