Data mining with constrained-syntax genetic programming: applications to medical data sets

Created by W.Langdon from gp-bibliography.bib Revision:1.3973

@InProceedings{bojarczuk:2001:idamap,
  author =       "Celia C. Bojarczuk and Heitor S. Lopes and 
                 Alex A. Freitas",
  title =        "Data mining with constrained-syntax genetic
                 programming: applications to medical data sets",
  booktitle =    "Proceedings Intelligent Data Analysis in Medicine and
                 Pharmacology (IDAMAP-2001)",
  year =         "2001",
  note =         "a workshop at MedInfo-2001",
  keywords =     "genetic algorithms, genetic programming, data mining,
                 classification, medical applications,
                 Constrained-Syntax Genetic Programming",
  URL =          "http://www.ailab.si/idamap/idamap2001/papers/bojarczuk.pdf",
  URL =          "http://www.cs.kent.ac.uk/people/staff/aaf/my-publications-ukc.html",
  URL =          "http://www.cs.kent.ac.uk/people/staff/aaf/pub_papers.dir/IDAMAP-2001.ps",
  URL =          "http://citeseer.ist.psu.edu/459555.html",
  abstract =     "This work is intended to discover classification rules
                 for diagnosing certain pathologies. In order to
                 discover these rules we have developed a new
                 constrained-syntax genetic programming algorithm based
                 on some concepts of data mining, particularly with
                 emphasis on the discovery of comprehensible knowledge.
                 We compare the performance of the proposed GP algorithm
                 with a genetic algorithm and with the very well-known
                 decision-tree algorithm C4.5.",
  notes =        "IDAMAP workshop
                 http://www.ailab.si/idamap/idamap2001/

                 Evolves IFTHEN rules. GP syntax contrained similar to
                 STGP. Size of rules used as component of fitness
                 function (actually product of sensitivity, specificity
                 and size releated coefficient. Demonstrated on 3 small
                 medical datasets (2 UCI).

                 ",
}

Genetic Programming entries for Celia Cristina Bojarczuk Heitor Silverio Lopes Alex Alves Freitas

Citations