Multi Objective Genetic Programming for Feature Construction in Classification Problems

Created by W.Langdon from gp-bibliography.bib Revision:1.4524

  author =       "Mauro Castelli and Luca Manzoni and 
                 Leonardo Vanneschi",
  title =        "Multi Objective Genetic Programming for Feature
                 Construction in Classification Problems",
  booktitle =    "5th International Conference Learning and Intelligent
                 Optimization (LION 2011)",
  year =         "2011",
  editor =       "Carlos A. {Coello Coello}",
  volume =       "6683",
  series =       "Lecture Notes in Computer Science",
  pages =        "503--506",
  address =      "Rome, Italy",
  month =        jan # " 17-21",
  note =         "Selected Papers",
  keywords =     "genetic algorithms, genetic programming",
  isbn13 =       "978-3-642-25565-6",
  DOI =          "doi:10.1007/978-3-642-25566-3_39",
  size =         "4 pages",
  abstract =     "This work introduces a new technique for features
                 construction in classification problems by means of
                 multi objective genetic programming (MOGP). The final
                 goal is to improve the generalisation ability of the
                 final classifier. MOGP can help in finding solutions
                 with a better generalisation ability with respect to
                 standard genetic programming as stated in [1]. The main
                 issue is the choice of the criteria that must be
                 optimised by MOGP. In this work the construction of new
                 features is guided by two criteria: the first one is
                 the entropy of the target classes as in [7] while the
                 second is inspired by the concept of margin used in
                 support vector machines.",
  affiliation =  "Dipartimento di Informatica, Sistemistica e
                 Comunicazione (DISCo), Universita degli Studi di
                 Milano-Bicocca, 20126 Milan, Italy",
  bibdate =      "2011-11-16",
  bibsource =    "DBLP,

Genetic Programming entries for Mauro Castelli Luca Manzoni Leonardo Vanneschi