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Sha, Lele; Rakovic, Mladen; Li, Yuheng; Whitelock-Wainwright, Alexander; Carroll, David; Gaševic, Dragan; Chen, Guanliang – International Educational Data Mining Society, 2021
Classifying educational forum posts is a longstanding task in the research of Learning Analytics and Educational Data Mining. Though this task has been tackled by applying both traditional Machine Learning (ML) approaches (e.g., Logistics Regression and Random Forest) and up-to-date Deep Learning (DL) approaches, there lacks a systematic…
Descriptors: Classification, Computer Mediated Communication, Learning Analytics, Data Analysis
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Dollinger, Mollie; Cox, Sarah; Eaton, Rebecca; Vanderlelie, Jessica; Ridsdale, Sam – Journal of Interactive Media in Education, 2020
This article will explore usage patterns and perceptions of online learning support among university students. As higher education expands to include increasingly diverse student cohorts, alternative online-supported learning services have gained attention as a mechanism to support student success. However, there is a paucity of research regarding…
Descriptors: Student Diversity, Electronic Learning, Academic Support Services, College Students
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Sugden, Nicole; Brunton, Robyn; MacDonald, Jasmine; Yeo, Michelle; Hicks, Ben – Australasian Journal of Educational Technology, 2021
There is growing demand for online learning activities that offer flexibility for students to study anywhere, anytime, as online students fit study around work and family commitments. We designed a series of online activities and evaluated how, where, and with what devices students used the activities, as well as their levels of engagement and…
Descriptors: Learning Activities, Learner Engagement, Online Courses, Handheld Devices