Hybrid evolutionary algorithms for data classification in intrusion detection systems

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

@InProceedings{Hedar:2015:ieee/acisSNPD,
  author =       "Abdel-Rahman Hedar and Mohamed A. Omer and 
                 Ahmed F. Al-Sadek and Adel A. Sewisy",
  booktitle =    "16th IEEE/ACIS International Conference on Software
                 Engineering, Artificial Intelligence, Networking and
                 Parallel/Distributed Computing (SNPD)",
  title =        "Hybrid evolutionary algorithms for data classification
                 in intrusion detection systems",
  year =         "2015",
  abstract =     "Intrusion detection systems (IDS) are important to
                 protect our systems and networks from attacks and
                 malicious behaviours. In this paper, we propose a new
                 hybrid intrusion detection system by using accelerated
                 genetic algorithm and rough set theory (AGAAR) for data
                 feature reduction, and genetic programming with local
                 search (GPLS) for data classification. The AGAAR method
                 is used to select the most relevant attributes that can
                 represent an intrusion detection dataset. In order to
                 improve the performance of GPLS classifier, a new local
                 search strategy is used with genetic programming
                 operators. The main target of using local search
                 strategy is to discover the better solution from the
                 current. The results shown later indicate that
                 classification accuracy improved from 75.98percent to
                 81.44percent after using AGAAR attribute reduction for
                 the NSL-KDD dataset. The classification accuracies have
                 been compared with others algorithms and shown that the
                 proposed method can be one of the competitive
                 classifiers for IDS.",
  keywords =     "genetic algorithms, genetic programming",
  DOI =          "doi:10.1109/SNPD.2015.7176208",
  month =        jun,
  notes =        "Also known as \cite{7176208}",
}

Genetic Programming entries for Abdel-Rahman Hedar Mohamed A Omer Ahmed F Al-Sadek Adel A Sewisy

Citations