Bayesian inference in trust networks

ACM Transactions on Management Information Systems

Volumn 4, Issue 2, 2013, Pages

  Orman, Levent V ^a  

^a Cornell University ^*  (United States)

Author keywords

Bayesian networks; Social networks; Trust inference; Trust networks; Trust propagation

Indexed keywords

BAYESIAN FORMULATION; CONDITIONAL PROBABILITIES; CONTEXT INFORMATION; ON-LINE COMMUNITIES; PROBABILITY PROPAGATION; TRUST INFERENCES; TRUST NETWORKS; TRUST PROPAGATION;

ALGORITHMS; INFERENCE ENGINES; SOCIAL NETWORKING (ONLINE);

BAYESIAN NETWORKS;

EID: 84885668703     PISSN: 2158656X     EISSN: 21586578     Source Type: Journal    
DOI: 10.1145/2489790     Document Type: Article

References (28)

1. Adomavicius, G., Tuzhilin, A., and Zheng, R. 2011. REQUEST: A query language for customizing recommendations. Inf. Syst. Res. 22, 1.
2. Andersen, R., et al. 2008. Trust-based recommendation systems: An axiomatic approach. In Proceedings of WWW Conference. 199-208.
3. Borgatti, S. P. and Cross, R. 2002. A relational view of information seeking and learning in social networks. Manage. Sci. 49, 4, 432-445.
4. Dellarocas, C. 2003. The digitization of word of mouth: Promise and challenges of online feedback mechanisms. Manage. Sci. 49, 10, 1407-1424.
5. Easley, D. and Kleinberg, J. 2010. Networks, Crowds, and Markets. Cambridge Press.
6. Golbeck, J. 2010. Trust and nuanced profile reliance in online social networks. ACM Trans. World Wide Web.
7. Golbeck, J. and Hendler, J. 2006. Inferring trust relationships in web based social networks. ACM Trans. Internet Tech. 6, 4.
8. Guha, R., et al. 2004. Propagation of trust and distrust. In Proceedings of WWW Conference. 403-412.
9. Huang J. and Fox M. S. 2006. An ontology of trust: Formal semantics and transitivity. In Proceedings of the ICEC Conference on Electronic Commerce. 259-270.
10. Huang, Z., Chen, H., and Zeng, D. 2004. Applying associative retrieval techniques to alleviate the sparsity problem in collaborative filtering. ACM Trans. Inf. Syst. 22, 1, 116-142.
11. Josang, A., Ismail, R., and Boyd, C. 2007. A survey of trust and reputation systems for online service provision. Deci. Supp. Syst. 43, 2, 618-644.
12. Kleinberg, J. 1999. Authoritative sources in a hyperlinked environment. J. ACM 46, 5, 604-632.
13. Kuter, U. and Golbeck, J. 2010. Using probabilistic confidence models for trust inference in Web-based social networks. ACM Trans. Internet Technol. 10, 2, Article 8.
14. Ma, N., et al. 2009. Trust relationship prediction using online product review data. In Proceedings of CIKM Conference on Information and Knowledge Management. 47-54.
15. Massa, P., et al. 2008. Trustlet: Open research on trust metrics. Int. J. Parall. Distrib. Comput. 341-351.
16. McKnight, D. H., Choudhury, V., and Kacmar, C. 2002. Developing and validating trust measures for e-commerce: An integrative typology. Inf. Syst. Res. 3, 3, 334-359.
17. Moldoveanu, M. C. and Baum, J. A. C. 2011. "I Think You Think I Think You're Lying": The interactive epistemology of trust in social networks. Manage. Sci. 57, 2, 393-412.
18. O'Donovan, J. and Smyth, B. 2005. Trust in recommender systems. In Proceedings of IUI Conference.
19. Orman, L. 2010a. Transitivity and aggregation in trust networks. In Proceedings of WITS Conference on Information Technology and Systems.
20. Orman, L. 2010b.Virtual money in electronic markets and communities. ICAST J. 4, 3.
21. Pearl, J. 1998. Probabilistic Reasoning in Intelligent Systems. Morgan-Kaufmann.
22. Regan, K., Poupart, P., and Cohen, R. 2006. Bayesian reputation modeling in electronic marketplaces. In Proceedings of AAAI Conference on Artificial Intelligence. 1206-1212.
23. Richardson, M., Agrawal, R., and Domingos, P. 2003. Trust management for the semantic web. In Proceedings of Semantic Web Conference.
24. Vogiatzis, G., MacGillivray, I., and Chli, M. 2010. A probabilistic model for trust and reputation. In Proceedings of AAMAS Conference on Autonomous Agents and Multi-Agent Systems. 225-232.
25. Wang, Y. and Vassileva, J. 2005. Bayesian network trust model in peer-to-peer networks. In Agents and Peer-to Peer Computing. Springer-Verlag Publishing, 23-34.
26. Wei, W. and Ram, S. 2012. Using a network analysis approach for organizing social bookmarking tags and enabling web content discovery. ACM Trans. Manage. Inf. Syst. 3, 3, Article 15.
27. Xiong, L. and Liu, L. 2004. PeerTrust: Supporting reputation-based trust for peer to peer electronic communities. IEEE Trans. Knowl. Data Eng. 16, 7, 843-857.
28. Ziegler, C. 2009. On propagating interpersonal trust in social networks. In Computing with Social Trust. Springer-Verlag.