Dynamic item recommendation by topic modeling for social networks

Proceedings - 2011 8th International Conference on Information Technology: New Generations, ITNG 2011

Volumn , Issue , 2011, Pages 884-889

  Lee, Sang Su ^a   Chung, Tagyoung ^b   McLeod, Dennis ^a  

^a University of Southern California ^*  (United States)

^b University of Rochester   (United States)

Author keywords

Information analysis; Recommender systems; Social network services; Tagging; Web mining

Indexed keywords

DATA MINING; INFORMATION ANALYSIS; SOCIAL NETWORKING (ONLINE); STATISTICS;

EVALUATION OF USERS; LATENT DIRICHLET ALLOCATIONS; NOVEL TECHNIQUES; PRECISION RATES; SOCIAL NETWORK SERVICES; TAGGING; TOPIC DISTRIBUTIONS; WEB MINING;

RECOMMENDER SYSTEMS;

EID: 80051478915     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ITNG.2011.153     Document Type: Conference Paper

References (14)

1. U. Hanani, B. Shapira, and P. Shoval, "Information Filtering: Overview of Issues, Research and Systems," User Modeling and User-Adapted Interaction, vol. 11, pp. 203-259, 2001.
2. D. Goldberg, D. Nichols, B. M. Oki, and D. Terry, "Using collaborative filtering to weave an information tapestry," Commun. ACM, vol. 35, no. 12, pp. 61-70, 1992.
3. D. M. Blei, A. Y. Ng, and M. I. Jordan, "Latent dirichlet allocation," J. Mach. Learn. Res., vol. 3, pp. 993-1022, 2003.
4. Y. Zhen, W.-J. Li, and D.-Y. Yeung, "Tagicofi: Tag informed collaborative filtering," in Proceedings of the 3rd ACM Conference on Recommender Systems (RecSys '09), New York City, New York, USA, Oct. 22-25 2009, pp. 69-76.
5. S. Sen, J. Vig, and J. Riedl, "Tagommenders: connecting users to items through tags," in WWW '09: Proceedings of the 18th international conference on World wide web, 2009, pp. 671-680.
6. M. de Gemmis, P. Lops, G. Semeraro, and P. Basile, "Integrating tags in a semantic content-based recommender," in RecSys '08: Proceedings of the 2008 ACM conference on Recommender systems, 2008, pp. 163-170.
7. Z. Guan, C. Wang, J. Bu, C. Chen, K. Yang, D. Cai, and X. He, "Document recommendation in social tagging services," in WWW '10: Proceedings of the 19th international conference on World wide web, 2010, pp. 391-400.
8. S. Siersdorfer and S. Sizov, "Social recommender systems for web 2.0 folksonomies," in HT '09: Proceedings of the 20th ACM conference on Hypertext and hypermedia, 2009, pp. 261-270.
9. Y. Guo and J. B. Joshi, "Topic-based personalized recommendation for collaborative tagging system," in HT '10: Proceedings of the 21st ACM conference on Hypertext and hypermedia, 2010, pp. 61-66.
10. K. S. Jones, "A statistical interpretation of term specificity and its application in retrieval," Journal of Documentation, vol. 28, pp. 11-21, 1972.
11. X. Wang and A. McCallum, "Topics over time: a non-markov continuous-time model of topical trends," in KDD '06: Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining, 2006, pp. 424-433.
12. T. L. Griffiths and M. Steyvers, "Finding scientific topics," Proceedings of the National Academy of Sciences of the United States of America, vol. 101, no. Suppl 1, pp. 5228-5235, April 2004. [Online]. Available: http://dx.doi.org/10.1073/pnas.0307752101
13. M. Steyvers, P. Smyth, M. Rosen-Zvi, and T. Griffiths, "Probabilistic author-topic models for information discovery," in KDD '04: Proceedings of the tenth ACM SIGKDD international conference on Knowledge discovery and data mining, 2004, pp. 306-315.
14. X. Wei and W. B. Croft, "Lda-based document models for ad-hoc retrieval," in SIGIR '06: Proceedings of the 29th annual international ACM SIGIR conference on Research and development in information retrieval, 2006, pp. 178-185.