A Parallel Genetic Programming Algorithm for Classification

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@InProceedings{conf/hais/CanoZV11,
  author =       "Alberto Cano and Amelia Zafra and Sebastian Ventura",
  title =        "A Parallel Genetic Programming Algorithm for
                 Classification",
  booktitle =    "Proceedings of the 6th International Conference on
                 Hybrid Artificial Intelligent Systems (HAIS 2011) Part
                 {I}",
  year =         "2011",
  editor =       "Emilio Corchado and Marek Kurzynski and 
                 Michal Wozniak",
  volume =       "6678",
  series =       "Lecture Notes in Computer Science",
  pages =        "172--181",
  address =      "Wroclaw, Poland",
  month =        may # " 23-25",
  publisher =    "Springer",
  keywords =     "genetic algorithms, genetic programming, KEEL, JCLEC",
  isbn13 =       "978-3-642-21218-5",
  DOI =          "doi:10.1007/978-3-642-21219-2_23",
  size =         "10 pages",
  abstract =     "In this paper a Grammar Guided Genetic
                 Programming-based method for the learning of rule-based
                 classification systems is proposed. The method learns
                 disjunctive normal form rules generated by means of a
                 context-free grammar. The individual constitutes a rule
                 based decision list that represents the full
                 classifier. To overcome the problem of computational
                 time of this system, it parallelises the evaluation
                 phase reducing significantly the computation time.
                 Moreover, different operator genetics are designed to
                 maintain the diversity of the population and get a
                 compact set of rules. The results obtained have been
                 validated by the use of non-parametric statistical
                 tests, showing a good performance in terms of accuracy
                 and interpretability.",
  notes =        "UCI",
  affiliation =  "Department of Computing and Numerical Analysis,
                 University of Cordoba, 14071 Cordoba, Spain",
  bibdate =      "2011-06-06",
  bibsource =    "DBLP,
                 http://dblp.uni-trier.de/db/conf/hais/hais2011-1.html#CanoZV11",
}

Genetic Programming entries for Alberto Cano Rojas Amelia Zafra Gomez Sebastian Ventura

Citations