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 …

On the use of soft computing methods in educational data mining and learning analytics research: A review of years 2010–2018

A Charitopoulos, M Rangoussi… - International Journal of …, 2020 - Springer
The aim of this paper is to survey recent research publications that use Soft Computing
methods to answer education-related problems based on the analysis of educational data …

Applications of educational data mining and learning analytics tools in handling big data in higher education

S Ray, M Saeed - Applications of Big Data analytics: Trends, issues, and …, 2018 - Springer
In the past decade, we have witnessed a tremendous rise in the use of electronic devices in
education. Starting from nursery classes at the preschool level to the postgraduate programs …

Educational data mining: a systematic review of research and emerging trends

X Du, J Yang, JL Hung, B Shelton - Information Discovery and …, 2020 - emerald.com
Purpose Educational data mining (EDM) and learning analytics, which are highly related
subjects but have different definitions and focuses, have enabled instructors to obtain a …

Educational data mining and learning analytics: An updated survey

C Romero, S Ventura - Wiley interdisciplinary reviews: Data …, 2020 - Wiley Online Library
This survey is an updated and improved version of the previous one published in 2013 in
this journal with the title “data mining in education”. It reviews in a comprehensible and very …

A systematic meta-review and analysis of learning analytics research

X Du, J Yang, BE Shelton, JL Hung… - Behaviour & information …, 2021 - Taylor & Francis
As an emerging field of research, learning analytics (LA) offers practitioners and researchers
information about educational data that is helpful for supporting decisions in management of …

Learning analytics in higher education—a literature review

P Leitner, M Khalil, M Ebner - … , applications, and trends: A view of the …, 2017 - Springer
This chapter looks into examining research studies of the last five years and presents the
state of the art of Learning Analytics (LA) in the Higher Education (HE) arena. Therefore, we …

Advances in learning analytics and educational data mining.

M Vahdat, A Ghio, L Oneto, D Anguita, M Funk… - ESANN, 2015 - books.google.com
The growing interest in recent years towards Learning Analytics (LA) and Educational Data
Mining (EDM) has enabled novel approaches and advancements in educational settings …

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: past, present and future

M Şahİn, H Yurdugül - Bartın University Journal of Faculty of …, 2020 - dergipark.org.tr
Educational data mining and learning analytics have recently emerged as two important
fields aimed at rendering e-learning environments more effective. Aim of this study seeks …