Improving the human readability of features constructed by genetic programming

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

@InProceedings{1277291,
  author =       "Matthew Smith and Larry Bull",
  title =        "Improving the human readability of features
                 constructed by genetic programming",
  booktitle =    "GECCO '07: Proceedings of the 9th annual conference on
                 Genetic and evolutionary computation",
  year =         "2007",
  editor =       "Dirk Thierens and Hans-Georg Beyer and 
                 Josh Bongard and Jurgen Branke and John Andrew Clark and 
                 Dave Cliff and Clare Bates Congdon and Kalyanmoy Deb and 
                 Benjamin Doerr and Tim Kovacs and Sanjeev Kumar and 
                 Julian F. Miller and Jason Moore and Frank Neumann and 
                 Martin Pelikan and Riccardo Poli and Kumara Sastry and 
                 Kenneth Owen Stanley and Thomas Stutzle and 
                 Richard A Watson and Ingo Wegener",
  volume =       "2",
  isbn13 =       "978-1-59593-697-4",
  pages =        "1694--1701",
  address =      "London",
  URL =          "http://www.cs.bham.ac.uk/~wbl/biblio/gecco2007/docs/p1694.pdf",
  DOI =          "doi:10.1145/1276958.1277291",
  publisher =    "ACM Press",
  publisher_address = "New York, NY, USA",
  month =        "7-11 " # jul,
  organisation = "ACM SIGEVO (formerly ISGEC)",
  keywords =     "genetic algorithms, genetic programming, feature
                 construction, feature selection, genetic algorithms,
                 human factors, human readability, knowledge discovery,
                 parsimony, post-processing",
  abstract =     "The use of machine learning techniques to
                 automatically analyse data for information is becoming
                 increasingly widespread. In this paper we examine the
                 use of Genetic Programming and a Genetic Algorithm to
                 pre-process data before it is classified by an external
                 classifier. Genetic Programming is combined with a
                 Genetic Algorithm to construct and select new features
                 from those available in the data, a potentially
                 significant process for data mining since it gives
                 consideration to hidden relationships between features.
                 We then examine techniques to improve the human
                 readability of these new features and extract more
                 information about the domain.",
  notes =        "GECCO-2007 A joint meeting of the sixteenth
                 international conference on genetic algorithms
                 (ICGA-2007) and the twelfth annual genetic programming
                 conference (GP-2007).

                 ACM Order Number 910071",
}

Genetic Programming entries for Matthew G Smith Larry Bull

Citations