• DocumentCode
    3761942
  • Title

    An approach for detecting anomalies by assessing the inter-arrival time of UDP packets and flows using Benford´s law

  • Author

    Ali Naghash Asadi

  • Author_Institution
    School of Computer Engineering, Iran University of Science and Technology, Tehran, Iran
  • fYear
    2015
  • Firstpage
    257
  • Lastpage
    262
  • Abstract
    In this paper, from the perspective of Benford´s law the inter-arrival time of UDP in packet and flow levels, is investigated. Benford´s law is an empirical law that describes the distribution of first digits in series of numbers in natural phenomena. We claim that Benford´s law describes the inter-arrival time of UDP packets and flows in normal traffic of networks. As a result, any significant anomaly in UDP packets and flows including deliberate intrusions, unwanted errors or in general, network failures, can be identified by checking the first digit distribution inter-arrival time of UDP packets and flows. In a recent work, the relationship between Weibull distribution and Benford´s law was studied. In another work, the compliance of the inter-arrival time of UDP packets and flows from Weibull distribution is presented. In this paper, we have proposed a method for using Benford´s law for detecting anomalies in inter-arrival time of UDP packets and flows. The proposed method can detect the UDP Flood attack with high detection rate.
  • Keywords
    "Decision support systems","Weibull distribution","Security","Communication networks"
  • Publisher
    ieee
  • Conference_Titel
    Knowledge-Based Engineering and Innovation (KBEI), 2015 2nd International Conference on
  • Type

    conf

  • DOI
    10.1109/KBEI.2015.7436057
  • Filename
    7436057