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Group-Agreement as a Reliability Measure for Witness Recommendations in Reputation-Based Trust Protocols

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Book cover Transactions on Computational Science XII

Part of the book series: Lecture Notes in Computer Science ((TCOMPUTATSCIE,volume 6670))

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Abstract

Interactions between individuals are inherently dependent upon trust, no matter if they occur in the real world or in cybercommunities. Over the past years, proposals have been made to model trust relations computationally, either to assist users or for modeling purposes in multi-agent systems. These models rely implicitly on the social networks established by participating entities (be they autonomous agents or internet users). However, state-of-the-art trust frameworks often neglect the structure of those complex networks. In this paper, we present a new approach allowing agent-based trust frameworks to leverage information from both trusted and untrusted witnesses that would otherwise be neglected. An effective and robust voting scheme based on an agreement metric is presented and its benefit is shown through simulations.

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References

  1. Abdul-Rahman, A., Hailes, S.: A distributed trust model. New Security Paradigms 97 (1997)

    Google Scholar 

  2. Abdul-Rahman, A., Hailes, S.: Supporting Trust in Virtual Communities. In: Proceedings of the Hawaii’s International Conference on Systems Sciences, Maui Hawaii (2000)

    Google Scholar 

  3. Barabasi, A.-L., Albert, R.: Emergence of scaling in random networks. Science 286, 509–512 (1999)

    Article  MathSciNet  MATH  Google Scholar 

  4. Bearman, P., Parigi, P.: Cloning Headless Frogs and Other Important Matters: Conversation Topics and Network Structure. Social Forces 83(2), 535–557 (2004)

    Article  Google Scholar 

  5. Bettencourt, L., Cintron-Arias, A., Kaiser, D., Castillo-Chavez, C.: The power of a good idea. Physica A 364, 512–536 (2006)

    Article  Google Scholar 

  6. Byron, L., Lento, T., Marlow, C., Rosenn, I.: Maintained Relationships on Facebook. Tech. rep., Facebook Data Group (2009)

    Google Scholar 

  7. Castelfranchi, C., Falcone, R.: Principles of trust for MAS: cognitive anatomy, social importance, and quantification. In: Proceedings of the Third International Conference on Multi-Agent Systems (1998)

    Google Scholar 

  8. Castelfranchi, C., Falcone, R.: Social Tru. In: Trust and Deception in Virtual Societies, pp. 55–90. Kluwer Academic Publishers, Dordrecht (2001)

    Chapter  Google Scholar 

  9. Castellano, C., Fortunato, S., Loreto, V.: Statistical Physics of Social Dynamics. Reviews of Modern Physics 81, 591–646 (2009)

    Article  Google Scholar 

  10. Chao, D.L., Halloran, M.E., Obenchain, V.J., Longini Jr., I.M.: FluTE, a Publicly Available Stochastic Influenza Epidemic Simulation Model. PLoS Computational Biology 6(1), e1000,656 (2010)

    Article  MathSciNet  Google Scholar 

  11. Dunbar, R.I.M.: Neocortex Size as a Constraint on Group Size in Primates. Journal of Human Evolution, 469–493 (1992)

    Google Scholar 

  12. Ellison, N.B., Steinfeld, C., Lampe, C.: The Benefits of Facebook ”Friends”: Exploring the relationship between college students’ use of online social networks and social capital. Journal of Computer Mediated Communciation 12(3) (2007)

    Google Scholar 

  13. Erdős, P., Rényi, A.: On the Evolution of Random Graphs. Publications of the Mathematical Institut of the Hungarian Academy of Sciences 5, 17–61 (1960)

    MathSciNet  MATH  Google Scholar 

  14. Faraj, S., Wasko, M., Johnson, S.L.: Electronic Knowledge Networks: Processes and Structure. In: Knowldge Management: An Evolutionary View of the Fiield, pp. 270–291 (2008)

    Google Scholar 

  15. Finin, T., Ding, L., Zhou, L., Joshi, A.: Social networking on the semantic web. The Learning Organization 12(5), 418–435 (2005), http://www.emeraldinsight.com/10.1108/09696470510611384 , doi:10.1108/09696470510611384

