• DocumentCode
    3716165
  • Title

    Emergence of core-periphery structure from local node dominance in social networks

  • Author

    Jennifer Gamble;Harish Chintakunta;Hamid Krim

  • Author_Institution
    Electrical and Computer Engineering, North Carolina State University
  • fYear
    2015
  • Firstpage
    1910
  • Lastpage
    1914
  • Abstract
    There has been growing evidence recently for the view that social networks can be divided into a well connected core, and a sparse periphery. This paper describes how such a global description can be obtained from local "dominance" relation ships between vertices, to naturally yield a distributed algorithm for such a decomposition. It is shown that the resulting core describes the global structure of the network, while also preserving shortest paths, and displaying "expander-like" properties. Moreover, the periphery obtained from this de composition consists of a large number of connected com ponents, which can be used to identify communities in the network. These are used for a `divide-and-conquer´ strategy for community detection, where the peripheral components are obtained as a pre-processing step to identify the small sets most likely to contain communities. The method is illustrated using a real world network (DBLP co-authorship network), with ground-truth communities.
  • Keywords
    "Europe","Signal processing","Social network services","Network topology","Topology","Signal processing algorithms","Marine vehicles"
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing Conference (EUSIPCO), 2015 23rd European
  • Electronic_ISBN
    2076-1465
  • Type

    conf

  • DOI
    10.1109/EUSIPCO.2015.7362716
  • Filename
    7362716