• DocumentCode
    1730499
  • Title

    Analysis and practicality of traffic flow classification method using binned time-series data

  • Author

    Nawata, Shuichi ; Koto, Hideyuki ; Kitahara, Takeshi ; Ano, Shigehiro

  • Author_Institution
    KDDI R&D Labs. Inc., Fujimino, Japan
  • fYear
    2015
  • Firstpage
    1
  • Lastpage
    3
  • Abstract
    It is important for network operators to know how users use the network to plan and design network facilities. In this paper, we propose flow classification method using binned time-series data in consideration of practicality. In this paper, we evaluate the proposed method by using mobile data traffic and show the method can maintain classification accuracy as compared with method using the whole flow information. We also confirm applicability to classification of encrypted flow.
  • Keywords
    cryptography; mobile communication; telecommunication security; telecommunication traffic; time series; binned time-series data; design network facilities; encrypted flow; mobile data traffic; network operators; time-series data; traffic flow classification method; Accuracy; Cryptography; Feature extraction; Mobile communication; Monitoring; Streaming media; Time-frequency analysis; binned data; encrypted communication; flow classification;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information and Telecommunication Technologies (APSITT), 2015 10th Asia-Pacific Symposium on
  • Conference_Location
    Colombo
  • Type

    conf

  • DOI
    10.1109/APSITT.2015.7217114
  • Filename
    7217114