ABSTRACT
Selecting the right parties to interact with is a fundamental problem in open and dynamic environments. The problem is exemplified when the number of interacting parties is high and the parties' reasons for selecting others vary. We examine the problem of service selection in an e-commerce setting where consumer agents cooperate to identify service providers that would satisfy their service needs the most. Previous approaches to service selection are based on capturing and exchanging the ratings of consumers to providers. Contrary to previous, rating-based service selection, this paper advocates an objective experience-based approach for service provider selection, in which consumers record their experiences with service providers rather than the overall, subjective ratings for a provider. A consumer's experience with a service provider is represented using an ontology that can capture subtle details including the context in which the service was requested. When a service consumer decides to share her experiences with a second service consumer, the receiving consumer evaluates the experience using its own context and evaluation criteria. By sharing experiences rather than ratings, the service consumers can model service providers more accurately and thus can select the service providers for their needs more correctly.
- E-bay web site: http://www.ebay.com, 1995.Google Scholar
- SWRL: A Semantic Web Rule Language Combining OWL and RuleML, 2004.Google Scholar
- Kaon2 web site: http://kaon2.semanticweb.org, 2005.Google Scholar
- Owl-s: Semantic markup for web services, 2005.Google Scholar
- C. Castelfranchi and R. Falcone. Principles of trust for MAS: cognitive anatomy, social importance, and quantification. In Proceedings of the 3rd International Conference on MultiAgent Systems, pages 72--79, 1998. Google ScholarDigital Library
- M. Şensoy, F. C. Pembe, H. Zirtiloǧlu, P. Yolum, and A. Bener. Experience-Based Service Provider Selection in Agent Mediated E-Commerce. To appear in Engineering Applications of Artificial Intelligence, 2006. Available at: www.cmpe.boun.edu.tr/~pyolum/eaai-2005.pdf. Google ScholarDigital Library
- M. Şensoy and P. Yolum. A comparative study of reasoning techniques for service selection. Technical Report FBE(CmpE01)2006-2, Boǧaziçi University, 2006. Available at: www.cmpe.boun.edu.tr/~pyolum/Sensoy Yolum-TechReport.pdf.Google Scholar
- R. O. Duda, P. E. Hart, and D. G. Stork. Pattern Classification. John Wiley and Sons, West Sussex, 2001. Google ScholarDigital Library
- T. D. Huynh, N. R. Jennings, and N. Shadbolt. Fire: An integrated trust and reputation model for open multi-agent systems. In Proceedings of 16th European Conference on Artificial Intelligence, pages 18--22, 2004.Google ScholarDigital Library
- M. Maximilien and M. P. Singh. A framework and ontology for dynamic web services selection. IEEE Internet Computing, 8(5):84--93, 2004. Google ScholarDigital Library
- D. C. Montgomery. Design and analysis of experiments. John Wiley and Sons, West Sussex, 2001. Google ScholarDigital Library
- J. Sabater and C. Sierra. Reputation and social network analysis in multi-agent systems. In Proceedings of the 1st International Joint Conference on Autonomous Agents and MultiAgent Systems (AAMAS), pages 475--482, 2002. Google ScholarDigital Library
- S. Sen and N. Sajja. Robustness of reputation-based trust: Boolean case. In Proceedings of the 1st International Joint Conference on Autonomous Agents and MultiAgent Systems (AAMAS), pages 288--293, 2002. Google ScholarDigital Library
- L.-K. Soh and C. Chen. Balancing ontological and operational factors in refining multiagent neighborhoods. In Proceedings of the Fourth International Joint Conference on Autonomous Agents and MultiAgent Systems (AAMAS), pages 745--752, 2005. Google ScholarDigital Library
- P. Yolum and M. P. Singh. Flexible protocol specification and execution: Applying event calculus planning using commitments. In Proceedings of the First International Joint Conference on Autonomous Agents and MultiAgent Systems (AAMAS), pages 527--534, 2002. Google ScholarDigital Library
- P. Yolum and M. P. Singh. Engineering self-organizing referral networks for trustworthy service selection. IEEE Transactions on Systems, Man, and Cybernetics, A35(3):396--407, 2005. Google ScholarDigital Library
- B. Yu and M. P. Singh. Emergence of agent-based referral networks. In Proceedings of the First International Joint Conference on Autonomous Agents and MultiAgent Systems (AAMAS), pages 1268--1269, 2002. Google ScholarDigital Library
- H. Zhang, W. B. Croft, B. Levine, and V. Lesser. A multi-agent approach for peer-to-peer based information retrieval system. In Proceedings of the Third International Joint Conference on Autonomous Agents and MultiAgent Systems (AAMAS), pages 456--463, 2004. Google ScholarDigital Library
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