• DocumentCode
    257883
  • Title

    Communicating in a socially-aware network: Impact of relationship types

  • Author

    Guler, Basak ; Varan, Burak ; Tutuncuoglu, Kaya ; Nafea, Mohamed ; Zewail, Ahmed A. ; Yener, Aylin ; Octeau, Damien

  • Author_Institution
    Dept. of Electr. Eng., Pennsylvania State Univ., University Park, PA, USA
  • fYear
    2014
  • fDate
    3-5 Dec. 2014
  • Firstpage
    788
  • Lastpage
    792
  • Abstract
    Communication networks are linked to and influenced by human interactions. Socially-aware systems should integrate these complex relationship patterns in the network design. This paper studies the impact of friendship and antagonistic relationships between individuals on optimal network propagation policies. We develop a network propagation model for signed networks, and determine the optimal policies to influence a target node with an opinion while minimizing the total number of persons against it. We also provide extensions to this problem to elaborate on the impact of network parameters, such as minimum-delay propagation, while limiting the number of persons influenced against the idea before reaching the target. We provide numerical evaluations in a synthetic setup as well as the Epinions online social dataset. We demonstrate that propagation schemes with social and influence-centric constraints should take into account the relationship types in network design.
  • Keywords
    social networking (online); Epinions online social dataset; antagonistic relationships; communication networks; complex relationship patterns; friendship; human interactions; influence-centric constraints; minimum-delay propagation; network design; network propagation model; optimal network propagation policies; relationship types; signed networks; social constraints; socially-aware network; socially-aware systems; Boundary conditions; Communities; Data mining; Delays; Educational institutions; Knowledge discovery; Social network services;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal and Information Processing (GlobalSIP), 2014 IEEE Global Conference on
  • Conference_Location
    Atlanta, GA
  • Type

    conf

  • DOI
    10.1109/GlobalSIP.2014.7032227
  • Filename
    7032227