• DocumentCode
    2036432
  • Title

    Evolution Induced Secondary Immunity: An Artificial Immune System Based Intrusion Detection System

  • Author

    Dal, Divyata ; Abraham, Siby ; Abraham, Ajith ; Sanyal, Sugata ; Sanglikar, Mukund

  • Author_Institution
    Dept. of Comput. Sci., Univ. of Mumbai, Mumbai
  • fYear
    2008
  • fDate
    26-28 June 2008
  • Firstpage
    65
  • Lastpage
    70
  • Abstract
    The analogy between immune systems and intrusion detection systems encourage the use of artificial immune systems for anomaly detection in computer networks. This paper describes a technique of applying artificial immune system along with genetic algorithm to develop an intrusion detection system. Far from developing primary immune response, as most of the related works do, it attempts to evolve this primary immune response to a secondary immune response using the concept of memory cells prevalent in natural immune systems. A genetic algorithm using genetic operators- selection, cloning, crossover and mutation- facilitates this. Memory cells formed enable faster detection of already encountered attacks. These memory cells, being highly random in nature, are dependent on the evolution of the detectors and guarantee greater immunity from anomalies and attacks. The fact that the whole procedure is enveloped in the concepts of approximate binding and memory cells of lightweight of natural immune systems makes this system reliable, robust and quick responding.
  • Keywords
    genetic algorithms; security of data; anomaly detection; artificial immune system; computer networks; evolution induced secondary immunity; genetic algorithm; genetic operators; intrusion detection system; memory cells; natural immune systems; primary immune response; secondary immune response; Artificial immune systems; Computer network reliability; Computer networks; Computer science; Detectors; Gene expression; Genetic algorithms; Immune system; Intrusion detection; Phase detection; artificial immune system; genetic algorithm; intrusion detection system;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer Information Systems and Industrial Management Applications, 2008. CISIM '08. 7th
  • Conference_Location
    Ostrava
  • Print_ISBN
    978-0-7695-3184-7
  • Type

    conf

  • DOI
    10.1109/CISIM.2008.31
  • Filename
    4557836