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 …

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 …

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 …

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 …

Predicting students drop out: A case study

GW Dekker, M Pechenizkiy… - Proceedings of the 2nd …, 2009 - research.tue.nl
The monitoring and support of university freshmen is considered very important at many
educational institutions. In this paper we describe the results of the educational data mining …

Educational data mining: A review

SK Mohamad, Z Tasir - Procedia-Social and Behavioral Sciences, 2013 - Elsevier
Data Mining is very useful in the field of education especially when examining students'
learning behavior in online learning environment. This is due to the potential of data mining …

Data mining applications: A comparative study for predicting student's performance

SK Yadav, B Bharadwaj, S Pal - arXiv preprint arXiv:1202.4815, 2012 - arxiv.org
Knowledge Discovery and Data Mining (KDD) is a multidisciplinary area focusing upon
methodologies for extracting useful knowledge from data and there are several useful KDD …

[PDF][PDF] Clustering algorithms applied in educational data mining

A Dutt, S Aghabozrgi, MAB Ismail… - International Journal of …, 2015 - academia.edu
Fifty years ago there were just a handful of universities across the globe that could provide
for specialized educational courses. Today Universities are generating not only graduates …

Applications of educational data mining and learning analytics tools in handling big data in higher education

S Ray, M Saeed - Applications of Big Data analytics: Trends, issues, and …, 2018 - Springer
In the past decade, we have witnessed a tremendous rise in the use of electronic devices in
education. Starting from nursery classes at the preschool level to the postgraduate programs …

Data mining applications in university information management system development

M Zhang, J Fan, A Sharma, A Kukkar - Journal of Intelligent Systems, 2022 - degruyter.com
Nowadays, the modern management is promoted to resolve the issue of unreliable
information transmission and to provide work efficiency. The basic aim of the modern …