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Pankaj Chejara; Reet Kasepalu; Luis P. Prieto; María Jesús Rodríguez-Triana; Adolfo Ruiz Calleja; Bertrand Schneider – British Journal of Educational Technology, 2024
Multimodal learning analytics (MMLA) research has made significant progress in modelling collaboration quality for the purpose of understanding collaboration behaviour and building automated collaboration estimation models. Deploying these automated models in authentic classroom scenarios, however, remains a challenge. This paper presents findings…
Descriptors: Cooperation, Learning Activities, Models, Learning Modalities
Sharma, Kshitij; Papamitsiou, Zacharoula; Giannakos, Michail – British Journal of Educational Technology, 2019
Students' on-task engagement during adaptive learning activities has a significant effect on their performance, and at the same time, how these activities influence students' behavior is reflected in their effort exertion. Capturing and explaining effortful (or effortless) behavior and aligning it with learning performance within contemporary…
Descriptors: Learning Activities, Learning Analytics, Man Machine Systems, Artificial Intelligence