• DocumentCode
    1869059
  • Title

    On SPIM detection in LTE networks

  • Author

    Das, S. ; Pourzandi, Makan ; Debbabi, Mourad

  • Author_Institution
    Concordia Inst. for Inf. Syst. Eng., Concordia Univ., Montreal, QC, Canada
  • fYear
    2012
  • fDate
    April 29 2012-May 2 2012
  • Firstpage
    1
  • Lastpage
    4
  • Abstract
    The telecommunication enterprise networks are continuously facing increasing amount of messages and multi-media traffic due to growing deployment of messaging applications. The detection of SPAM over Instant Messaging (SPIM) is essential for the mobile service providers to achieve user satisfaction and efficient network load balancing. However, accurate SPIM detection is challenging at the server side due to large volume of data packets and near-real-time communication of messages. In this setting, we propose a message classification approach to collect valuable insight on SPIM inside LTE cellular telecommunication framework. The contribution of this paper is threefold: First, it identifies the location and scope of the SPIM detection component inside LTE architecture. Second, we compare the detection accuracy, training and testing time of different classification algorithms. Finally, we evaluate the additional delay in messaging for adding such a module inside LTE architecture using an OPNET simulation environment.
  • Keywords
    Long Term Evolution; multimedia communication; telecommunication traffic; LTE architecture; LTE cellular telecommunication framework; LTE networks; OPNET simulation environment; SPAM over instant messaging; SPIM detection; data packets; messaging applications; multimedia traffic; near-real-time communication; network load balancing; telecommunication enterprise networks; Accuracy; Computer architecture; Instant messaging; Mobile communication; Mobile computing; Protocols; Servers; Classification; LTE; Machine Learning; Mobile Network; SPIM;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Electrical & Computer Engineering (CCECE), 2012 25th IEEE Canadian Conference on
  • Conference_Location
    Montreal, QC
  • ISSN
    0840-7789
  • Print_ISBN
    978-1-4673-1431-2
  • Electronic_ISBN
    0840-7789
  • Type

    conf

  • DOI
    10.1109/CCECE.2012.6334959
  • Filename
    6334959