A framework for the analysis of attacks against social tagging systems

AAAI Workshop - Technical Report

Volumn WS-08-06, Issue , 2008, Pages 56-65

  Sandvig, J J ^a   Bhaumik, Runa ^a   Ramezani, Maryam ^a   Burke, Robin ^a   Mobasher, Bamshad ^a  

^a DEPAUL UNIVERSITY   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ATTACK MODEL; LEGITIMATE USERS; NAVIGATION CHANNELS; POTENTIAL ATTACK; RETRIEVAL ALGORITHMS; SECURITY PROBLEMS; TAGGING SYSTEMS; TARGET ELEMENT; WEB APPLICATION;

THESAURI;

EID: 66149174920     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (20)

1. Burke, R.; Mobasher, B.; Zabicki, R.; and Bhaumik, R. 2005. Identifying attack models for secure recommendation. In Beyond Personalization: A Workshop on the Next Generation of Recommender Systems.
2. Burke, R.; Mobasher, B.; and Bhaumik, R. 2005. Limited knowledge shilling attacks in collaborative filtering systems. In Proceedings of the 3rd IJCAI Workshop in Intelligent Techniques for Personalization.
3. Chi, E., and Mytkowicz, T. 2007. Understanding navigability of social tagging systems. In Proceedings of CHI, volume 7.
4. Golder, S., and Huberman, B. A. 2006. The structure of collaborative tagging systems. Journal of Information Science 32(2):198-208.
5. Heymann, P.; Koutrika, G.; and Garcia-Molina, H. 2007. Fighting spam on social web sites: A survey of approaches and future challenges. In IEEE Internet Computing, vol. 11, no. 6, pp. 36-45, Nov/Dec 2007.
6. Hotho, A.; Jaschke, R.; Schmitz, C.; and Stumme, G. 2006. Information retrieval in folksonomies: Search and ranking. In The Semantic Web: Reasearch and Applications, LNAI Volume 4011. Springer. 411-426.
7. Kleinberg, J. M. 1999. Authoritative sources in a hyper-linked environment. Journal of the ACM 46(5):604-632.
8. Koutrika, G.; Effendi, E.; Gyöngyi, Z.; Heymann, P.; and Garcia-Molina, H. 2007. Combating spam in tagging systems. Proceedings of the 3rd international workshop on Adversarial information retrieval on the web 57-64.
9. Lam, S., and Reidl, J. 2004. Shilling recommender systems for fun and profit. In Proceedings of the 13th International WWW Conference, 393-402.
10. Macgregor, G., and McCulloch, E. 2006. Collaborative tagging as a knowledge organisation and resource discovery tool. Library Review 55(5):291-300.
11. Mika, P. 2007. Ontologies are us: A unified model of social networks and semantics. Web Semantics: Science, Services and Agents on the World Wide Web 5(1):5-15.
12. Mobasher, B.; Burke, R.; Bhaumik, R.; and Williams, C. 2005. Effective attack models for shilling item-based collaborative filtering systems. In Proceedings of the 2005 WebKDD Workshop, held in conjuction with ACM SIGKDD'2005.
13. Mobasher, B.; Burke, R.; Bhaumik, R.; and Sandvig, J. J. 2007. Attacks and remedies in collaborative recommendation. IEEE Intelligent Systems 22(3):56-63.
14. Niwa, S.; Doi, T.; and Honiden, S. 2006. Web page recommender system based on folksonomy mining for itng'06 submissions. In Proceedings of the 3rd International Conference on Information Technology: New Generations (ITNG'06), 388-393. IEEE Computer Society Washington, DC, USA.
15. O'Mahony, M.; Hurley, N.; Kushmerick, N.; and Silvestre, G. 2004. Collaborative recommendation: A robustness analysis. ACM Transactions on Internet Technology 4(4):344-377.
16. Salton, G., and Buckley, C. 1988. Term-weighting approaches in automatic text retrieval. Information Processing and Management: an International Journal 24(5):513-523.
17. Salton, G.; Wong, A.; and Yang, C. 1975. A vector space model for automatic indexing. Communications of the ACM 18(11):613-620.
18. Schmitz, C.; Hotho, A.; Jaschke, R.; and Stumme, G. 2006. Mining association rules in folksonomies. Data Science and Classification: Proceedings of the 10th IFCS Conference, Ljubljana, Slovenia, July.
19. Sen, S.; Lam, S.; Rashid, A. M.; Cosley, D.; Fankowski, D.; Osterhouse, J.; Harper, F. M.; and Riedl, J. 2006. Tagging, communities, vocabulary, evolution. In Proceedings of 2006 Conference on Computer Supported Cooperative Work(CSCW), 181-190.
20. Xu, Z.; Fu, Y.; Mao, J.; and Su, D. 2006. Towards the semantic web: Collaborative tag suggestions. In Collaborative Web Tagging Workshop in conjunction with the 15th WWW Conference.