Abstract
Blogs have become an important media of self-expression recently. Millions of people write blog posts, share their interests, give suggestions and form groups in blogspace. An important way to understand the development of blogspace is to identify topic experts as well as blog communities and to further find how they interact with each other. Topic experts are influential bloggers who usually publish “authoritative” opinions on a specific topic and influence their followers. Here we first discuss the challenge of efficient identifying topic experts and then propose a novel model to quantify topic experts. Based on the topic experts identified, we further propose a new approach to identify the related blog communities on that topic. Experiments are conducted and the results demonstrate that our approaches are very effective and efficient.
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Kumar, R., Novak, J., Raghavan, P., Tomkins, A.: On the Bursty Evolution of Blogspace. In: Proc. WWW, pp. 568–576. ACM Press, New York (2003)
Agarwal, N., Liu, H., Tang, L., Yu, P.S.: Identifying the Influential Bloggers in a Community. In: Proc. of WSDM, pp. 207–218. ACM Press, New York (2008)
Song, X., Chi, Y., Hino, K., Tseng, B.L.: Identifying Opinion Leaders in the Blogosphere. In: Proc. of CIKM, pp. 971–974. ACM Press, New York (2007)
Bansal, N., Chiang, F., Koudas, N., Wm, F.: Tompa: Seeking Stable Clusters in the Blogosphere. In: Proc. of VLDB, pp. 806–817. VLDB Endowment (2007)
Kumar, R., Raghavan, P., et al.: Trawling the Web for Emerging Cyber-Communities. In: Proc.of WWW, New York, pp. 1481–1493 (1999)
Cormen, T.H., Leiserson, C.E., Rivest, R.L.: Introduction to Algorithms. McGraw Hill and MIT Press (1990)
Pui, G., Fung, C., et al.: Parameter Free Bursty Events Detection in TextStreams. In: Proc. of VLDB, pp. 181–192. VLDB Endowment (2005)
State of the Blogosphere – (August 2006), http://www.sifry.com/alerts/archives/000436.html
Lin, Y., Sundaram, H., Chi, Y., Tatemura, J., Tseng, B.: Blog Community Discovery and Evolution Based on Mutual Awareness Expansion. In: Proceedings of the IEEE/WIC/ACM International Conference on Web Intelligence, pp. 48–56. IEEE Computer Society, Washington (2007)
Tseng, B., Tatemura, J., Wu, Y.: Tomographic Clustering to Visualize Blog Communities as Mountain Views. In: Proc. of the World Wide Web (2005)
Gruhl, D., Guha, R., Liben-Nowell, D., Tomkins, A.: Information Diffusion Through Blogspace. In: Proc. of the World Wide Web, pp. 43–52. ACM Press, New York (2004)
Bulters, J., de Pijke, M.: Discovering Weblog Communities. In: International AAAI Conference on Weblogs and Social Media Boulder, pp. 211–214 (2007)
Kleinberg, J.: Bursty and Hierarchical Structure in Streams. In: Proc. 8th ACM SIGKDD Intl. Conf. on Knowledge Discovery and Data Mining, pp. 373–397. Kluwer Academic Publishers, HingHam (2003)
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Liu, X., Wang, Y., Li, Y., Shi, B. (2011). Identifying Topic Experts and Topic Communities in the Blogspace. In: Yu, J.X., Kim, M.H., Unland, R. (eds) Database Systems for Advanced Applications. DASFAA 2011. Lecture Notes in Computer Science, vol 6587. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-20149-3_7
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DOI: https://doi.org/10.1007/978-3-642-20149-3_7
Publisher Name: Springer, Berlin, Heidelberg
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