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 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 develo** methods for
exploring the unique types of data that come from the educational context. This work is a …

Recommender systems in e-learning environments: a survey of the state-of-the-art and possible extensions

A Klašnja-Milićević, M Ivanović… - Artificial Intelligence …, 2015 - Springer
With the development of sophisticated e-learning environments, personalization is
becoming an important feature in e-learning systems due to the differences in background …

Adapting gamified learning systems using educational data mining techniques

LF Daghestani, LF Ibrahim… - Computer …, 2020 - Wiley Online Library
Artificial intelligence (AI) provides opportunities to improve the effectiveness of e‐learning by
increasing students' engagement. Adaptive e‐learning uses AI to support individual learners …

[PDF][PDF] Drawbacks and solutions of applying association rule mining in learning management systems

E García, C Romero, S Ventura… - Proceedings of the …, 2007 - academia.edu
Drawbacks and solutions of applying association rule mining in learning management systems
Page 1 Drawbacks and solutions of applying association rule mining in learning management …

An evolutionary algorithm for the discovery of rare class association rules in learning management systems

JM Luna, C Romero, JR Romero, S Ventura - Applied Intelligence, 2015 - Springer
Association rule mining, an important data mining technique, has been widely focused on
the extraction of frequent patterns. Nevertheless, in some application domains it is …

Recommender systems in e-learning environments

A Klašnja-Milićević, B Vesin, M Ivanović… - E-learning systems …, 2017 - Springer
Recommender system can be defined as a platform for providing recommendations to users
based on their personal likes and dislikes. These systems use a specific type of information …

Association analysis of moodle e‐tests in blended learning educational environment

G Dimić, B Predić, D Rančić, V Petrović… - Computer …, 2018 - Wiley Online Library
The paper suggests the implementation of association analysis for improving the process of
e‐testing in blended learning environment. The research has been conducted using …

Analysis of academic results for informatics course improvement using association rule mining

R Damaševičius - Information Systems Development: Towards a Service …, 2010 - Springer
In this chapter we analyze the application of association rule mining for assessing student
academic results and extracting recommendations for the improvement of course content …

Association rule mining in learning management systems

E García, C Romero, S Ventura… - … of educational data …, 2010 - api.taylorfrancis.com
Learning management systems (LMSs) can offer a great variety of channels and
workspaces to facilitate information sharing and communication among participants in a …