Skip to main content

Reputation-Based Trust Diffusion in Complex Socio-Economic Networks

  • Chapter
Information Retrieval and Mining in Distributed Environments

Part of the book series: Studies in Computational Intelligence ((SCI,volume 324))

Abstract

Trust and reputation form the foundation of most human interactions, they are ubiquitous in everyday life. Over the past years, attempts have been made to model trust relations computationally, either to assist users or for modeling purposes in multi-agent systems. As a fundamentally social phenomenon, trust forms, operates on and changes social networks, an aspect not investigated in detail so far. In this chapter, we aim to investigate how the nature of social networks, such as their quality of being highly clustered, impacts the spread and thus the availability of data to agents. Furthermore, we will propose an extension to state-of-the art trust frameworks that leverages the capabilities of information spreading in complex networks by decoupling the provisioning process of reputation information from non-neighboring recommenders.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 129.00
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 169.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info
Hardcover Book
USD 169.99
Price excludes VAT (USA)
  • Durable hardcover edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

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. Albert, R., Jeong, H., Barabasi, A.L.: Error and attack tolerance of complex networks. Nature 46, 379–381 (2000)

    Google Scholar 

  4. Ball, F., Mollison, D., Scalia-Tomba, G.: Epidemics with two levels of mixing. The Annals of Applied Probability 7, 46–89 (1997)

    Article  MATH  MathSciNet  Google Scholar 

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

    Article  MathSciNet  Google Scholar 

  6. 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 

  7. Bianconi, G., Marsili, M., Vega-Redondo, F.: On the non-trivial dynamics of complex networks. Physica A 346, 116–122 (2005)

    Article  Google Scholar 

  8. Bromley, D.: Reputation, Image and Impression Management. Wiley & Sons, Chichester (1993)

    Google Scholar 

  9. Carbo, J., Molina, J., Davila, J.: Trust management through fuzzy reputation. International Journal of Cooperative Information Systems 12(1), 135–155 (2003)

    Article  Google Scholar 

  10. 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 

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

    Google Scholar 

  12. Castellano, C., Fortunato, S., Loreto, V.: Statistical physics of social dynamics. Reviews of Modern Physics 81, 591–646 (2009)

    Article  Google Scholar 

  13. Cohen, R., Erez, K., ben Avraham, D., Havlin, S.: Resilience of the internet to random breakdowns. Physical Review Letters 85(21), 4626–4628 (2000)

    Article  Google Scholar 

  14. Crane, J.: The epidemic theory of ghettos and neighborhood effects on dropping out and teenage childbearing. American Journal of Sociology 96, 1226–1259 (1991)

    Article  Google Scholar 

  15. Ehrhardt, G., Marsili, M., Vega-Redondo, F.: Emergence and resilience of social networks: a general theoretical framework. Annales dconomie et de statistique 86 (2008)

    Google Scholar 

  16. Erds, P., Renyi, A.: On the evolution of random graphs. Publications of the Mathematical Institut of the Hungarian Academy of Sciences 5, 17–61 (1960)

    Google Scholar 

  17. Gambetta, D.: Can we trust trust? In: Trust: Making and Breaking Cooperative Relations, Basil Blackwell, London (1988)

    Google Scholar 

  18. Goyal, S., van der Leijy, M., Moraga-Gonzalez, J.L.: Economics: An emerging small world? Journal of Political Economy 114, 403–412 (2006)

    Article  Google Scholar 

  19. Hagedoorn, J.: Inter-firm r&d partnerships: an overview of major trends and patterns since 1960. Research Policy 31, 477–492 (2002)

    Article  Google Scholar 

  20. Hauke, S., Pyka, M., Heider, D., Borschbach, M.: A reputation-based trust framework leveraging the dynamics of complex socio-economic networks for information dissemination. Communication of SIWN 7, 53–58 (2009)

    Google Scholar 

  21. Huynh, T., Jennings, N., Shadbolt, N.: An integrated trust and reputation model for open multi-agent systems. Autonomous Agents and Multi-Agent Systems 13(2), 119–154 (2006)

