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 …

Educational data mining: A survey and a data mining-based analysis of recent works

A Peña-Ayala - Expert systems with applications, 2014 - Elsevier
This review pursues a twofold goal, the first is to preserve and enhance the chronicles of
recent educational data mining (EDM) advances development; the second is to organize …

Design and implementation of a learning analytics toolkit for teachers

AL Dyckhoff, D Zielke, M Bültmann, MA Chatti… - Journal of Educational …, 2012 - JSTOR
Learning Analytics can provide powerful tools for teachers in order to support them in the
iterative process of improving the effectiveness of their courses and to collaterally enhance …

Supporting action research with learning analytics

AL Dyckhoff, V Lukarov, A Muslim, MA Chatti… - Proceedings of the third …, 2013 - dl.acm.org
Learning analytics tools should be useful, ie, they should be usable and provide the
functionality for reaching the goals attributed to learning analytics. This paper seeks to unite …

Learning analytics tasks as services in smart classrooms

J Aguilar, M Sánchez, J Cordero… - Universal Access in the …, 2018 - Springer
A smart classroom integrates the different components in a traditional classroom, by using
different technologies as artificial intelligence, ubiquitous, and cloud paradigms, among …

Specification of the autonomic cycles of learning analytic tasks for a smart classroom

J Aguilar, J Cordero, O Buendía - Journal of Educational …, 2018 - journals.sagepub.com
In this article, we propose the concept of “Autonomic Cycle Of Learning Analysis
Tasks”(ACOLAT), which defines a set of tasks of learning analysis, whose objective is to …

[PDF][PDF] Learning analytics lens: Improving quality of higher education

M Hooda, C Rana - International journal of emerging trends in …, 2020 - academia.edu
With digital revolution expansion and a rapid change in the technologies, educational data
is increasing at a swift pace. Learning analytics (LA) turns out to be a powerful tool for …

Evaluation of the interactivity of students in virtual learning environments using a multicriteria approach and data mining

A Cobo, R Rocha… - Behaviour & Information …, 2014 - Taylor & Francis
This work seeks to provide a new multicriteria approach to evaluate and classify the level of
interactivity of students in learning management systems (LMS). We describe, step by step …

Data mining and social network analysis in the educational field: An application for non-expert users

D Garcia-Saiz, C Palazuelos, M Zorrilla - Educational data mining …, 2014 - Springer
With the increasing popularity of social networking services like Facebook, social network
analysis (SNA) has emerged again. Undoubtedly, there is an inherent social network in any …

A study on student performance evaluation using discussion board networks

U Desai, V Ramasamy, JD Kiper - Proceedings of the 51st acm technical …, 2020 - dl.acm.org
Node-based social network analysis (SNA) techniques can be used to investigate the
significance of actors that play central roles in social networks where the nodes represent …