• DocumentCode
    3371354
  • Title

    Deciding Optimal Entropic Thresholds to Calibrate the Detection Mechanism for Variable Rate DDoS Attacks in ISP Domain

  • Author

    Sardana, Anjali ; Joshi, R.C. ; Kim, Tai-Hoon

  • Author_Institution
    IIT Roorkee, Roorkee
  • fYear
    2008
  • fDate
    24-26 April 2008
  • Firstpage
    270
  • Lastpage
    275
  • Abstract
    High bandwidth DDoS attacks consume more resources and have direct impact at ISP level in contrast to low rate DDoS attacks leading to graceful degradation of network and being mostly undetectable. Although an array of detection schemes have been proposed, current requirement is a real time DDoS detection mechanism that adapts itself to varying network conditions to give minimum false alarms. We treat DDoS attacks as events that disturb the distribution of traffic features in ISP domain reflected by entropic variations on in stream samples. Next we propose to calibrate the detection mechanism for minimum false alarm rate by varying tolerance factor in real time. Simulations are carried out in ns-2 at different attack strengths. We also report our experimental results over KDD 99 dataset. Results show that the proposed approach is comparable to previously reported approaches with an advantage of variable rate attack detection and minimum false alarms.
  • Keywords
    Internet; authorisation; ISP domain; Internet service provider; distributed denial of service; entropic variation; minimum false alarm rate; optimal entropic threshold; real time DDoS detection; variable rate DDoS attack; variable rate attack detection; varying network condition; Adaptive arrays; Availability; Bandwidth; Computer crime; Degradation; Distributed computing; Entropy; Information security; Telecommunication traffic; Traffic control; Calibration; DDoS; Entropy; False Alarms; Thresholds;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information Security and Assurance, 2008. ISA 2008. International Conference on
  • Conference_Location
    Busan
  • Print_ISBN
    978-0-7695-3126-7
  • Type

    conf

  • DOI
    10.1109/ISA.2008.76
  • Filename
    4511575