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Combining Cognitive with Computational Trust Reasoning

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Trust in Agent Societies (TRUST 2008)

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 5396))

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Abstract

We propose a concept that combines the cognitive with the computational approaches to experience-based trust reasoning. We emphasize that a cognitive component is vital for computationally modeling trust. At the same time, we recognize the predictive nature of trust. This suggests a combination of the different approaches. The idea is to introduce a cognitive component that produces factual positive and factual negative experiences. These experiences can then be used in a predictive component to estimate the future behavior of an agent. The components are combined in a modular way which allows the replacement of them independently. It further facilitates the integration of already existing trust update algorithms. In this work, we analyze the chain of trust processing for the concept step by step. This results in a concise survey on challenges for experience-based trust models.

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References

  1. Castelfranchi, C., Falcone, R.: Principles of trust for MAS: Cognitive anatomy, social importance, and quantification. In: ICMAS 1998: Proc. of the 3rd Int. Conference on Multi-Agent Systems, pp. 72–79. IEEE Computer Society, Los Alamitos (1998)

    Google Scholar 

  2. Castelfranchi, C., Falcone, R.: Trust is much more than subjective probability: Mental components and sources of trust. In: HICSS 2000: Proc. of the 33rd Hawaii Int. Conf. on System Sciences. IEEE Computer Society, Los Alamitos (2000)

    Google Scholar 

  3. Falcone, R., Castelfranchi, C.: Social trust: a cognitive approach. Trust and deception in virtual societies, 55–90 (2001)

    Google Scholar 

  4. Wang, Y., Singh, M.P.: Formal trust model for multiagent systems. In: IJCAI 2007: Proc. of the 20th Int. Joint Conf. on Artificial Intelligence, pp. 1551–1556 (2007)

    Google Scholar 

  5. Capra, L., Musolesi, M.: Autonomic trust prediction for pervasive systems. In: AINA 2006: Proc. of the 20th Int. Conf. on Advanced Information Networking and Applications, vol. 2, pp. 481–488. IEEE Computer Society, Los Alamitos (2006)

    Google Scholar 

  6. Esfandiari, B., Chandrasekharan, S.: On how agents make friends: Mechanisms for trust acquisition. In: Proc. of the 4th Workshop on Deception, Fraud and Trust in Agent Societies (at AAMAS 2001), pp. 27–34 (2001)

    Google Scholar 

  7. Teacy, W.T.L., Patel, J., Jennings, N.R., Luck, M.: Travos: Trust and reputation in the context of inaccurate information sources. Auton. Agents Multi-Agent Syst. 12(2), 183–198 (2006)

    Article  Google Scholar 

  8. Witkowski, M., Pitt, J.: Objective trust-based agents: Trust and trustworthiness in a Multi-Agent trading society. In: ICMAS 2000: Proc. of the 4th Int. Conf. on Multi-Agent Systems, pp. 463–464. IEEE Computer Society, Los Alamitos (2000)

    Google Scholar 

  9. Zacharia, G.: Collaborative reputation mechanisms for online communities. Master’s thesis, Massachusetts Institute of Technology (1999)

    Google Scholar 

  10. Sabater, J., Sierra, C.: REGRET: Reputation in gregarious societies. In: Proc. of the 4th Workshop on Deception, Fraud and Trust in Agent Societies, pp. 194–195. ACM Press, New York (2001)

    Google Scholar 

  11. Huynh, T.D., Jennings, N.R., Shadbolt, N.R.: An integrated trust and reputation model for open multi-agent systems. Auton. Agents Multi-Agent Syst. 13(2), 119–154 (2006)

    Article  Google Scholar 

  12. Haas, Z.J., Deng, J., Liang, B., Papadimitratos, P., Sajama, S.: Wireless ad hoc networks. In: Perkins, C.E. (ed.) Ad Hoc Networking, pp. 221–225. Addison-Wesley, Reading (2001)

    Google Scholar 

  13. Şensoy, M., Yolum, P.: Ontology-based service representation and selection. IEEE Trans. Knowl. Data Eng. 19(8), 1102–1115 (2007)

    Article  Google Scholar 

  14. Marilly, E., Martinot, O., Betgé-Brezetz, S., Delègue, G.: Requirements for service level agreement management. In: IPOM 2002: Proc. of the IEEE Workshop on IP Operations and Management, pp. 57–62 (2002)

    Google Scholar 

  15. Falcone, R., Castelfranchi, C.: Trust dynamics: How trust is influenced by direct experiences and by trust itself. In: Kudenko, D., Kazakov, D., Alonso, E. (eds.) AAMAS 2004. LNCS, vol. 3394, pp. 740–747. Springer, Heidelberg (2005)

    Google Scholar 

  16. Mao, W., Gratch, J.: A utility-based approach to intention recognition. In: Kudenko, D., Kazakov, D., Alonso, E. (eds.) AAMAS 2004. LNCS, vol. 3394, Springer, Heidelberg (2005)

    Google Scholar 

  17. Demolombe, R., Fernandez, A.M.O.: Intention recognition in the situation calculus and probability theory frameworks. In: Toni, F., Torroni, P. (eds.) CLIMA 2005. LNCS, vol. 3900, pp. 358–372. Springer, Heidelberg (2006)

    Chapter  Google Scholar 

  18. Staab, E., Engel, T.: Formalizing excusableness of failures in multi-agent systems. In: PRIMA 2007: Proc. of the 10th Pacific Rim Int. Workshop on Multi-Agents, pp. 124–135 (2007)

