• DocumentCode
    3030585
  • Title

    A simulation-based approach to analyze the information diffusion in Microblogging Online Social Network

  • Author

    de C Gatti, Maira A. ; Appel, Ana Paula ; Nogueira dos Santos, Cicero ; Pinhanez, Claudio Santos ; Cavalin, Paulo Rodrigo ; Barbosa Neto, Samuel

  • Author_Institution
    IBM Res. - Brazil, Paraiso, Brazil
  • fYear
    2013
  • fDate
    8-11 Dec. 2013
  • Firstpage
    1685
  • Lastpage
    1696
  • Abstract
    In this paper we propose a stochastic multi-agent based approach to analyze the information diffusion in Microblogging Online Social Networks (OSNs). OSNs, like Twitter and Facebook, became extremely popular and are being used to target marketing campaigns. Key known issues on this targeting is to be able to predict human behavior like posting a message with regard to some topics, and to analyze the emergent behavior of such actions. We explore Barack Obama´s Twitter network as an egocentric network to present our simulation-based approach and predictive behavior modeling. Through experimental analysis, we evaluated the impact of inactivating both Obama and the most engaged users, aiming at understanding the influence of those users that are the most likely to disseminate information over the network.
  • Keywords
    human factors; multi-agent systems; social networking (online); stochastic processes; Barack Obama; Facebook; OSNs; Twitter; egocentric network; human behavior prediction; information diffusion analysis; information dissemination; marketing campaigns; microblogging online social network; predictive behavior modeling; simulation-based approach; stochastic multiagent based approach; Analytical models; Data models; Media; Predictive models; Stochastic processes; Twitter;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Simulation Conference (WSC), 2013 Winter
  • Conference_Location
    Washington, DC
  • Print_ISBN
    978-1-4799-2077-8
  • Type

    conf

  • DOI
    10.1109/WSC.2013.6721550
  • Filename
    6721550