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 developing methods for …

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 combinational incremental ensemble of classifiers as a technique for predicting students' performance in distance education

S Kotsiantis, K Patriarcheas, M Xenos - Knowledge-Based Systems, 2010 - Elsevier
The ability to predict a student's performance could be useful in a great number of different
ways associated with university-level distance learning. Students' marks in a few written …

A collaborative educational association rule mining tool

E García, C Romero, S Ventura, C De Castro - The Internet and Higher …, 2011 - Elsevier
This paper describes a collaborative educational data mining tool based on association rule
mining for the ongoing improvement of e-learning courses and allowing teachers with …

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 …

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 …

Learning styles assessment and theoretical origin in an E-learning scenario: a survey

L Jegatha Deborah, R Baskaran, A Kannan - Artificial Intelligence Review, 2014 - Springer
The performance of the learners in E-learning environments is greatly influenced by the
nature of the posted E-learning contents. In such a scenario, the performance of the learners …

A clustering methodology of web log data for learning management systems

S Valsamidis, S Kontogiannis, I Kazanidis… - Journal of Educational …, 2012 - JSTOR
ABSTRACT Learning Management Systems (LMS) collect large amounts of data. Data
mining techniques can be applied to analyse their web data log files. The instructors may …