    Google Scholar 

  19. Mao, W., Gratch, J.: The social credit assignment problem. In: Rist, T., Aylett, R.S., Ballin, D., Rickel, J. (eds.) IVA 2003. LNCS, vol. 2792, pp. 39–47. Springer, Heidelberg (2003)

    Chapter  Google Scholar 

  20. Weiner, B.: The Judgment of Responsibility. Guilford Press, New York (1995)

    Google Scholar 

  21. Lambert, D.M., Cooper, M.C.: Issues in supply chain management. Industrial Marketing Management 29, 65–83 (2000)

    Article  Google Scholar 

  22. Pearl, J.: Causality: models, reasoning, and inference. Cambridge University Press, Cambridge (2000)

    MATH  Google Scholar 

  23. Staab, E., Fusenig, V., Engel, T.: Using correlation for collusion detection in grid settings. Technical Report 000657499, University of Luxembourg (July 2008)

    Google Scholar 

  24. Staab, E., Fusenig, V., Engel, T.: Towards trust-based acquisition of unverifiable information. In: Klusch, M., Pěchouček, M., Polleres, A. (eds.) CIA 2008. LNCS, vol. 5180, pp. 41–54. Springer, Heidelberg (2008)

    Chapter  Google Scholar 

  25. Rehák, M., Pechoucek, M.: Trust modeling with context representation and generalized identities. In: Klusch, M., Hindriks, K.V., Papazoglou, M.P., Sterling, L. (eds.) CIA 2007. LNCS, vol. 4676, pp. 298–312. Springer, Heidelberg (2007)

    Chapter  Google Scholar 

  26. Stefano, A.D., Terrazzino, G., Scalia, L., Tinnirello, I., Bianchi, G., Giaconia, C.: An experimental testbed and methodology for characterizing IEEE 802.11 network cards. In: WoWMoM 2006: Proc. of the 2006 International Symposium on a World of Wireless, Mobile and Multimedia Networks, pp. 513–518. IEEE Computer Society, Los Alamitos (2006)

    Chapter  Google Scholar 

  27. Sipser, M.: Introduction to the Theory of Computation. Int. Thomson Publishing (1996)

    Google Scholar 

  28. Grandison, T., Sloman, M.: Trust management tools for internet applications. In: iTrust 2003: Proc. of the 1st Int. Conf. on Trust Management, pp. 91–107. Springer, Heidelberg (2003)

    Google Scholar 

  29. Kinateder, M., Baschny, E., Rothermel, K.: Towards a generic trust model - comparison of various trust update algorithms. In: iTrust 2005: Proc. of the 3rd Int. Conf. on Trust Management, pp. 177–192. Springer, Heidelberg (2005)

    Google Scholar 

  30. McKnight, D.H., Chervany, N.L.: The meanings of trust. Technical report, University of Minnesota (1996)

    Google Scholar 

  31. Bradach, J.L., Eccles, R.G.: Price, authority, and trust: From ideal types to plural forms. Annu. Rev. Sociol. 15, 97–118 (1989)

    Article  Google Scholar 

  32. Dearden, R., Friedman, N., Andre, D.: Model based bayesian exploration. In: UAI 1999: Proc. of the 15th Conf. on Uncertainty in Artificial Intelligence, pp. 150–159 (1999)

    Google Scholar 

  33. Chalkiadakis, G., Boutilier, C.: Coordination in multiagent reinforcement learning: a bayesian approach. In: AAMAS 2003: Proc. of the 2nd Int. Joint Conf. on Autonomous Agents and Multiagent Systems, pp. 709–716. ACM, New York (2003)

    Google Scholar 

  34. Teacy, W.T.L., Chalkiadakis, G., Rogers, A., Jennings, N.R.: Sequential decision making with untrustworthy service providers. In: AAMAS 2008: Proc. of the 7th Int. Conf. on Autonomous Agents and Multiagent Systems, pp. 755–762 (2008)

    Google Scholar 

  35. Reches, S., Hendrix, P., Kraus, S., Grosz, B.J.: Efficiently determining the appropriate mix of personal interaction and reputation information in partner choice. In: AAMAS 2008: Proc. of 7th Int. Conf. on Autonomous Agents and Multiagent Systems, pp. 583–590 (2008)

    Google Scholar 

  36. Abdul-Rahman, A., Hailes, S.: Supporting trust in virtual communities. In: HICSS 2000: Proc. of the 33rd Hawaii Int. Conf. on System Sciences. IEEE Computer Society, Los Alamitos (2000)

    Google Scholar 

  37. Whitby, A., Jøsang, A., Indulska, J.: Filtering out unfair ratings in bayesian reputation systems. In: Kudenko, D., Kazakov, D., Alonso, E. (eds.) AAMAS 2004. LNCS, vol. 3394. Springer, Heidelberg (2005)

    Google Scholar 

  38. Sabater, J., Sierra, C.: Reputation and social network analysis in multi-agent systems. In: AAMAS 2002: Proc. of the 1st Int. Joint Conf. on Autonomous agents and multiagent systems, pp. 475–482. ACM, New York (2002)

    Google Scholar 

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Staab, E., Engel, T. (2008). Combining Cognitive with Computational Trust Reasoning. In: Falcone, R., Barber, S.K., Sabater-Mir, J., Singh, M.P. (eds) Trust in Agent Societies. TRUST 2008. Lecture Notes in Computer Science(), vol 5396. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-92803-4_6

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  • DOI: https://doi.org/10.1007/978-3-540-92803-4_6

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-92802-7

  • Online ISBN: 978-3-540-92803-4

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