    Article  Google Scholar 

  22. Huynh, T.D.: Trust and reputation in open multi-agent systems. Ph.D. thesis, University of Southampton (2006)

    Google Scholar 

  23. 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), http://ideas.repec.org/p/wpa/wuwpga/0503005.html

  24. Jackson, M.O., Yariv, L.: Diffusion on social networks. Revue d l’Institut d’Economie Publique 16, 3–16 (2005)

    Google Scholar 

  25. Jin, E.M., Girvan, M., Newman, M.E.J.: Structure of growing social networks. Phys. Rev. E 64(4), 46132 (2001), doi:10.1103/PhysRevE.64.046132

    Article  Google Scholar 

  26. Josang, 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 

  27. Keeling, M.J.: The effects of local spatial structure on epidemological invasions. Proc. R. Soc. Lond B 266, 859–867 (1999)

    Article  Google Scholar 

  28. Marimon, R., Nicolini, J., Teles, P.: Competition and reputation. In: Proceedings of the World Conference of the Econometric Society, Seattle (2000)

    Google Scholar 

  29. Marsh, S.: Formalising trust as a computational concept. Ph.D. thesis, Department of Computing Science and Mathematics, University of Stirling (1994)

    Google Scholar 

  30. McKnight, D., Chervany, N.: The meanings of trust. Tech. rep., University of Minnesota Management Information Systems Research Center (1996)

    Google Scholar 

  31. 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 

  32. Nekovee, M., Moreno, Y., Bianconi, G., Marsili, M.: Theory of rumour spreading in complex social networks. Physica A 374 (2007)

    Google Scholar 

  33. Newman, M., Barabasi, A.L., Watts, D. (eds.): The structure and dynamics of networks. Princeton University Press, Princeton (2005)

    Google Scholar 

  34. Pastor-Satorras, R., Vespignani, A.: Epidemic spreading in scale-free networks. Physical Review Letters 86(14), 3200–3203 (2001)

    Article  Google Scholar 

  35. Rasmusson, L.: Socially controlled global agent systems. Master’s thesis, Royal Institute of Technology, Dept. of Computer and Systems Science, Stockholm (1996)

    Google Scholar 

  36. Rasmusson, L., Janson, S.: Simulated social control for secure internet commerce. In: New Security Paradigms 1996 (1996)

    Google Scholar 

  37. Sabater, J., Sierra, C.: Review on computational trust and reputation models. Artificial Intelligence Review 24, 33–60 (2005)

    Article  MATH  Google Scholar 

  38. Sen, S., Sajja, N.: Robustness of reputation-based trust: Boolean case. In: Proceedings of the First International Joint Conference on Autonomous Agents and Multiagent Systems, Bologna (2002)

    Google Scholar 

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

    Google Scholar 

  40. Watts, D.J.: A simple model of global cascades on random networks. PNAS 99(9), 5766–5771 (2002)

    Article  MATH  MathSciNet  Google Scholar 

  41. Weyl, B.: On interdomain security: Trust establishment in loosely coupled federated environments. Ph.D. thesis, Technische Universität Darmstadt (2007)

    Google Scholar 

  42. Williamson, O.: Calculativeness, trust and economic organization. Journal of Law and Economics 36, 453–486 (1993)

    Article  Google Scholar 

  43. Yu, B., Singh, M.: Distributed reputation management for electronic commerce. Computational Intelligence 18(4), 535–549 (2002)

    Article  MathSciNet  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2010 Springer-Verlag Berlin Heidelberg

About this chapter

Cite this chapter

Hauke, S., Pyka, M., Borschbach, M., Heider, D. (2010). Reputation-Based Trust Diffusion in Complex Socio-Economic Networks. In: Soro, A., Vargiu, E., Armano, G., Paddeu, G. (eds) Information Retrieval and Mining in Distributed Environments. Studies in Computational Intelligence, vol 324. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-16089-9_2

Download citation

  • DOI: https://doi.org/10.1007/978-3-642-16089-9_2

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-642-16088-2

  • Online ISBN: 978-3-642-16089-9

  • eBook Packages: EngineeringEngineering (R0)

Publish with us

Policies and ethics