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Agent-mediated knowledge sharing for intelligent services management

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Abstract

For service-oriented architectures that span multiple businesses, organizations must transfer information back-and-forth about their available services. Because of the potential large volume, it is unreasonable and impractical to expect human practitioners to handle the scale of interactions desired and/or required on a continual basis. Intelligent agents offer the adaptability and flexibility to handle the knowledge transfer that must occur in order to share service offerings. Effectively transferring service-oriented information in this domain requires autonomous systems that adapt to heterogeneous environments. This work introduces an architecture and specialized communication procedures designed for this sort of knowledge sharing environment. We show that these procedures perform reasonably when evaluated with current agent communication technologies.

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References

  • Ahuja, S. P., Eggen, R., & Jha, A. K. (2005). A performance evaluation of distributed algorithms on shared memory and message passing middleware platforms. Informatica, 29(3), 327–333.

    Google Scholar 

  • Alechina, N., Logan, B., & Whitsey, M. (2004). Modeling communicating agents in timed reasoning logics. Proceedings of the Ninth European Conference on Logics in Artificial Intelligence (JELIA 2004) (pp. 95–107).

  • Birukou, A., Blanzieri, E., D’Andrea, V., Giorgini, P., Kokash, N., & Modena, A. (2007). IC-service: A service-oriented approach to the development of recommendation systems. Proceedings of the 22nd annual ACM symposium on applied computing; 2007 Mar 11–15; Seoul, Korea. New York, USA: ACM Press.

  • Blake, M. B., & Nowlan, M. F. (2007). Recommending web services via an agent federation. International Transactions on Systems Science and Applications, 3(2), (in press).

  • Blake, M. B., Fado, D. H., & Mack, G. A. (2006). Proactive service discovery and execution using intelligent agents. Proceedings of the 4th IEEE international conference on web services; 2006 Sep 18–22; Chicago, USA (pp. 463–470). Washington, USA: IEEE Computer Society.

  • Burke, R. (1999). The wasabi personal shopper: A case-based recommender system. Proceedings of the 16th national conference on artificial intelligence and the 11th innovative applications of artificial intelligence conference innovative applications of artificial intelligence; 1999 Jul 18–22; Orlando, USA (pp. 844–849). Menlo Park, USA: American Association for Artificial Intelligence.

  • Burke, R. (2002). Hybrid recommender systems: Survey and experiments. User Model User-Adapt Interact, 12(4), 331–370.

    Article  Google Scholar 

  • Cortese, E., Quarta, F., & Vitaglione, G. (2002). Scalability and performance of jade message transport system. In Proceedings of the AAMAS Workshop on AgentCities, Bologna, Italy. Available from: http://sharon.cselt.it/projects/jade/papers/Final-ScalPerfMessJADE.pdf.

  • Dong, X., Halevy, A., Madhavan, J., Nemes, E., & Zhang, J. (2004). Similarity search for web services. Proceedings of the 30th VLDB Conference; 2004 Aug 19–Sep 3; Toronto, Canada (pp. 372–383). St Louis, USA: Morgan Kaufmann Publishers.

  • FIPA. (2007). Agent Communicative Act Specification Library, Foundation for Intelligent Physical Agents, http://www.fipa.org/specs/fipa00037/index.html.

  • Grosof, B. (1997). Building commercial agents: An ibm research perspective. In: Crabtree, B. (ed.) Proceedings of the second international conference on the practical applications of intelligent agents and mulit-agent technology; 1997 Apr 21–23; London, England. Blackpool, UK: Practical Application Company Ltd.

  • Huhns, M. N. (2002). Agents as web services. IEEE Internet Computing, 6(4), 93–95.

    Article  Google Scholar 

  • Kaelbling, L. P., & Saffiotti, A., (eds.) (2005). Multi-agent information retrieval and recommender systems. Proceedings of the 19th international joint conference on artificial intelligence; 2005 Jul 30–Aug 5; Edinburgh, Scotland. Denver, USA: Professional Book Center.

  • Leymann, F., & Roller, D. (2002). Business process in a web services world [Online]. Available from: URL: http://www.ibm.com/developerworks/library/ws-bbelwp/, 2002 Aug 1 [cited 2007 June 16].

  • Malaga, R. A. (2001). Web-based reputation management systems: Problems and suggested solutions. Electronic Commerce Research, 1(4), 403–417.

    Article  Google Scholar 

  • Manikrao, U. S., & Prabhakr, T. V. (2005). Dynamic selection of web services with recommendation system. Proceedings of the international conference on next generation web services practices; 2005 Aug 22–26; Seoul, Korea (pp. 117). Washington, USA: IEEE Computer Society.

  • Maximilien, E. M., & Singh, M. P. (2002). Conceptual mode of web service reputation. ACM SIGMOD Record, 31(4), 36–41.

    Article  Google Scholar 

  • Nowlan, M. F., & Blake, M. B. (2007a) Intelligent agent communication and collaboration for web service management. Proceedings of the 16th IEEE international workshops on enabling technologies: infrastructures for collaborative enterprises. Paris, France. IEEE Press (Jun 18–20).

    Google Scholar 

  • Nowlan, M. F., & Blake, M. B. (2007b). Agent-mediated knowledge sharing for inter-organizational services management. Proceedings of the 2007 IEEE international conference on services computing. Salt Lake City, USA. IEEE Press (Jul 9–13).

    Google Scholar 

  • Nowlan, M. F., Kahan, D. R., & Blake, M. B. (2006). Using naming tendencies to syntactically link web service messages. Data engineering issues in E-commerce and services (Vol 4055/2006, pp. 90–99). Berlin (Germany): Springer (lecture notes in computer science).

    Google Scholar 

  • Rezgui, A., Bouuguettaya, A., & Malki, Z. (2003). A reputation-based approach to preserving privacy in web. Proceedings of the 29th international conference on very large data bases; 2003 Sep 9–12; Berlin, Germany. Berlin: Springer.

  • Sarwar, B., Karypis, G., Konstan, J., & Reidl, J. (2001). Item-based collaborative filtering recommendation algorithms. Proceedings of the 10th international conference on world wide web; 2001 May 1–5; Hong Kong, China. New York, USA: ACM Press.

  • GigaSpaces (2007). The GigaSpaces Platform: Performance Report. Available from: http://www.gigaspaces.com/download/GigaSpacesPerformanceReport.pdf.

  • OASIS (2006). Universal, Description, Discovery and Integration. Oasis UDDI [Online]. Available from: http://www.uddi.org/.

  • W3C (2002). Web services description working group [Online]. Available from: http://www.w3.org/2002/ws/desc/, cited June 16, 2007.

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Correspondence to M. Brian Blake.

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Nowlan, M.F., Blake, M.B. Agent-mediated knowledge sharing for intelligent services management. Inf Syst Front 9, 411–421 (2007). https://doi.org/10.1007/s10796-007-9043-6

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