Improving Network Intrusion Detection by Means of Domain-Aware Genetic Programming

Created by W.Langdon from gp-bibliography.bib Revision:1.4221

  author =       "Jorge Blasco and Agustin Orfila and Arturo Ribagorda",
  title =        "Improving Network Intrusion Detection by Means of
                 Domain-Aware Genetic Programming",
  booktitle =    "International Conference on Availability, Reliability,
                 and Security, ARES '10",
  year =         "2010",
  month =        feb,
  pages =        "327--332",
  abstract =     "One of the central areas in network intrusion
                 detection is how to build effective systems that are
                 able to distinguish normal from intrusive traffic. In
                 this paper we explore the use of Genetic Programming
                 (GP) for such a purpose. Although GP has already been
                 studied for this task, the inner features of network
                 intrusion detection have been systematically ignored.
                 To avoid the blind use of GP shown in previous
                 research, we guide the search by means of a fitness
                 function based on recent advances on IDS evaluation.
                 For the experimental work we use a well-known dataset
                 (i.e. KDD-99) that has become a standard to compare
                 research although its drawbacks. Results clearly show
                 that an intelligent use of GP achieves systems that are
                 comparable (and even better in realistic conditions) to
                 top state-of-the-art proposals in terms of
                 effectiveness, improving them in efficiency and
  keywords =     "genetic algorithms, genetic programming, domain-aware
                 genetic programming, fitness function, intrusive
                 traffic, network intrusion detection, normal traffic,
                 security of data",
  DOI =          "doi:10.1109/ARES.2010.53",
  notes =        "Also known as \cite{5438073}",

Genetic Programming entries for Jorge Blasco Alis Agustin Orfila Diaz-Pabon D Arturo Ribagorda Garnacho