An Architecture for e-Learning System with Computational Intelligence

  • Marc El Alami
  • Nicolas Casel
  • Denis Zampunieris
Part of the Lecture Notes in Computer Science book series (LNCS, volume 4693)


In this paper, we introduce a new kind of software tools intended to offer a virtual educational and/or training environment online: proactive e-Learning Management Systems.

These computational intelligence based systems are designed to improve the users’ online (inter)actions by providing programmable, automatic and continuous intelligent analyses of the users’ behaviors, augmented with appropriate actions initiated by the LMS itself.

We show how we implemented the proactive part of our LMS on the basis of a dynamic rules-based expert system. We also sketch how it looks like from a user’s point of view. Finally, We give some examples of intelligent analysis of users’ behaviors coded into proactive rules.


Learning Management System Proactive Computing Rule-Based Expert System 


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  1. 1.
    Brusilovsky, P.: A component-based distributed architecture for adaptive Web-based education. In: Hoppe, U., Vardejo, F., Kay, J. (eds.) Artificial Intelligence in Education: Shaping the Future of Learning through Intelligent Technologies. Proceedings of AI-ED’2004, Sydney, Australia, July 20-24, 2004, pp. 386–388. OIS Press, Amsterdam (2003)Google Scholar
  2. 2.
    Tennenhouse, D.: Proactive computing. Communications of the ACM 43(5), 43–50 (2000)CrossRefGoogle Scholar
  3. 3.
    Salovaara, A., Oulasvirta, A.: Six modes of proactive resource management: A user-centric typology for proactive behaviors. In: Proceedings of the Nordic conference on human-computer interaction, ACM international conference proceedings series, vol. 82, pp. 57–60 (2004)Google Scholar
  4. 4.
    Zampunieris, D.: Implementation of a proactive learning management system. In: Reeves, Th.C., Yamashita, Sh. F. (eds.) Proceedings of E-Learn – World Conference on E-Learning in Corporate, Government, Healthcare, & Higher Education, Hawaii, USA (October 2006) ISBN 1-880094-60-6Google Scholar
  5. 5.
    Zampunieris, D.: Implementation of efficient proactive computing using lazy evaluation in a learning management system. In: m-ICTE - International Conference on Multimedia and Information and Communication Technologies in Education, Seville, Spain (2006)Google Scholar

Copyright information

© Springer-Verlag Berlin Heidelberg 2007

Authors and Affiliations

  • Marc El Alami
    • 1
  • Nicolas Casel
    • 1
  • Denis Zampunieris
    • 1
  1. 1.CICeL, Faculty of Sciences, Technology & Communication, University of Luxembourg, 6 rue Richard Coudenhove-Kalergi, L-1359 Luxembourg-Kirchberg, Grand-Duchy ofLuxembourg

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