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 …

Data mining in education

C Romero, S Ventura - Wiley Interdisciplinary Reviews: Data …, 2013 - Wiley Online Library
Applying data mining (DM) in education is an emerging interdisciplinary research field also
known as educational data mining (EDM). It is concerned with develo** methods for …

Recommender system application developments: a survey

J Lu, D Wu, M Mao, W Wang, G Zhang - Decision support systems, 2015 - Elsevier
A recommender system aims to provide users with personalized online product or service
recommendations to handle the increasing online information overload problem and …

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 …

A systematic review on educational data mining

A Dutt, MA Ismail, T Herawan - Ieee Access, 2017 - ieeexplore.ieee.org
Presently, educational institutions compile and store huge volumes of data, such as student
enrolment and attendance records, as well as their examination results. Mining such data …

Students' LMS interaction patterns and their relationship with achievement: A case study in higher education

R Cerezo, M Sánchez-Santillán, MP Paule-Ruiz… - Computers & …, 2016 - Elsevier
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 …

Panorama of recommender systems to support learning

H Drachsler, K Verbert, OC Santos… - Recommender systems …, 2015 - Springer
This chapter presents an analysis of recommender systems in Technology-Enhanced
Learning along their 15 years existence (2000–2014). All recommender systems considered …

Data mining for providing a personalized learning path in creativity: An application of decision trees

CF Lin, Y Yeh, YH Hung, RI Chang - Computers & Education, 2013 - Elsevier
Customizing a learning environment to optimize personal learning has recently become a
popular trend in e-learning. Because creativity has become an essential skill in the current e …

Use of machine learning techniques for educational proposes: a decision support system for forecasting students' grades

SB Kotsiantis - Artificial Intelligence Review, 2012 - Springer
Use of machine learning techniques for educational proposes (or educational data mining)
is an emerging field aimed at develo** methods of exploring data from computational …

Defining the boundaries between artificial intelligence in education, computer-supported collaborative learning, educational data mining, and learning analytics: A …

B Rienties, H Køhler Simonsen, C Herodotou - Frontiers in Education, 2020 - frontiersin.org
This review aims to provide a concise overview of four distinct research fields: Artificial
Intelligence and EDucation (AIED), Computer-Supported Collaborative Learning (CSCL) …