Educational data mining and learning analytics for 21st century higher education: A review and synthesis

H Aldowah, H Al-Samarraie, WM Fauzy - Telematics and Informatics, 2019 - Elsevier
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 …

A systematic review on educational data mining

A Dutt, MA Ismail, T Herawan - Ieee Access, 2017 - ieeexplore.ieee.org
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 …

Educational applications of artificial intelligence in simulation-based learning: A systematic mapping review

CP Dai, F Ke - Computers and Education: Artificial Intelligence, 2022 - Elsevier
The field of education has experienced a transformation as artificial intelligence (AI)
becomes increasingly applicable for learning purposes. AI has the potential to transform the …

Educational data mining and learning analytics

RS Baker, T Martin, LM Rossi - The Wiley handbook of …, 2016 - Wiley Online Library
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 …

Educational data mining: a review of the state of the art

C Romero, S Ventura - … on Systems, Man, and Cybernetics, Part …, 2010 - ieeexplore.ieee.org
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 …

Educational data mining and learning analytics: Applications to constructionist research

M Berland, RS Baker, P Blikstein - Technology, Knowledge and Learning, 2014 - Springer
Constructionism can be a powerful framework for teaching complex content to novices. At
the core of constructionism is the suggestion that by enabling learners to build creative …

Multimodal learning analytics

P Blikstein - Proceedings of the third international conference on …, 2013 - dl.acm.org
New high-frequency data collection technologies and machine learning analysis techniques
could offer new insights into learning, especially in tasks in which students have ample …

Using learning analytics to assess students' behavior in open-ended programming tasks

P Blikstein - Proceedings of the 1st international conference on …, 2011 - dl.acm.org
There is great interest in assessing student learning in unscripted, open-ended
environments, but students' work can evolve in ways that are too subtle or too complex to be …

Use of machine learning techniques for educational proposes: a decision support system for forecasting students' grades

SB Kotsiantis - Artificial Intelligence Review, 2012 - Springer
Use of machine learning techniques for educational proposes (or educational data mining)
is an emerging field aimed at developing methods of exploring data from computational …

Mineraçao de dados educacionais: Oportunidades para o brasil

R Baker, S Isotani, A Carvalho - Revista Brasileira de …, 2011 - milanesa.ime.usp.br
A mineração de dados educacionais (EDM) é uma área recente de pesquisa que tem como
principal objetivo o desenvolvimento de métodos para explorar conjuntos de dados …