Educational data mining and learning analytics for 21st century higher education: A review and synthesis
The potential influence of data mining analytics on the students' learning processes and
outcomes has been realized in higher education. Hence, a comprehensive review of …
outcomes has been realized in higher education. Hence, a comprehensive review of …
A systematic review on educational data mining
Presently, educational institutions compile and store huge volumes of data, such as student
enrolment and attendance records, as well as their examination results. Mining such data …
enrolment and attendance records, as well as their examination results. Mining such data …
Learning analytics to unveil learning strategies in a flipped classroom
Prior education studies have consistently emphasized the importance of sustained and
active student engagement to aid academic performance and achievement of learning …
active student engagement to aid academic performance and achievement of learning …
Mining in educational data: review and future directions
SA Salloum, M Alshurideh, A Elnagar… - Proceedings of the …, 2020 - Springer
One of the developing fields of the present times is educational data mining that pertains to
developing methods that help in examining various kinds of data obtained from the …
developing methods that help in examining various kinds of data obtained from the …
Mining theory-based patterns from Big data: Identifying self-regulated learning strategies in Massive Open Online Courses
J Maldonado-Mahauad, M Pérez-Sanagustín… - Computers in Human …, 2018 - Elsevier
Big data in education offers unprecedented opportunities to support learners and advance
research in the learning sciences. Analysis of observed behaviour using computational …
research in the learning sciences. Analysis of observed behaviour using computational …
Educational data mining and learning analytics
In recent years, there has been increasing interest in using the methods of educational data
mining (EDM) and learning analytics (LA) to study and measure learner cognition. In this …
mining (EDM) and learning analytics (LA) to study and measure learner cognition. In this …
Educational data mining: a review of the state of the art
Educational data mining (EDM) is an emerging interdisciplinary research area that deals
with the development of methods to explore data originating in an educational context. EDM …
with the development of methods to explore data originating in an educational context. EDM …
Three generations of distance education pedagogy
T Anderson, J Dron - International Review of Research in Open and …, 2011 - erudit.org
This paper defines and examines three generations of distance education pedagogy. Unlike
earlier classifications of distance education based on the technology used, this analysis …
earlier classifications of distance education based on the technology used, this analysis …
The state of educational data mining in 2009: A review and future visions
RSJD Baker, K Yacef - Journal of …, 2009 - jedm.educationaldatamining.org
We review the history and current trends in the field of Educational Data Mining (EDM). We
consider the methodological profile of research in the early years of EDM, compared to in …
consider the methodological profile of research in the early years of EDM, compared to in …
[图书][B] Handbook of educational data mining
Handbook of Educational Data Mining (EDM) provides a thorough overview of the current
state of knowledge in this area. The first part of the book includes nine surveys and tutorials …
state of knowledge in this area. The first part of the book includes nine surveys and tutorials …