An overview and comparison of supervised data mining techniques for student exam performance prediction
N Tomasevic, N Gvozdenovic, S Vranes - Computers & education, 2020 - Elsevier
Recent increase in the availability of learning data has given educational data mining an
importance and momentum, in order to better understand and optimize the learning process …
importance and momentum, in order to better understand and optimize the learning process …
Artificial neural networks for educational data mining in higher education: A systematic literature review
E Okewu, P Adewole, S Misra… - Applied Artificial …, 2021 - Taylor & Francis
Efforts to raise the bar of higher education so as to respond to dynamic societal/industry
needs have led to a number of initiatives, including artificial neural network (ANN) based …
needs have led to a number of initiatives, including artificial neural network (ANN) based …
Predicting academic performance of students from VLE big data using deep learning models
The abundance of accessible educational data, supported by the technology-enhanced
learning platforms, provides opportunities to mine learning behavior of students, addressing …
learning platforms, provides opportunities to mine learning behavior of students, addressing …
Can we predict success from log data in VLEs? Classification of interactions for learning analytics and their relation with performance in VLE-supported F2F and …
ÁF Agudo-Peregrina, S Iglesias-Pradas… - Computers in human …, 2014 - Elsevier
Learning analytics is the analysis of electronic learning data which allows teachers, course
designers and administrators of virtual learning environments to search for unobserved …
designers and administrators of virtual learning environments to search for unobserved …
Data entry: Towards the critical study of digital data and education
N Selwyn - Learning, Media and Technology, 2015 - Taylor & Francis
The generation and processing of data through digital technologies is an integral element of
contemporary society, as reflected in recent debates over online data privacy,'Big Data'and …
contemporary society, as reflected in recent debates over online data privacy,'Big Data'and …
[HTML][HTML] Learning analytics dashboards for adaptive support in face-to-face collaborative argumentation
Despite the potential of learning analytics for personalized learning, it has seldom been
used to support collaborative learning particularly in face-to-face (F2F) learning contexts …
used to support collaborative learning particularly in face-to-face (F2F) learning contexts …
Teaching with analytics: Towards a situated model of instructional decision-making
The process of using analytic data to inform instructional decision-making is acknowledged
to be complex; however, details of how it occurs in authentic teaching contexts have not …
to be complex; however, details of how it occurs in authentic teaching contexts have not …
Formative assessment strategies for students' conceptions—The potential of learning analytics
Formative assessment is considered to be helpful in students' learning support and teaching
design. Following Aufschnaiter's and Alonzo's framework, formative assessment practices of …
design. Following Aufschnaiter's and Alonzo's framework, formative assessment practices of …
Where is the evidence? A call to action for learning analytics
R Ferguson, D Clow - Proceedings of the seventh international learning …, 2017 - dl.acm.org
Where is the evidence for learning analytics? In particular, where is the evidence that it
improves learning in practice? Can we rely on it? Currently, there are vigorous debates …
improves learning in practice? Can we rely on it? Currently, there are vigorous debates …
Research evidence on the use of learning analytics: Implications for education policy
The evidence shows that the use of learning analytics to improve and to innovate learning
and teaching in Europe is still in its infancy. The high expectations have not yet been …
and teaching in Europe is still in its infancy. The high expectations have not yet been …