Social spam detection

ACM International Conference Proceeding Series

Volumn , Issue , 2009, Pages 41-48

  Markines, Benjamin ^a,b   Cattuto, Ciro ^b   Menczer, Filippo ^a,b  

^a INDIANA UNIVERSITY   (United States)

^b ISI FOUNDATION   (Italy)

Author keywords

annotations; post; resource; social spam; tag; tag similarity; web 2.0

Indexed keywords

AUTOMATIC DETECTION; CLASSIFICATION ,; DATA SETS; FALSE POSITIVE; LEGITIMATE USERS; MACHINE LEARNING ALGORITHMS; RESEARCH COMMUNITIES; SOCIAL BOOKMARKING; SPAM DETECTION; SPAMMERS; TAG SIMILARITY; TAGGING SYSTEMS; WEB 2.0;

DATA PROCESSING; INFORMATION RETRIEVAL; INTERNET; WORLD WIDE WEB;

LEARNING ALGORITHMS;

EID: 77954453713     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/1531914.1531924     Document Type: Conference Paper

References (23)

1. J. Attenberg and T. Suel. Cleaning search results using term distance features. In Proc. 4th Intl. Workshop on Adversarial Information Retrieval on the Web (AIRWeb), pages 21-24, 2008.
2. F. Benevenuto, T. Rodrigues, V. Almeida, J. Almeida, C. Zhang, and K. Ross. Identifying video spammers in online social networks. In Proc. 4th Intl. Workshop on Adversarial Information Retrieval on the Web (AIRWeb), pages 45-52, 2008.
3. J. Bian, Y. Liu, E. Agichtein, and H. Zha. A few bad votes too many?: towards robust ranking in social media. In Proc. 4th Intl. Workshop on Adversarial Information Retrieval on the Web (AIRWeb), pages 53-60, 2008.
4. A. Z. Broder, S. C. Glassman, M. S. Manasse, and G. Zweig. Syntactic clustering of the web. Computer Networks and ISDN Systems, 29(8-13):1157-1166, 1997. Proc 6th Intl. WWW Conf.
5. C. Cattuto, D. Benz, A. Hotho, and G. Stumme. Semantic grounding of tag relatedness in social bookmarking systems. In Proc. ISWC, vol. 5318 of LNCS, pages 615-631, 2008.
6. C. Cattuto, C. Schmitz, A. Baldassarri, V. D. P. Servedio, V. Loreto, A. Hotho, M. Grahl, and G. Stumme. Network properties of folksonomies. AI Commun., 20(4):245-262, 2007.
7. J. Caverlee, L. Liu, and S. Webb. Socialtrust: tamper-resilient trust establishment in online communities. In Proc. 8th ACM/IEEE-CS Joint Conf. on Digital libraries (JCDL), pages 104-114, 2008.
8. J. Chevalier and P. Gramme. RANK for spam detection ECML - Discovery Challenge. In Proc. Europ. Conf. on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD), 2008.
9. A. Gkanogiannis and T. Kalamboukis. A novel supervised learning algorithm and its use for spam detection in social bookmarking systems. In Proc. Europ. Conf. on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD), 2008.
10. S. Golder and B. A. Huberman. The structure of collaborative tagging systems. Journal of Information Science, 32(2):198-208, April 2006.
11. Z. Gyöngyi, H. Garcia-Molina, and J. Pedersen. Combating web spam with trustrank. In Proc. 13th Intl. Conv Very Large Data Bases (VLDB), pages 576-587, 2004.
12. T. Hammond, T. Hannay, B. Lund, and J. Scott. Social Bookmarking Tools (I): A General Review. D-Lib Magazine, 11(4), April 2005.
13. P. Heymann, G. Koutrika, and H. Garcia-Molina. Fighting spam on social web sites: A survey of approaches and future challenges. IEEE Internet Computing, 11(6):36-45, 2007.
14. A. Hotho, R. Jäschke, C. Schmitz, and G. Stumme. Information retrieval in folksonomies: Search and ranking. In The Semantic Web: Research and Applications, vol. 4011 of LNAI, pages 411-426. Springer, 2006.
15. C. Kim and K.-B. Hwang. Naive bayes classifier learning with feature selection for spam detection in social bookmarking. In Proc. Europ. Conf. on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML/PKDD), 2008.
16. G. Koutrika, F. A. Effendi, Z. Gyöngyi, P. Heymann, and H. Garcia-Molina. Combating spam in tagging systems. In Proc. 3rd Intl. Workshop on Adversarial Information Retrieval on the Web (AIRWeb), pages 57-64, 2007.
17. B. Krause, C. Schmitz, A. Hotho, and G. Stumme. The anti-social tagger: detecting spam in social bookmarking systems. In Proc. 4th Intl. Workshop on Adversarial Information Retrieval on the Web (AIRWeb), pages 61-68, 2008.
18. R. Lambiotte and M. Ausloos. Collaborative tagging as a tripartite network. LNCS, 3993:1114, Dec 2005.
19. B. Markines, C. Cattuto, F. Menczer, D. Benz, A. Hotho, and G. Stumme. Evaluating similarity measures for emergent semantics of social tagging. In Proc. 18th Intl. WWW Conf., 2009.
20. B. Markines, H. Roinestad, and F. Menczer. Efficient assembly of social semantic networks. In Proc. 19th ACM Conf. on Hypertext and Hypermedia (HT), pages 149-156, 2008.
21. P. Mika. Ontologies are us: A unified model of social networks and semantics. In Proc. ISWC, vol. 3729 of LNCS, pages 522-536, 2005.
22. I. H. Witten and E. Frank. Data Mining: Practical machine learning tools and techniques. Morgan Kaufmann, 2 edition, 2005.
23. Z. Xu, Y. Fu, J. Mao, and D. Su. Towards the semantic web: Collaborative tag suggestions. In Proc. WWW'06 Collaborative Web Tagging Workshop, 2006.