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 …
Perceiving learning at a glance: A systematic literature review of learning dashboard research
BA Schwendimann… - IEEE transactions on …, 2016 - ieeexplore.ieee.org
This paper presents a systematic literature review of the state-of-the-art of research on
learning dashboards in the fields of Learning Analytics and Educational Data Mining …
learning dashboards in the fields of Learning Analytics and Educational Data Mining …
A research framework of smart education
ZT Zhu, MH Yu, P Riezebos - Smart learning environments, 2016 - Springer
The development of new technologies enables learners to learn more effectively, efficiently,
flexibly and comfortably. Learners utilize smart devices to access digital resources through …
flexibly and comfortably. Learners utilize smart devices to access digital resources through …
Students' LMS interaction patterns and their relationship with achievement: A case study in higher education
Abstract The use of Learning Management Systems has grown exponentially in the last
several years and has come to have a strong effect on the teaching-learning process …
several years and has come to have a strong effect on the teaching-learning process …
Learning analytics dashboard applications
This article introduces learning analytics dashboards that visualize learning traces for
learners and teachers. We present a conceptual framework that helps to analyze learning …
learners and teachers. We present a conceptual framework that helps to analyze learning …
Learning dashboards: an overview and future research opportunities
In this paper, we present work on learning analytics that aims to support learners and
teachers through dashboard applications, ranging from small mobile applications to …
teachers through dashboard applications, ranging from small mobile applications to …
[PDF][PDF] Application of big data in education data mining and learning analytics–a literature review
The usage of learning management systems in education has been increasing in the last
few years. Students have started using mobile phones, primarily smart phones that have …
few years. Students have started using mobile phones, primarily smart phones that have …
Process mining for self-regulated learning assessment in e-learning
Content assessment has broadly improved in e-learning scenarios in recent decades.
However, the e-Learning process can give rise to a spatial and temporal gap that poses …
However, the e-Learning process can give rise to a spatial and temporal gap that poses …
Tools for educational data mining: A review
In recent years, a wide array of tools have emerged for the purposes of conducting
educational data mining (EDM) and/or learning analytics (LA) research. In this article, we …
educational data mining (EDM) and/or learning analytics (LA) research. In this article, we …
[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 …