• DocumentCode
    3085188
  • Title

    Detect Stepping-Stone Insider Attacks by Network Traffic Mining and Dynamic Programming

  • Author

    Yang, Jianhua ; Ray, Lydia ; Zhao, Guoqing

  • Author_Institution
    TSYS Sch. of Comput. Sci., Columbus State Univ., Columbus, GA, USA
  • fYear
    2011
  • fDate
    22-25 March 2011
  • Firstpage
    151
  • Lastpage
    158
  • Abstract
    Stepping-stone is the most popular way used to attack other computers. Some insiders use stepping-stone to launch their attacks pretending to be outsiders. In this paper, we propose a novel algorithm to detect stepping-stone insider attacks through comparing outgoing and incoming connections. We modify the existing packet matching algorithm by introducing sliding window to make the algorithm more efficient and practicable. The algorithm to compute the similarity between two time-pair sequences through finding the longest common sub sequence is proposed. The stepping-stone insider attacks detection algorithm is easy to be implemented and to use since there is no threshold needed. The experimental results showed the effectiveness of the algorithm to detect stepping-stone insider attacks.
  • Keywords
    data mining; dynamic programming; security of data; telecommunication traffic; dynamic programming; network traffic mining; packet matching algorithm; sliding window; stepping-stone insider attack detection; time-pair sequences; Algorithm design and analysis; Clustering algorithms; Computers; Data mining; Dynamic programming; Markov processes; Sensors; Network security; chaff-perturbation; insider detection; masquerader; stepping-stone; time-jittering; traitor;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Advanced Information Networking and Applications (AINA), 2011 IEEE International Conference on
  • Conference_Location
    Biopolis
  • ISSN
    1550-445X
  • Print_ISBN
    978-1-61284-313-1
  • Electronic_ISBN
    1550-445X
  • Type

    conf

  • DOI
    10.1109/AINA.2011.33
  • Filename
    5763360