    Article  Google Scholar 

  16. Galton, F.: Vox populi. Nature 75, 450–451 (1907)

    Article  MATH  Google Scholar 

  17. Gambetta, D.: Can We Trust Trust?. In: Gambetta, D. (ed.) Trust: Making and Breaking Cooperative Relations, pp. 213–237. Basil Blackwell, Oxford (1988)

    Google Scholar 

  18. Golbeck, J.: Computing and applying trust in web-based social networks. Doctoral thesis, University of Maryland (2005)

    Google Scholar 

  19. Golbeck, J.: Trust and nuanced profile similarity in online social networks. ACM Transactions on the Web (TWEB), 1–30 (2009)

    Google Scholar 

  20. Golbeck, J., Kuter, U.: Computing with Social Trust. Human-Computer Interaction, 169–181 (2009)

    Google Scholar 

  21. Granovetter, M.S.: The Strength of Weak Ties. American Journal of Sociology 78(6), 1360–1380 (1973)

    Article  Google Scholar 

  22. Hauke, S., Pyka, M., Borschbach, M., Heider, D.: Augmenting Reputation-Based Trust Metrics with Rumor-Like Dissemination of Reputation Information. IFIP Advances in Information and Communication Technology 330, 136–147 (2010)

    Article  Google Scholar 

  23. Hauke, S., Pyka, M., Borschbach, M., Heider, D.: Reputation-based Trust Diffusion in Complex Socio-Economic Networks. In: Soro, A., Eloisa, Vargiu, A.G., Paddeu, G. (eds.) Information Retrieval and Mining in Distributed Environments, pp. 21–40. Springer, Heidelberg (2010)

    Chapter  Google Scholar 

  24. Hauke, S., Pyka, M., Heider, D.: Towards Improved Trust Diffusion Through Active Recommender Propagation. SIWN 8 (2010)

    Google Scholar 

  25. Hayes, A.F., Krippendorff, K.: Answering the Call for a Standard Reliability Measure for Coding Data. Communication Methods and Measures 1(1), 77–89 (2007)

    Article  Google Scholar 

  26. Huynh, T.D.: Trust and Reputation in Open Multi-Agent Systems. Ph.D. thesis, University of Southampton (2006)

    Google Scholar 

  27. Jackson, M.O., Rogers, B.W.: Search in the Formation of Large Networks: How Random are Socially Generated Networks? Game Theory and Information 0503005, EconWPA (2005)

    Google Scholar 

  28. Jin, E.M., Girvan, M., Newman, M.E.J.: Structure of growing social networks. Phys. Rev. E 64(4), 46,132 (2001), doi:10.1103/PhysRevE.64.046132

    Article  Google Scholar 

  29. Jøsang, A., Ismail, R., Boyd, C.: A survey of Trust and Reputation Systems for Online Service Provision. Decision Support Systems 43(2), 618–644 (2007)

    Article  Google Scholar 

  30. Kaelbling, L.P., Littman, M.L., Moore, A.W.: Reinforcement Learning: A survey. Journal of Artificial Intelligence Research 4, 237–285 (1996)

    Google Scholar 

  31. Marsden, P.V.: Core Discussion Networks of Americans. American Sociological Review 52(1), 122–131 (1987)

    Article  Google Scholar 

  32. Marsh, S.: Formalising Trust as a Computational Concept. Ph.D. thesis, Department of Computing Science and Mathematics, University of Stirling (1994)

    Google Scholar 

  33. Marsh, S., Dibben, M.R.: Trust, Untrust, Distrust and Mistrust – An Exploration of the Dark(er) Side. In: Herrmann, P., Issarny, V., Shiu, S.C.K. (eds.) iTrust 2005. LNCS, vol. 3477, pp. 17–33. Springer, Heidelberg (2005)

    Chapter  Google Scholar 

  34. McPherson, M., Smith-Lovin, L., Brashears, M.E.: Social Isolation in America: Changes in Core Discussion Networks over Two Decades. American Sociological Review 71, 352–375 (2006)

    Article  Google Scholar 

  35. McPherson, M., Smith-Lovin, L., Cook, J.M.: Birds of a Feather: Homophily in Social Networks. Annual Review of Sociology 27, 415–444 (2001)

