Evaluation of classification algorithms for intrusion detection in MANETs

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@Article{Pastrana:2012:KS,
  author =       "Sergio Pastrana and Aikaterini Mitrokotsa and 
                 Agustin Orfila and Pedro Peris-Lopez",
  title =        "Evaluation of classification algorithms for intrusion
                 detection in {MANETs}",
  journal =      "Knowledge-Based Systems",
  volume =       "36",
  pages =        "217--225",
  year =         "2012",
  keywords =     "genetic algorithms, genetic programming, MANET,
                 Intrusion detection, Classification algorithms, Support
                 Vector Machines",
  ISSN =         "0950-7051",
  DOI =          "doi:10.1016/j.knosys.2012.06.016",
  URL =          "http://www.sciencedirect.com/science/article/pii/S0950705112001876",
  abstract =     "Mobile Ad hoc Networks (MANETs) are wireless networks
                 without fixed infrastructure based on the cooperation
                 of independent mobile nodes. The proliferation of these
                 networks and their use in critical scenarios (like
                 battlefield communications or vehicular networks)
                 require new security mechanisms and policies to
                 guarantee the integrity, confidentiality and
                 availability of the data transmitted. Intrusion
                 Detection Systems used in wired networks are
                 inappropriate in this kind of networks since different
                 vulnerabilities may appear due to resource constraints
                 of the participating nodes and the nature of the
                 communication. This article presents a comparison of
                 the effectiveness of six different classifiers to
                 detect malicious activities in MANETs. Results show
                 that Genetic Programming and Support Vector Machines
                 may help considerably in detecting malicious activities
                 in MANETs.",
}

Genetic Programming entries for Sergio Pastrana Portillo Aikaterini Mitrokotsa Agustin Orfila Diaz-Pabon Pedro Peris-Lopez

Citations