achievement level of the activity, etc. Alerts are sent
when something abnormal occurs.
4 ACCOMPLISHMENTS AND
FUTURE WORK
We have chosen to deploy the system on the Madkit
multi-agents platform because it is intended for the
development and the execution of multi-agents
systems and more particularly those based on
organizational criteria.
The MaSE methodology and the deployment of
communication mechanisms on the Madkit platform
allowed us to test the feasibility of the multi-agent
system for the observation of the learning system
and to validate our conceptual approach.
Several issues remain to be explored and
implemented. This includes the development of
mechanisms to make the device more autonomous
and proactive. Thus, the environment would be able
to prevent the teacher and the students when a group
has a bursting risk or is in a position of educational
failure. Collecting interaction traces of different
users does this.
Analysis of these traces is used to provide four
types of assessments:
• A group level assessment: status related to the
implementation of educational activities and to its
members’ status (present, absent, inactive). The
group supervisor agent that resides on the server
carries out this assessment.
• A student level assessment: assessing his/her
productivity related to the realization of the
pedagogical activities, his/her sociability that
indicates his/her communication level with other
members of the group. An inactive user connects to
the platform only to read messages.
• An activity level assessment: indicating the level
of achievement of an activity by the group.
• A teacher level assessment: evaluating the
predictive pedagogical scenario compared to the
effective scenario. This agent will interact with the
evaluation module of the MACADDAM studio.
REFERENCES
Al-Sakran, H. and Serguievskaia, I., 2008. Framework
Architecture of e-Loan Negotiation System, The IEEE
3rd International Conference ICTTA'08, Damascus,
Syria.
Caron, P.A., 2007. Web services plug-in to implement
"Dispositives" on Web 2.0 applications, in EC-
TEL’07, Second European Conference on Technology
Enhanced Learning, Springer LNCS Crete, Greece.
Downes, S, 2005. E-learning 2.0, eLearn Magazine, 17
October: http://www.elearnmag.org/subpage.cfm.
Ferber, J., 1999. Multi-Agent Systems. An Introduction to
Distributed Artificial Intelligence, Addison Wesley,
London.
Florea, A., Kayser, D., Pentiuc, S., El Fallah Segrounichi,
A., 2005. Agents Intelligents, http://turing.cs.pub.ro
/auf2/index.html.
Talon, B., Leclet, D., 2011. Towards a computer aided
pedagogical engineering, CSEDU’11, Netherlands.
Williams, B. J., Jacobs, J., 2004. Exploring the use of
blogs as learning spaces in the higher education sector,
Australasian Journal of Educational Technology
(AJET), Vol. 20, n°2, p 232-247.
Leclet, D., Talon, B., 2008. Assessment of a Method for
Designing E-Learning Devices, Proceedings of World
Conference on Educational Multimedia, Hypermedia
and Telecommunications, ED-MEDIA, Vienna,
Austria, AACE/ Springer-Verlag (Ed.), p 1-8.
Schneider, J. G., Johnston, L., Joyce, P., 2005. Curriculum
Development in educating Undergraduate Software
Engineers – Are Students being prepared for the
profession?, Australian Software Engineering
Conference, pp 314-323.
Settouti, L., Guin, N., Mille, A. and Luengo, V., 2010. A
Trace-Based Learner Modelling Framework for
Technology-Enhanced Learning Systems, 10
th
IEEE
International Conference on Advanced Learning
Technologies. Sousse, Tunisia. pp. 73-77.
Roux, J. P., 2004. Le travail en groupe à l'école, Les
cahiers pédagogiques, n°424: http://www.cahiers-
pedagogiques.com/IMG/pdf/Roux.pdf.
Zambonelli, F. Jennings, N. R., and Wooldridge, M.,
2003. Developing Multiagent Systems: The Gaia
Methodology, In ACM Transactions on Software
Engineering Methodology, 12(3):317-370, July.
Deloach, S., 2004. The MaSE Methodology, In
Methodologies and Software Engineering for Agent
Systems, Kluwer.
Tinio, V., 2002. ICT in education, World Summit on the
Information Society, http://en.wikibooks.org/wiki/
Category:ICT_in_Education.
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