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 …

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 …

Educational data mining: A survey from 1995 to 2005

C Romero, S Ventura - Expert systems with applications, 2007 - Elsevier
Currently there is an increasing interest in data mining and educational systems, making
educational data mining as a new growing research community. This paper surveys the …

Data mining in course management systems: Moodle case study and tutorial

C Romero, S Ventura, E García - Computers & education, 2008 - Elsevier
Educational data mining is an emerging discipline, concerned with developing methods for
exploring the unique types of data that come from the educational context. This work is a …

A survey on pre-processing educational data

C Romero, JR Romero, S Ventura - Educational data mining: applications …, 2014 - Springer
Data pre-processing is the first step in any data mining process, being one of the most
important but less studied tasks in educational data mining research. Pre-processing allows …

Evolutionary algorithms for subgroup discovery in e-learning: A practical application using Moodle data

C Romero, P González, S Ventura, MJ Del Jesús… - Expert Systems with …, 2009 - Elsevier
This work describes the application of subgroup discovery using evolutionary algorithms to
the usage data of the Moodle course management system, a case study of the University of …

Educational data mining: A review

P Bachhal, S Ahuja, S Gargrish - Journal of Physics: Conference …, 2021 - iopscience.iop.org
Data mining in the field of education plays a vital role. The main objective of this analysis is
to understand how researchers have done data mining in the past and the current data …

Using learning management system activity data to predict student performance in face-to-face courses

NA Mozahem - International Journal of Mobile and Blended Learning …, 2020 - igi-global.com
Higher education institutes are increasingly turning their attention to web-based learning
management systems. The purpose of this study is to investigate whether data collected …

Multi-instance genetic programming for predicting student performance in web based educational environments

A Zafra, SN Ventura - Applied Soft Computing, 2012 - Elsevier
A considerable amount of e-learning content is available via virtual learning environments.
These platforms keep track of learners' activities including the content viewed, assignments …

Veri madenciliği ve Anadolu Üniversitesi uzaktan eğitim sisteminde bir uygulama

S Aydın - 2007 - search.proquest.com
Veri madenciliğinin uygulandığı birçok alanda olduğu gibi eğitimde de anlamlı ilişkilerin
araştırılabileceği ve faydalı bilginin türetilebileceği geniş veritabanları mevcuttur. Tez …