Abstract
This paper deals with the problem of peer agent selection in an unstructured P2P recommendation system. The problem is studied in the context of a collaborative P2P bibliographical data management and recommendation system. In this system, each user is assisted with a personal software agent that helps her/him in managing bibliographical data and recommending new bibliographical references that are known by peer agents. One key issue is to define the set of peer agents that can provide the most relevant recommendations. Here, we treat this problem by using CBR methodology. We aim at enhancing the system overall performances by reducing network load (i.e. number of contacted peers, avoiding redundancy) and enhancing the relevance of computed recommendations by reducing the number of noisy recommendations. The peer selection learning cycle is described in detail. Experimental results are also provided and discussed.
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References
Acm, http://www.acm.org/
Gnutella, http://gnutella.wego.com/
Aamodt, A., Plaza, E.: Case-based reasoning: Foundational issues, methodological variations, and system approaches. AI Communications 7(1), 39–59 (1994)
Broekstra, J., Ehrig, M., Haase, P., Harmelen, F., Menken, M., Mika, P., Schnizler, B., Siebes, R.: Bibster -a semantics-based bibliographic peer-to-peer system. In: Proceedings of SemPGRID 2004, 2nd Workshop on Semantics in Peer-to-Peer and Grid Computing, New York, USA, May 2004, pp. 3–22 (2004)
Gupta, M., Judge, P., Ammar, M.: A reputation system for peer-to-peer networks. In: Proceedings of ACM Networks and Operating System Support for Digital And Video NOSSDAV 2003, Monterey, CA (2003)
Haase, P., Siebes, R., Harmelen, F.: Peer selection in peer-to-peer networks with semantic topologies. In: International Conference on Semantics of a Networked World: Semantics for Grid Databases, Paris (2004)
Karoui, H.: Agent RàPC pour la gestion coopérative de bases bibliographiques personnelles. In: Plate-forme AFIA 2005, 13 ème atelier de Raisonnement à Partir de Cas, Nice, France (May 2005)
Ontanón, S., Plaza, E.: Learning to form dynamic committees. In: Proceedings of the second International joint Conference on Autonomous Agents and Multiagent Systems, Melbourne, Australia, pp. 504–511. ACM Press, New York, USA (2003)
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© 2008 Springer-Verlag Berlin Heidelberg
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Karoui, H., Kanawati, R., Petrucci, L. (2008). Cooperative CBR System for Peer Agent Committee Formation. In: Joseph, S., Despotovic, Z., Moro, G., Bergamaschi, S. (eds) Agents and Peer-to-Peer Computing. AP2PC 2006. Lecture Notes in Computer Science(), vol 4461. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-79705-0_5
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DOI: https://doi.org/10.1007/978-3-540-79705-0_5
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-79704-3
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