The Use of Evolutionary Computation in Knowledge Discovery: The Example of Intrusion Detection Systems

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

@InCollection{bc1_ecindm,
  author =       "Shelly X. Wu and Wolfgang Banzhaf",
  title =        "The Use of Evolutionary Computation in Knowledge
                 Discovery: The Example of Intrusion Detection Systems",
  booktitle =    "Knowledge Mining using Intelligent Agents",
  publisher =    "WorldSciBook",
  year =         "2010",
  editor =       "Satchidananda Dehuri and Sung-Bae Cho",
  volume =       "6",
  series =       "Advances in Computer Science and Engineering",
  chapter =      "2",
  pages =        "27--59",
  month =        dec,
  keywords =     "genetic algorithms, genetic programming",
  isbn13 =       "9781848163874",
  URL =          "http://ebooks.worldscinet.com/ISBN/9781848163874/9781848163874_0002.html",
  DOI =          "doi:10.1142/9781848163874_0002",
  size =         "31 pages",
  abstract =     "This chapter discusses the use of evolutionary
                 computation in data mining and knowledge discovery by
                 using intrusion detection systems as an example. The
                 discussion centers around the role of EAs in achieving
                 the two high level primary goals of data mining:
                 prediction and description. In particular,
                 classification and regression tasks for prediction, and
                 clustering tasks for description. The use of EAs for
                 feature selection in the pre-processing step is also
                 discussed. Another goal of this chapter was to show how
                 basic elements in EAs, such as representations,
                 selection schemes, evolutionary operators, and fitness
                 functions have to be adapted to extract accurate and
                 useful patterns from data in different data mining
                 tasks.",
  notes =        "http://www.worldscibooks.com/compsci/p639.html

                 Computer Science Department, Memorial University, St
                 John's, Canada, A1B 3X5,",
}

Genetic Programming entries for Shelly Xiaonan Wu Wolfgang Banzhaf

Citations