• DocumentCode
    3436593
  • Title

    Application of Linkclus in blogosphere

  • Author

    Yoon, Seok-Ho ; Song, Suk-Soon ; Kim, Sang-Wook ; Ha, Jiwoon ; Lee, Junghoon ; Kim, Hanil

  • Author_Institution
    Dept. of Electron. & Comput. Eng., Hanyang Univ., Seoul, South Korea
  • fYear
    2010
  • fDate
    24-26 Sept. 2010
  • Firstpage
    95
  • Lastpage
    99
  • Abstract
    This paper addresses clustering of blog users and posts in blogosphere. First, we model blogosphere as a bipartite graph where blog users and posts correspond to nodes of two types and actions on posts performed by blog users corresponds to links. Next, for clustering in blogosphere, we employ LinkClus, a link-based algorithm that finds clusters of nodes in a network effectively and efficiently. For more accurate clustering, we propose two refinements: (1) change of granularity from blog users to folders, and (2) removal of blog users and posts being highly likely to incur noises. Finally, we verify the effectiveness of the proposed approach by showing how the posts and blog users in the same cluster are similar to one another in terms of their contents.
  • Keywords
    Web sites; data mining; pattern clustering; LinkClus; bipartite graph; blog user; blogosphere; link based algorithm; Accuracy; Bipartite graph; Clustering algorithms; Data mining; Information services; Internet; Web sites; blogosphere; data mining; link-based clustering;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Network Infrastructure and Digital Content, 2010 2nd IEEE International Conference on
  • Conference_Location
    Beijing
  • Print_ISBN
    978-1-4244-6851-5
  • Type

    conf

  • DOI
    10.1109/ICNIDC.2010.5657906
  • Filename
    5657906