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Educational data mining and learning analytics for 21st century higher education: A review and synthesis
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 …
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 …
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 …
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
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 …
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 …
administrators. This interest is motivated by the need to better understand teaching …
Context-aware recommender systems for learning: a survey and future challenges
Recommender systems have been researched extensively by the Technology Enhanced
Learning (TEL) community during the last decade. By identifying suitable resources from a …
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 …
that relies on attention metadata for visualization and recommendation. Through information …
The student activity meter for awareness and self-reflection
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 …
awareness for learners and teachers and to support self-reflection. In this paper, we present …
GLASS: a learning analytics visualization tool
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 …
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 …
possibility of obtaining a detailed account of the events occurring in a learning experience is …