• DocumentCode
    3037020
  • Title

    Visualisation of Network Traffic using Dynamic Co-occurrence Matrices

  • Author

    Kisner, Thorsten ; Essoh, Alex ; Kaderali, Firoz

  • Author_Institution
    FernUniversitat in Hagen, Hagen
  • fYear
    2007
  • fDate
    1-5 July 2007
  • Firstpage
    7
  • Lastpage
    7
  • Abstract
    Traffic visualisation is important in several areas e.g. network planning and monitoring, network traffic analysis and intrusion detection. A novelty in the work we present in this paper is the use of texture analysis methods from the domain of digital image processing for network traffic visualisation. We use strategies based on co-occurrence matrices to derive statistical properties for network traffic visualisation and anomalous traffic detection. Based on the fact that some of the statistical properties are related to a certain kind of traffic, which is also reflected in the allocation of the dynamic co-occurrence matrix, we are able to display the global status of our network and show periods, where the traffic behaviour is unusual. Further, we introduce a new parameter, network traffic homogeneity (NTH) as a measure of the local roughness of the network traffic.
  • Keywords
    data visualisation; image texture; matrix algebra; monitoring; statistical analysis; telecommunication computing; telecommunication network planning; telecommunication security; telecommunication traffic; NTH parameter; anomalous traffic detection; digital image processing; dynamic co-occurrence matrices; intrusion detection; network monitoring; network planning; network traffic analysis; network traffic homogeneity; network traffic visualisation; statistical texture analysis methods; Application software; Communication system security; Data visualization; Digital images; Displays; Humans; Image texture analysis; Information analysis; Intrusion detection; Telecommunication traffic;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Internet Monitoring and Protection, 2007. ICIMP 2007. Second International Conference on
  • Conference_Location
    San Jose, CA
  • Print_ISBN
    0-7695-2911-9
  • Electronic_ISBN
    0-7695-2911-9
  • Type

    conf

  • DOI
    10.1109/ICIMP.2007.47
  • Filename
    4271753