• DocumentCode
    658358
  • Title

    Identifying Domain Experts in the Blogosphere -- Ranking Blogs Based on Topic Consistency

  • Author

    Berger, P. ; Hennig, Philipp ; Meinel, Christoph

  • Author_Institution
    Hasso-Plattner-Inst., Potsdam, Germany
  • Volume
    1
  • fYear
    2013
  • fDate
    17-20 Nov. 2013
  • Firstpage
    252
  • Lastpage
    259
  • Abstract
    Current ranking algorithms, such as Page Rank, Technorati authority, and BI-Impact, favor blogs that report on a diversity of topics since those attract a large audience and thus more visitors, links, and comments. On the other side, niche blogs with a very specific topic only attract a small audience and thus have only a small reach. This results in a low ranking from today´s blog retrieval systems. We argue that the consistency of a blog, i.e. how focused an author reports on a single topic, is a sign for expert knowledge. To find these blogs is particular important for other domain experts to identify blogs that they would like to follow and stay in active contact. To ease the retrieval of expert blogs, i.e. to separate them from the mass of blogs that report on random topics, we introduce a metric for blogs based on topic consistency. We divide the consistency ranking in four different aspects: (1) intra-post, (2) inter-post, (3) intra-blog, and (4) inter-blog consistency. By evaluating the metric with a test data set of 12,000 crawled blogs, we demonstrate the plausibility of our approach.
  • Keywords
    Web sites; data integrity; information retrieval; software metrics; blog consistency; blogosphere; crawled blogs; domain expert identification; expert blog retrieval systems; interblog consistency ranking; interpost consistency ranking; intrablog consistency ranking; intrapost consistency ranking; metric evaluation; test data; topic consistency; Blogs; Joining processes; Market research; Measurement; Media; Publishing; Vectors; Blog Analysis; Experts; Ranking; Social Media; Topic Consistency; Web Mining; Weblogs;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Web Intelligence (WI) and Intelligent Agent Technologies (IAT), 2013 IEEE/WIC/ACM International Joint Conferences on
  • Conference_Location
    Atlanta, GA
  • Print_ISBN
    978-1-4799-2902-3
  • Type

    conf

  • DOI
    10.1109/WI-IAT.2013.37
  • Filename
    6690023