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 …

Learning analytics and educational data mining in practice: A systematic literature review of empirical evidence

Z Papamitsiou, AA Economides - Journal of Educational Technology & …, 2014 - JSTOR
This paper aims to provide the reader with a comprehensive background for understanding
current knowledge on Learning Analytics (LA) and Educational Data Mining (EDM) and its …

Educational data mining and learning analytics

RS Baker, T Martin, LM Rossi - The Wiley handbook of …, 2016 - Wiley Online Library
In recent years, there has been increasing interest in using the methods of educational data
mining (EDM) and learning analytics (LA) to study and measure learner cognition. In this …

The efficacy of learning analytics interventions in higher education: A systematic review

A Larrabee Sønderlund, E Hughes… - British Journal of …, 2019 - Wiley Online Library
Educational institutions are increasingly turning to learning analytics to identify and
intervene with students at risk of underperformance or discontinuation. However, the extent …

Stupid tutoring systems, intelligent humans

RS Baker - International Journal of Artificial Intelligence in …, 2016 - Springer
The initial vision for intelligent tutoring systems involved powerful, multi-faceted systems that
would leverage rich models of students and pedagogies to create complex learning …

Educational data mining applications and tasks: A survey of the last 10 years

B Bakhshinategh, OR Zaiane, S ElAtia… - Education and …, 2018 - Springer
Abstract Educational Data Mining (EDM) is the field of using data mining techniques in
educational environments. There exist various methods and applications in EDM which can …

[PDF][PDF] Educational data mining and analysis of students' academic performance using WEKA

S Hussain, NA Dahan, FM Ba-Alwib… - Indonesian Journal of …, 2018 - researchgate.net
In this competitive scenario of the educational system, the higher education institutes use
data mining tools and techniques for academic improvement of the student performance and …

Educational data mining: a review of the state of the art

C Romero, S Ventura - … on Systems, Man, and Cybernetics, Part …, 2010 - ieeexplore.ieee.org
Educational data mining (EDM) is an emerging interdisciplinary research area that deals
with the development of methods to explore data originating in an educational context. EDM …

[PDF][PDF] Turn on, tune in, drop out: Anticipating student dropouts in massive open online courses

D Yang, T Sinha, D Adamson… - Proceedings of the 2013 …, 2013 - www-cs.stanford.edu
In this paper, we explore student dropout behavior in Massive Open Online Courses
(MOOC). We use as a case study a recent Coursera class from which we develop a survival …

The state of educational data mining in 2009: A review and future visions

RSJD Baker, K Yacef - Journal of …, 2009 - jedm.educationaldatamining.org
We review the history and current trends in the field of Educational Data Mining (EDM). We
consider the methodological profile of research in the early years of EDM, compared to in …