Skip to main content

Accuracy of Metrics for Inferring Trust and Reputation in Semantic Web-Based Social Networks

  • Conference paper
Engineering Knowledge in the Age of the Semantic Web (EKAW 2004)

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 3257))

Abstract

While most research on the topic of trust on the semantic web has focused largely on digital signatures, certificates, and authentication, more social notions of trust which are reputation-based are starting to gain attention. In this paper, we describe an algorithm for generating locally-calculated reputation ratings from a Semantic Web Social Network. We present mathematical and experimental results that show the effectiveness of this algorithm to accurately infer the reputation of a node. We then describe TrustMail, an application that uses the network for rating email.

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 84.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 109.99
Price excludes VAT (USA)
  • Compact, lightweight 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. Adamic, L.: The Small World Web. In: Proceedings of ECDL, pp. 443–452 (1999)

    Google Scholar 

  2. Adding SVG Paths to Co-Depiction RDF, http://Jibbering.com/svg/codepiction.html

  3. The Advogato Website, http://www.advogato.org

  4. Albert, R., Jeong, H.A., Barabasi, A.-L.: Diameter of the world-wide web. Nature 401, 130–131 (1999)

    Article  Google Scholar 

  5. Bharat, K., Henzinger, M.R.: Improved algorithms for topic distillation in a hyperlinked environment. In: Proc. ACM SIGIR (1998)

    Google Scholar 

  6. Brin, S., Page, L.: The anatomy of a large-scale hypertextual Web search engine. In: Proc. 7th WWW Conf. (1998)

    Google Scholar 

  7. Broder, R., Kumar, F., Maghoul, P., Raghavan, S., Rajagopalan, R., Stata, A., Tomkins, A., Wiener, J.: Graph structure in the web. In: Proc. of the 9th International World Wide Web Conference (2000)

    Google Scholar 

  8. Deutsch, M.: Cooperation and Trust. Some Theoretical Notes. In: Jones, M.R. (ed.) Nebraska Symposium on Motivation. Nebraska University Press (1962)

    Google Scholar 

  9. Dudek, C.: Visual Appeal and the Formation of Trust in E-commerce Web Sites. Unpublished Masters Thesis, Carleton University, Ottawa, Canada (2003)

    Google Scholar 

  10. Dumbill, (ed.): XML Watch: Finding friends with XML and RDF. IBM Developer Works (June 2002), http://www-106.ibm.com/developerworks/xml/library/x-foaf.html

  11. FOAFBot: IRC Community Support Agent, http://usefulinc.com/foaf/foafbot

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

    Chapter  Google Scholar 

  13. Golbeck, J., Parsia, B., Hendler, J.: Trust Networks on the Semantic Web. In: Proceedings of Cooperative Intelligent Agents 2003, August 27-29, Helsinki, Finland (2003)

    Google Scholar 

  14. Golbeck, J., Hendler, J.: Reputation Network Analysis for Email Filtering. In: Proceedings of the First Conference on Email and Anti-Spam, MountainView, California, July 30-31 (2004)

    Google Scholar 

  15. Kamvar, S.D., Schlosser, M.T., Garcia-Molina, H.: The EigenTrust Algorithm for Reputation Management in P2P Networks. In: Proceedings of the 12th International World Wide Web Conference, Budapest, Hungary, May 20-24 (2003)

    Google Scholar 

  16. Kleczkowski, A., Grenfell, B.T.: Mean-fieldtype equations for spread of epidemics: The small-world model. Physica A 274, 355–360 (1999)

    Article  Google Scholar 

  17. Kleinberg, J.: Authoritative sources in a hyperlinked environment. Journal of the ACM (1999)

    Google Scholar 

  18. Kumar, R., Raghavan, P., Rajagopalan, S., Sivakumar, D., Tomkins, A., Upfal, E.: The web as a graph. In: Proceedings of the Nineteenth ACM SIGMOD-SIGACT-SIGART Symposium on Principles of Database Systems, May 15-17 (2000)

    Google Scholar 

  19. Labalme, F., Burton, K.: Enhancing the Internet with Reputations: An OpenPrivacy Whitepaper (March 2001), http://www.openprivacy.org/papers/200103-white.html

  20. Levin, R., Aiken, A.: Attack resistant trust metrics for public key certification. In: 7th USENIX Security Symposium, San Antonio, Texas (January 1998)

    Google Scholar 

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

    Google Scholar 

  22. Moore, C., Newman, M.E.J.: Epidemics and percolation in small-world networks. Physical Review E 61, 5678–5682 (2000)

    Article  Google Scholar 

  23. Mutton, P., Golbeck, J.: Visualization of Semantic Metadata and Ontologies. In: Proceedings of Information Visualization 2003, London, UK, July 16-18 (2003)

    Google Scholar 

  24. Newman, M.: Models of the small world. J. Stat. Phys. 101, 819–841 (2000)

    Article  MATH  Google Scholar 

  25. Open Privacy Initiative, http://www.openprivacy.org/

  26. RDFWeb: FOAF: the friend of a friend vocabulary, http://rdfweb.org/foaf/

  27. RDFWeb: Co-depiction Photo Meta Data, http://rdfweb.org/2002/01/photo/

  28. Richardson, M., Agrawal, R., Domingos, P.: Trust Management for the Semantic Web. In: Proceedings of the Second International Semantic Web Conference, Sanibel Island, Florida (2003)

    Google Scholar 

  29. Spertus, E.: ParaSite: Mining structural information on the Web. In: Proc. 6th WWW Conf. (1997)

    Google Scholar 

  30. Swearingen, K., Sinha, R.: Beyond algorithms: An HCI perspective on recommender systems. In: ACM SIGIR 2001 Workshop on Recommender Systems, New Orleans, LA (2001)

    Google Scholar 

  31. Watts, D.: Small Worlds: The Dynamics of Networks between Order and Randomness. Princeton University Press, Princeton (1999)

    MATH  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2004 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Golbeck, J., Hendler, J. (2004). Accuracy of Metrics for Inferring Trust and Reputation in Semantic Web-Based Social Networks. In: Motta, E., Shadbolt, N.R., Stutt, A., Gibbins, N. (eds) Engineering Knowledge in the Age of the Semantic Web. EKAW 2004. Lecture Notes in Computer Science(), vol 3257. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-30202-5_8

Download citation

  • DOI: https://doi.org/10.1007/978-3-540-30202-5_8

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-23340-4

  • Online ISBN: 978-3-540-30202-5

  • eBook Packages: Springer Book Archive

Publish with us

Policies and ethics