Artificial Intelligence in Multimodal Learning Process Analytics: Theories, Methods and Applications - Rilegato

Nguyen, Andy; Sharma, Kshitij; Nguyen, Ha

 
9781035353804: Artificial Intelligence in Multimodal Learning Process Analytics: Theories, Methods and Applications
Rilegato
ISBN 10: 1035353806 ISBN 13: 9781035353804
Casa editrice: Edward Elgar Pub, 2026

Sinossi

In this cutting-edge book, Andy Nguyen, Kshitij Sharma and Ha Nguyen explain how AI can improve our understanding of how people learn. The authors demonstrate how, by analysing multimodal data from different channels, including eye gazes, physiological data and self-reports, AI can provide a clearer picture of what learners think, feel, and do, going far beyond traditional tests or surveys.


The authors introduce both classical and deep learning methods for collecting and analyzing data, with a particular focus on multimodal learning process analytics. They explore how large language models and generative AI tools can facilitate human-AI collaboration, while addressing ethical and privacy issues such as fairness, transparency and inclusivity. Integrating theoretical, methodological, and practical perspectives, authors demonstrate how using AI responsibly and thoughtfully can create more inclusive, adaptive and evidence-based learning environments.


Artificial Intelligence in Multimodal Learning Process Analytics is a vital reference for scholars and students of learning sciences and pedagogy, particularly those focusing on educational technology, learning analytics and human-computer interaction. It is also highly beneficial for educators and educational policymakers interested in how AI can support learning.

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Informazioni sull?autore

Andy Nguyen, Assistant Professor, Learning and Educational Technology (LET) Research Lab, University of Oulu, Finland, Kshitij Sharma, Associate Professor, Norwegian University of Science and Technology, Norway and Ha Nguyen, Assistant Professor, Learning Sciences and Psychological Studies, University of North Carolina at Chapel Hill, USA

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Editore
Edward Elgar Pub
Data di pubblicazione
2026
Lingua
Inglese
ISBN 10 
1035353806
ISBN 13 
9781035353804
Rilegatura
Copertina rigida
Numero di pagine
206
Contatto del produttore
non disponibile
Persona responsabile
non disponibile