Towards Trustworthiness Establishment: A D-S Evidence Theory Based Scorer Reliability Tuned Method for Dishonest Feedback Filtering

  • Chunmei Gui
  • Quanyuan Wu
  • Huaimin Wang
  • Jian Qiang
Part of the Lecture Notes in Computer Science book series (LNCS, volume 5060)

Abstract

Trust is an important character in next generation Internet. Entity’s reputation aims at embodying trustworthy interaction information in history and constructing anticipation in future. Spurious reputation threatens to cause latent cheat and leakage in reputation mechanism, which is an exigent problem to be considered in wide distributed, dynamic domain. Based on D-S evidence theory, tuned by scorer reliability, the proposed approach evaluates entities’ ratings on multi-facet and filters out dishonest feedbacks and malicious referrers. Importing self-adaptation mechanism, the status of reputation can be adaptively formed, updated, used and evolved in dynamic real-time environment. Compared with other methods, this approach accords with human filtering psychology naturally, is especially instructive in application.

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References

  1. 1.
    Sepandar, D.K., Mario, T.S., Hector, G.M.: The EigenTrust Algorithm for Reputation Management in P2P Networks. In: Proceedings of the Twelfth International World Wide Web Conference, Budapest, Hungary (May 20-24, 2003)Google Scholar
  2. 2.
    Massa, P., Bhattacharjee, B.: Using Trust in Recommender Systems: an Experimental Analysis. In: Jensen, C., Poslad, S., Dimitrakos, T. (eds.) iTrust 2004. LNCS, vol. 2995, pp. 221–235. Springer, Heidelberg (2004)Google Scholar
  3. 3.
    Griffiths, N., Chao, K.-M.: Experience-based trust: Enabling effective resource selection in a grid environment. In: Herrmann, P., Issarny, V., Shiu, S.C.K. (eds.) iTrust 2005. LNCS, vol. 3477, pp. 240–255. Springer, Heidelberg (2005)Google Scholar
  4. 4.
    Song, S., Hwang, K., Macwan, M.: Fuzzy Trust Integration for Security Enforcement in Grid Computing. In: Jin, H., Gao, G.R., Xu, Z., Chen, H. (eds.) NPC 2004. LNCS, vol. 3222. Springer, Heidelberg (2004)Google Scholar
  5. 5.
    Alunkal, B.K.: Grid EigenTrust: A Framework for Computing Reputation in Grids. MS thesis, Department of Computer Science, Illinois Institute of Technology (November 2003)Google Scholar
  6. 6.
    Xiong, L., Liu, L.: PeerTrust: Supporting Reputation-Based Trust in Peerto-Peer Communities. IEEE Transactions on Knowledge and Data Engineering, Special Issue on Peer-to-Peer Based Data Management 16(7) (July 2004)Google Scholar
  7. 7.
    Guha, R., et al.: Propagation of Trust and Distrust. In: Proc. ACM World Wide Web Conference (WWW 2004), pp. 403–412. ACM Press, New York (2004)CrossRefGoogle Scholar
  8. 8.
    Dempster, A.: Upper and lower probabilities induced by multivalued mapping. Annals of Mathematical Statistics 38(2), 325–339 (1967)CrossRefMathSciNetGoogle Scholar
  9. 9.
    Cronbach, L.J.: Essentials of Psychological Testing, 5th edn. Happer & Row, publishers, N.Y (1996)Google Scholar
  10. 10.
    Dellarocas, C.: Immunizing Online Reputation Reporting Systems Against Unfair Ratings and Discriminatory Behavior. In: Proceedings of the 2nd ACM Conference on Electronic Commerce, Minneapolis, MN (October 17-20, 2000)Google Scholar
  11. 11.
    Whitby, A., Jsang, A., Indulska, J.: Filtering out unfair ratings in bayesian reputation systems. In: Proceedings of the Workshop on Trust in Agent Societies, at the 3rd Int. Conf. on Autonomous Agents & Multi Agent Systems (2004)Google Scholar
  12. 12.
    Weng, J., Miao, C., Goh, A.: A Robust Reputation System for the Grid (2006), http://www.cais.ntu.edu.sg/~wengjs/cgi-bin/schlabo/dl.pl?file=TR&get=1
  13. 13.
    Barabási, A.-L., Bonabeau, E.: Scientific American, vol. 288, p. 50 (2003)Google Scholar

Copyright information

© Springer-Verlag Berlin Heidelberg 2008

Authors and Affiliations

  • Chunmei Gui
    • 1
  • Quanyuan Wu
    • 1
  • Huaimin Wang
    • 1
  • Jian Qiang
    • 1
  1. 1.School of Computer ScienceNational University of Defense TechnologyChangshaChina

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