A Methodology for Mining Data from Computer-Supported Learning Environments

Authors

  • Ivan Luiz Marques Ricarte Universidade Estadual de Campinas
  • Geraldo Ramos Falci Junior Universidade Estadual de Campinas

DOI:

https://doi.org/10.22456/1982-1654.13396

Keywords:

Data Mining, Web Mining, Feedback, E-Learning, Learning Environment Evaluation

Abstract

Computer-supported learning environments are usually adopted as platforms for distance-based education, but are also used as supporting tools for face-to-face educational settings. However, in such situations educators lose contact with their students and the way they access and use the content made available to them. This paper presents a methodology to process data collected from server logs and from the environments internal databases to provide feedback to authors and tutors about the content they offer. Two clustering algorithms, K-means and Self-Organizing Maps, were used to analyze the collected users’ interaction data and thus establish patterns of content access. An evaluation was performed with data collected from an actual environment used at a Brazilian university.

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Author Biographies

Ivan Luiz Marques Ricarte, Universidade Estadual de Campinas

Professor Associado junto ao Departamento de Engenharia de Computação e Automação Industrial, UNICAMP, com ênfase de atuação na organização, recuperação e tratamento da informação semântica em sistemas computacionais.

Geraldo Ramos Falci Junior, Universidade Estadual de Campinas

Mestre em Engenharia Elétrica pela FEEC-UNICAMP (2010).

Published

2012-05-03

How to Cite

RICARTE, I. L. M.; FALCI JUNIOR, G. R. A Methodology for Mining Data from Computer-Supported Learning Environments. Computers in education: theory & practice, Porto Alegre, v. 14, n. 2, 2012. DOI: 10.22456/1982-1654.13396. Disponível em: https://seer.ufrgs.br/index.php/InfEducTeoriaPratica/article/view/13396. Acesso em: 24 jun. 2025.
Received 2010-05-29
Accepted 2012-03-04
Published 2012-05-03