Automatically Evading IDS using GP Authored Attacks

Created by W.Langdon from gp-bibliography.bib Revision:1.3872

@InProceedings{Kayacik:2007:CISDA,
  author =       "H. Gunes Kayacik and A. Nur Zincir-Heywood and 
                 Malcolm I. Heywood",
  title =        "Automatically Evading IDS using GP Authored Attacks",
  booktitle =    "IEEE Symposium on computational Intelligence in
                 Security and Defense Applications",
  year =         "2007",
  pages =        "153--160",
  address =      "Honolulu",
  month =        apr # " 1-5",
  publisher =    "IEEE Press",
  keywords =     "genetic algorithms, genetic programming, mimicry
                 attack generation, vulnerability testing",
  DOI =          "doi:10.1109/CISDA.2007.368148",
  size =         "8 pages",
  abstract =     "A mimicry attack is a type of attack where the basic
                 steps of a minimalist core attack are used to design
                 multiple attacks achieving the same objective from the
                 same application. Research in mimicry attacks is
                 valuable in determining and eliminating weaknesses of
                 detectors. In this work, we provide a genetic
                 programming based automated process for designing all
                 components of a mimicry attack relative to the Stide
                 detector under a vulnerable Traceroute application.
                 Results indicate that the automatic process is able to
                 generate mimicry attacks that reduce the alarm rate
                 from 65percent of the original attack, to 2.7percent,
                 effectively making the attack indistinguishable from
                 normal behaviors.",
  notes =        "http://www.cidefense.org/",
}

Genetic Programming entries for Hilmi Gunes Kayacik Nur Zincir-Heywood Malcolm Heywood

Citations