• DocumentCode
    573816
  • Title

    Tracking topology dynamicity for link prediction in intermittently connected wireless networks

  • Author

    Zayani, Mohamed-Haykel ; Gauthier, Vincent ; Slama, Ines ; Zeghlache, Djamal

  • Author_Institution
    Inst. Mines-Telecom, Telecom SudParis, Evry, France
  • fYear
    2012
  • fDate
    27-31 Aug. 2012
  • Firstpage
    469
  • Lastpage
    474
  • Abstract
    Through several studies, it has been highlighted that mobility patterns in mobile networks are driven by human behaviors. This effect has been particularly observed in intermittently connected networks like DTN (Delay Tolerant Networks). Given that common social intentions generate similar human behavior, it is relevant to exploit this knowledge in the network protocols design, e.g. to identify the closeness degree between two nodes. In this paper, we propose a temporal link prediction technique for DTN which quantifies the behavior similarity between each pair of nodes and makes use of it to predict future links. We attest that the tensor-based technique is effective for temporal link prediction applied to the intermittently connected networks. The validity of this method is proved when the prediction is made in a distributed way (i.e. with local information) and its performance is compared to well-known link prediction metrics proposed in the literature.
  • Keywords
    delay tolerant networks; design; mobility management (mobile radio); protocols; radio links; telecommunication network topology; tracking; behavior similarity; delay tolerant network; future link prediction; intermittently connected network; intermittently connected wireless network; mobile network; mobility pattern; network protocol design; social intention; temporal link prediction; tensor-based technique; topology dynamicity tracking; Length measurement; Mobile communication; Network topology; Protocols; Tensile stress; Wireless networks; DTN; Katz measure; Link prediction; behavior similarity; intermittent connections; tensor; wireless networks;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Wireless Communications and Mobile Computing Conference (IWCMC), 2012 8th International
  • Conference_Location
    Limassol
  • Print_ISBN
    978-1-4577-1378-1
  • Type

    conf

  • DOI
    10.1109/IWCMC.2012.6314249
  • Filename
    6314249