• DocumentCode
    726916
  • Title

    Topics Evolution in Online Knowledge Building Communities: A Case Study of Cooking Versus Politics Blogs

  • Author

    Stavarache, Lucia Larise ; Dascalu, Mihai ; Nistor, Nicolae ; Trausan-Matu, Stefan

  • Author_Institution
    Comput. Sci. Dept., Univ. Politeh. of Bucharest, Bucharest, Romania
  • fYear
    2015
  • fDate
    27-29 May 2015
  • Firstpage
    765
  • Lastpage
    772
  • Abstract
    Online knowledge building communities (oKBCs) are groups of people that interact, exchange opinions or share expertise in online environments. Profiling an oKBC addresses two main components: members and discussion threads. Their analysis reveals community´s degree of integrativity defined as its capability of assimilating new members who subsequently approach an increasing number of further discussion threads. Thus, timeline analysis of oKBCs emphasizes development patterns of the community. In this study, we propose a parallel analysis of the evolution of community´s discussion threads versus the opinions expressed in posts and comments, as well as modeling the community´s trends from different angles: members´ evolution, posts´ evolution, degree of integrativity, as well as the overall´s community evolution in time. The main motivation of the paper arises from the need of identifying key milestones which determine major changes in how communities evolve in time.
  • Keywords
    Web sites; psychology; community development patterns; community evolution; community opinions; community trends modeling; cooking blogs; discussion threads; integrativity degree; members assimilation; members evolution; oKBC; online environments; online knowledge building communities; parallel analysis; politics blogs; posts evolution; profiling; timeline analysis; topics evolution; Analytical models; Blogs; Collaboration; Communities; Dairy products; Message systems; Sentiment analysis; key concepts evolution; online knowledge building communities; sentiment analysis; topic mining;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Control Systems and Computer Science (CSCS), 2015 20th International Conference on
  • Conference_Location
    Bucharest
  • Print_ISBN
    978-1-4799-1779-2
  • Type

    conf

  • DOI
    10.1109/CSCS.2015.144
  • Filename
    7168511