Tag-based modularity in tree-based genetic programming

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

@InProceedings{Spector:2012:GECCO,
  author =       "Lee Spector and Kyle Harrington and Thomas Helmuth",
  title =        "Tag-based modularity in tree-based genetic
                 programming",
  booktitle =    "GECCO '12: Proceedings of the fourteenth international
                 conference on Genetic and evolutionary computation
                 conference",
  year =         "2012",
  editor =       "Terry Soule and Anne Auger and Jason Moore and 
                 David Pelta and Christine Solnon and Mike Preuss and 
                 Alan Dorin and Yew-Soon Ong and Christian Blum and 
                 Dario Landa Silva and Frank Neumann and Tina Yu and 
                 Aniko Ekart and Will Browne and Tim Kovacs and 
                 Man-Leung Wong and Clara Pizzuti and Jon Rowe and Tobias Friedrich and 
                 Giovanni Squillero and Nicolas Bredeche and 
                 Stephen L. Smith and Alison Motsinger-Reif and Jose Lozano and 
                 Martin Pelikan and Silja Meyer-Nienberg and 
                 Christian Igel and Greg Hornby and Rene Doursat and 
                 Steve Gustafson and Gustavo Olague and Shin Yoo and 
                 John Clark and Gabriela Ochoa and Gisele Pappa and 
                 Fernando Lobo and Daniel Tauritz and Jurgen Branke and 
                 Kalyanmoy Deb",
  isbn13 =       "978-1-4503-1177-9",
  pages =        "815--822",
  keywords =     "genetic algorithms, genetic programming",
  month =        "7-11 " # jul,
  organisation = "SIGEVO",
  address =      "Philadelphia, Pennsylvania, USA",
  DOI =          "doi:10.1145/2330163.2330276",
  publisher =    "ACM",
  publisher_address = "New York, NY, USA",
  abstract =     "Several techniques have been developed for allowing
                 genetic programming systems to produce programs that
                 make use of subroutines, macros, and other modular
                 program structures. A recently proposed technique,
                 based on the tagging and tag-based retrieval of blocks
                 of code, has been shown to have novel and desirable
                 features, but this was demonstrated only within the
                 context of the PushGP genetic programming system.
                 Following a suggestion in the GECCO-2011 publication on
                 this technique we show here how tag-based modules can
                 be incorporated into a more standard tree-based genetic
                 programming system. We describe the technique in detail
                 along with some possible extensions, outline arguments
                 for its simplicity and potential power, and present
                 results obtained using the technique on problems for
                 which other modularization techniques have been shown
                 to be useful. The results are mixed; substantial
                 benefits are seen on the lawnmower problem but not on
                 the Boolean even-4-parity problem. We discuss the
                 observed results and directions for future research.",
  notes =        "Also known as \cite{2330276} GECCO-2012 A joint
                 meeting of the twenty first international conference on
                 genetic algorithms (ICGA-2012) and the seventeenth
                 annual genetic programming conference (GP-2012)",
}

Genetic Programming entries for Lee Spector Kyle Ira Harrington Thomas Helmuth

Citations