On discovering community trends in social networks

Proceedings - 2009 IEEE/WIC/ACM International Conference on Web Intelligence, WI 2009

Volumn 1, Issue , 2009, Pages 230-237

  Li, Jian ^a   Cheung, William K ^a   Liu, Jiming ^a   Li, C H ^a  

^a HONG KONG BAPTIST UNIVERSITY   (Hong Kong)

Author keywords

Data mining; Dynamic communities; Graph clustering; Social networks

Indexed keywords

BENCHMARK DATASETS; BLOGOSPHERES; DIRECTED GRAPHS; DYNAMIC PATTERNS; EVALUATION RESULTS; GRAPH CLUSTERING; MINING ALGORITHMS; PERFORMANCE COMPARISON; REUTERS; SOCIAL NETWORK ANALYSIS; SOCIAL NETWORKS; UNDERLYING NETWORKS; UNDIRECTED GRAPH;

BLOGS; DATA MINING;

SOCIAL NETWORKING (ONLINE);

EID: 84863115696     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/WI-IAT.2009.40     Document Type: Conference Paper

References (12)

1. A. Y. Ng, M. I. Jordan, and Y. Weiss, "On spectral clustering: Analysis and an algorithm," in Advances in Neural Information Processing Systems 14. MIT Press, 2001, pp. 849-856.
2. J. Shi and J. Malik, "Normalized cuts and image segmentation," IEEE Trans. Pattern Anal. Mach. Intell., vol. 22, no. 8, pp. 888-905, 2000.
3. R. Kumar, J. Novak, P. Raghavan, and A. Tomkins, "On the bursty evolution of blogspace," in WWW '03: Proceedings of the twelfth international conference on World Wide Web. ACM Press, 2003, pp. 568-576.
4. R. Kumar, J. Novak, and A. Tomkins, "Structure and evolution of online social networks," in KDD '06: Proceedings of the 12th ACM SIGKDD international conference on Knowledge discovery and data mining. New York, NY, USA: ACM, 2006, pp. 611-617.
5. K. Yu, S. Yu, and V. Tresp, "Soft clustering on graphs," in in Advances in Neural Information Processing Systems, 2005, p. 05.
6. J. M. Kleinberg, "Authoritative sources in a hyperlinked environment," in SODA '98: Proceedings of the ninth annual ACM-SIAM symposium on Discrete algorithms. Philadelphia, PA, USA: Society for Industrial and Applied Mathematics, 1998, pp. 668-677.
7. Y. Lin, Y. Chi, S. Zhu, H. Sundaram, and B. Tseng, "Facetnet: A framework for analyzing communities and their evolutions in dynamic networks," in WWW '08: Proceeding of the 17th International Conference on World Wide Web. New York, NY, USA: ACM, 2008, pp. 685-694.
8. M. E. J. Newman and M. Girvan, "Finding and evaluating community structure in networks," Phys. Rev. E, vol. 69, no. 2, Feb 2004.
9. S. White and P. Smyth, "A spectral clustering approach to finding communities in graph," in SDM, 2005.
10. P. Carrington, J. Scott, and S. Wasserman, Models and Methods in Social Network Analysis. Cambridge University Press, 2005.
11. D. Zhou, I. Council, H. Zha, and C. Giles, "Discovering temporal communities from social network documents," in ICDM '07: Proceedings of the IEEE international conference on Data mining. IEEE Press, 2007.
12. Y. Chi, S. Zhu, X. Song, J. Tatemura, and B. Tseng, "Structural and temporal analysis of the blogosphere through community factorization," in KDD '07: Proceedings of the 13th ACM SIGKDD international conference on Knowledge discovery and data mining. New York, NY, USA: ACM Press, 2007, pp. 163-172.