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 …

The new trends in adaptive educational hypermedia systems

S Somyürek - International Review of Research in Open and …, 2015 - erudit.org
This paper aims to give a general review of existing literature on adaptive educational
hypermedia systems and to reveal technological trends and approaches within these …

Learning analytics: drivers, developments and challenges

R Ferguson - International journal of technology enhanced …, 2012 - inderscienceonline.com
Learning analytics is a significant area of technology-enhanced learning that has emerged
during the last decade. This review of the field begins with an examination of the …

Translating learning into numbers: A generic framework for learning analytics

W Greller, H Drachsler - Journal of Educational Technology & Society, 2012 - JSTOR
With the increase in available educational data, it is expected that Learning Analytics will
become a powerful means to inform and support learners, teachers and their institutions in …

Learning analytics: The emergence of a discipline

G Siemens - American Behavioral Scientist, 2013 - journals.sagepub.com
Recently, learning analytics (LA) has drawn the attention of academics, researchers, and
administrators. This interest is motivated by the need to better understand teaching …

Context-aware recommender systems for learning: a survey and future challenges

K Verbert, N Manouselis, X Ochoa… - IEEE transactions on …, 2012 - ieeexplore.ieee.org
Recommender systems have been researched extensively by the Technology Enhanced
Learning (TEL) community during the last decade. By identifying suitable resources from a …

Attention please! Learning analytics for visualization and recommendation

E Duval - Proceedings of the 1st international conference on …, 2011 - dl.acm.org
This paper will present the general goal of and inspiration for our work on learning analytics,
that relies on attention metadata for visualization and recommendation. Through information …

The student activity meter for awareness and self-reflection

S Govaerts, K Verbert, E Duval, A Pardo - CHI'12 Extended Abstracts on …, 2012 - dl.acm.org
Visualization of user actions can be used in Technology Enhanced Learning to increase
awareness for learners and teachers and to support self-reflection. In this paper, we present …

GLASS: a learning analytics visualization tool

D Leony, A Pardo, L de la Fuente Valentín… - Proceedings of the 2nd …, 2012 - dl.acm.org
The use of technology in every day tasks enables the possibility to collect large amounts of
observations of events taking place in different environments. Most tools are capable of …

Designing learning analytics experiences

A Pardo - Learning analytics: From research to practice, 2014 - Springer
With the increasing presence of digital devices and technology-mediated activities, the
possibility of obtaining a detailed account of the events occurring in a learning experience is …