Analyzing and Tracking Weblog Communities Using Discriminative Collection Representatives

  • Guozhu Dong
  • Ting Sa
Conference paper

DOI: 10.1007/978-3-642-12079-4_32

Part of the Lecture Notes in Computer Science book series (LNCS, volume 6007)
Cite this paper as:
Dong G., Sa T. (2010) Analyzing and Tracking Weblog Communities Using Discriminative Collection Representatives. In: Chai SK., Salerno J.J., Mabry P.L. (eds) Advances in Social Computing. SBP 2010. Lecture Notes in Computer Science, vol 6007. Springer, Berlin, Heidelberg

Abstract

Analyzing/tracking weblogs by given communities (ATWC) is increasingly important for sociologists and government agencies, etc. This paper introduces an approach to address the needs of ATWC by using concise discriminative weblog collection representatives (DCRs). DCRs are aimed at helping users to quickly identify the major themes/trends in such collections, and to quickly identify important shifts/differences in major themes and trends of blogs by given communities over time and space. We propose to use the quality of DCR-based classifiers to measure DCRs’ quality. We present algorithms for constructing DCRs, report experimental results to evaluate the efficiency of the algorithms and the quality of the DCRs they construct, and provide real-data examples to demonstrate the usefulness of DCRs for ATWC.

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Copyright information

© Springer-Verlag Berlin Heidelberg 2010

Authors and Affiliations

  • Guozhu Dong
    • 1
  • Ting Sa
    • 1
  1. 1.Department of Computer Science and EngineeringWright State UniversityDaytonUSA

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