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A Scalable Probabilistic Approach to Trust Evaluation

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Trust Management (iTrust 2006)

Part of the book series: Lecture Notes in Computer Science ((LNISA,volume 3986))

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Abstract

The Semantic Web will only achieve its full potential when users have trust in its operations and in the quality of services and information provided, so trust is inevitably a high-level and crucial issue. Modeling trust properly and exploring techniques for establishing computational trust is at the heart of the Semantic Web to realize its vision. We propose a scalable probabilistic approach to trust evaluation which combines a variety of sources of information and takes four types of costs (operational, opportunity, service charge and consultant fee) and utility into consider during the process of trust evaluation. Our approach gives trust a strict probabilistic interpretation which can assist users with making better decisions in choosing the appropriate service providers according to their preferences. A formal robust analysis has been made to examine the performance of our method.

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References

  1. Yu, B., Singh, M.P.: Trust and reputation management in a small-world network. In: Proc. 4th Int. MultiAgent Systems, pp. 449–450 (2000)

    Google Scholar 

  2. Huynh, D., Jennings, N.R., Shadbolt, N.R.: Developing an integrated trust and reputation model for open multi-agent systems. In: Proc. 7th Int. Workshop on Trust in Agent Societies, pp. 65–74 (2004)

    Google Scholar 

  3. Watts, D.J., Strogatz, S.H.: Collective dynamics of “small-world” networks. Nature 393, 440–442 (1998)

    Article  MATH  Google Scholar 

  4. Maximilien, E.M., Singh, M.P.: An ontology for Web service ratings and reputations. In: Workshop on Ontologies in Agent Systems, 2nd Int. Joint Conference on Autonomous Agents and Multi-Agent Systems (AAMAS), Melbourne, Australia (2003)

    Google Scholar 

  5. Berger, J.O.: Statistical decision theory and Bayesian analysis, 2nd edn. Springer, New York (1985)

    Book  MATH  Google Scholar 

  6. Golbeck, J., Parsia, B., Hendler, J.: Trust networks on the Semantic Web. LNCS, pp. 238–249 (September 2003)

    Google Scholar 

  7. O’Hara, K., Alani, H., Kalfoglou, Y., Shadbolt, N.: Trust strategies for the Semantic Web. In: Workshop on Trust, Security, and Reputation on the Semantic Web, 3rd Int. Semantic Web (ISWC), Hiroshima, Japan (2004)

    Google Scholar 

  8. Ding, L., Zhou, L., Finin, T.: Trust based knowledge outsourcing for Semantic Web agents. In: Proc. 2003 Int. Web Intelligence, October 2003, pp. 379–387 (2003)

    Google Scholar 

  9. Mui, L., Mogtashemi, M., Halberstadt, A.: A computational model of trust and reputation. In: Proc. 35th Int. System Sciences (HICSS), January 7-10, 2002, pp. 2431–2439 (2002)

    Google Scholar 

  10. Majithia, S., Ali, A.S., Rana, O.F., Walker, D.W.: Reputation-based semantic service discovery. In: 13th IEEE International Workshops on Enabling Technologies: Infrastructure for Collaborative Enterprises, pp. 297–302 (2004)

    Google Scholar 

  11. Richardson, M., Agrawal, R., Domingos, P.: Trust management for the Semantic Web. In: Proc. 2nd Int. Semantic Web, Sanibel Island, Florida (2003)

    Google Scholar 

  12. Winslett, M., Yu, T., Seamons, K.E., Hess, A., Jacobson, J., Jarvis, R., Smith, B., Yu, L.: Negotiating trust on the web. IEEE Internet Computing 6(6), 30–37 (2002)

    Article  Google Scholar 

  13. Jennings, N.R.: An agent-based approach for building complex software systems. Communications of the ACM 44(4), 35–41 (2001)

    Article  Google Scholar 

  14. Ramchurn, S.D., Jennings, N.R., Sierra, C., Godo, L.: A computational trust model for multi-agent interactions based on confidence and reputation. In: Workshop on Deception, Fraud and Trust in Agent Societies, 2nd Int. Joint Conference on Autonomous Agents and Multi-Agent Systems (AAMAS), Melbourne, Australia (July 2003)

    Google Scholar 

  15. Milgram, S.: The small world problem. Psychology Today (1967)

    Google Scholar 

  16. Marsh, S.P.: Formalising trust as a computational concept. Ph.D. dissertation, University of Stirling (1994)

    Google Scholar 

  17. Zheng, X., Cheng, H., Wu, Z., Zhang, Y.: A computational trust model for Semantic Web based on Bayesian decision theory. In: Proc. 8th Int. Asia Pacific Web Conference, January 16-18, 2006, pp. 745–750 (2006)

    Google Scholar 

  18. Wang, Y., Vassileva, J.: Bayesian network-based trust model. In: Proc. 2003 Int. Web Intelligence, October 13-17, 2003, pp. 372–378 (2003)

    Google Scholar 

  19. Gil, Y., Ratnakar, V.: Trusting information sources one citizen at a time. In: Horrocks, I., Hendler, J. (eds.) ISWC 2002. LNCS, vol. 2342, pp. 162–176. Springer, Heidelberg (2002)

    Chapter  Google Scholar 

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© 2006 Springer-Verlag Berlin Heidelberg

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Zheng, X., Wu, Z., Chen, H., Mao, Y. (2006). A Scalable Probabilistic Approach to Trust Evaluation. In: Stølen, K., Winsborough, W.H., Martinelli, F., Massacci, F. (eds) Trust Management. iTrust 2006. Lecture Notes in Computer Science, vol 3986. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11755593_31

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  • DOI: https://doi.org/10.1007/11755593_31

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-34295-3

  • Online ISBN: 978-3-540-34297-7

  • eBook Packages: Computer ScienceComputer Science (R0)

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