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An overview and comparison of supervised data mining techniques for student exam performance prediction
N Tomasevic, N Gvozdenovic, S Vranes - Computers & education, 2020 - Elsevier
Recent increase in the availability of learning data has given educational data mining an
importance and momentum, in order to better understand and optimize the learning process …
importance and momentum, in order to better understand and optimize the learning process …
Learning analytics for learning design: A systematic literature review of analytics-driven design to enhance learning
K Mangaroska, M Giannakos - IEEE Transactions on Learning …, 2018 - ieeexplore.ieee.org
As the fields of learning analytics and learning design mature, the convergence and
synergies between the two are becoming an important area for research. This paper intends …
synergies between the two are becoming an important area for research. This paper intends …
Artificial intelligence-enabled prediction model of student academic performance in online engineering education
Online education has been facing difficulty in predicting the academic performance of
students due to the lack of usage of learning process, summative data and a precise …
students due to the lack of usage of learning process, summative data and a precise …
Visual learning analytics of educational data: A systematic literature review and research agenda
We present a systematic literature review of the emerging field of visual learning analytics.
We review existing work in this field from two perspectives: First, we analyze existing …
We review existing work in this field from two perspectives: First, we analyze existing …
Getting value from Business Intelligence systems: A review and research agenda
VH Trieu - Decision Support Systems, 2017 - Elsevier
Much of the research on Business Intelligence (BI) has examined the ability of BI systems to
help organizations address challenges and opportunities. However, the literature is …
help organizations address challenges and opportunities. However, the literature is …
Ethical and privacy principles for learning analytics
The massive adoption of technology in learning processes comes with an equally large
capacity to track learners. Learning analytics aims at using the collected information to …
capacity to track learners. Learning analytics aims at using the collected information to …
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 …
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 …
In search for the most informative data for feedback generation: Learning analytics in a data-rich context
Learning analytics seek to enhance the learning processes through systematic
measurements of learning related data and to provide informative feedback to learners and …
measurements of learning related data and to provide informative feedback to learners and …
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 …