    Article  Google Scholar 

  36. Milgram, S.: The small world problem. Psychology Today 2, 60–67 (1967)

    Google Scholar 

  37. Mui, L.: Computational Models of Trust and Reputation: Agents, Evolutionary Games and Social Networks. Doctoral dissertation, Massachusetts Institute of Technology (2003)

    Google Scholar 

  38. Mui, L., Mohtashemi, M., Halberstadt, A.: A computational model of trust and reputation. In: Proceedings of the 35th Hawaii International Conference on System Science, pp. 280–287 (2002)

    Google Scholar 

  39. Papadimitriou, D.: Future Internet – The Cross-ETP Vision Document. Tech. rep., European Future Internet Portal (2009)

    Google Scholar 

  40. Rasmusson, L.: Socially Controlled Global Agent Systems. Master’s thesis, Royal Institute of Technology, Dept. of Computer and Systems Science, Stockholm (1996)

    Google Scholar 

  41. Ries, S.: Trust in Ubiquitous Computing. Doctoral thesis, TU Darmstadt (2009)

    Google Scholar 

  42. Sabater, J.: Trust and Reputation for Agent Societies. Ph.D. thesis, Universitat Autonoma de Barcelona (2003)

    Google Scholar 

  43. Sabater, J., Sierra, C.: Review on Computational Trust and Reputation Models. Artificial Intelligence Review 24, 33–60 (2005)

    Article  MATH  Google Scholar 

  44. Walter, F.E., Battiston, S., Schweitzer, F.: Coping with Information Overload through Trust-Based Networks. In: Helbing, D. (ed.) Managing Complexity: Insights, Concepts, Applications, pp. 273–300. Springer, Heidelberg (2008)

    Chapter  Google Scholar 

  45. Walter, F.E., Battiston, S., Schweitzer, F.: Personalised and Dynamic Trust in Social Networks. In: RecSys 2009 – Proceedings of the Third ACM Conference on Recommender Systems (2009)

    Google Scholar 

  46. Wang, Y., Singh, M.P.: Formal Trust Model for Multiagent Systems. In: Proceedings of the 20th International Joint Conference on Artifical Intelligence, pp. 1551–1556 (2007)

    Google Scholar 

  47. Watts, D.J.: Small Worlds. Princeton University Press, Princeton (1999)

    Google Scholar 

  48. Wierzbicki, A.: Trust and Fairness in Open, Distributed Systems. Springer, Berlin (2010), doi:10.1007/978-3-642-13451-7

    Book  Google Scholar 

  49. Wilcoxon, F.: Individual comparisons by ranking methods. Biometrics 1, 80–83 (1945)

    Article  MathSciNet  Google Scholar 

  50. Xu, D., Yang, J., Wang, Y.: The evidential reasoning approach for multi-attribute decision analysis under interval uncertainty. European Journal of Operational Research 174(3), 1914–1943 (2006)

    Article  MATH  Google Scholar 

  51. Xu, J.: Mining Communities of Bloggers: A Case Study on Cyber-Hate. In: ICIS 2006 Proceedings, pp. 135–144 (2006)

    Google Scholar 

  52. Yu, B., Singh, M.: Towards a Probabilistic Model of Distributed Reputation. In: Proceedings of the Fourth Workshop on Deception, Fraud and Trust in Agent Societies, Montreal (2001)

    Google Scholar 

  53. Zhou, L., Ding, L., Finin, T.: How is the Semantic Web evolving? A dynamic social network perspective. Computers in Human Behavior (2010)

    Google Scholar 

  54. Zipf, G.K.: Human behavior and the principle of least effort. Addison Wesley, Cambridge (1949)

    Google Scholar 

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Hauke, S., Pyka, M., Heider, D. (2011). Group-Agreement as a Reliability Measure for Witness Recommendations in Reputation-Based Trust Protocols. In: Gavrilova, M.L., Tan, C.J.K., Sourin, A., Sourina, O. (eds) Transactions on Computational Science XII. Lecture Notes in Computer Science, vol 6670. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-22336-5_12

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  • DOI: https://doi.org/10.1007/978-3-642-22336-5_12

  • Publisher Name: Springer, Berlin, Heidelberg

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