Tag-based modularity in tree-based genetic programming
Created by W.Langdon from
gp-bibliography.bib Revision:1.8098
- @InProceedings{Spector:2012:GECCO,
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author = "Lee Spector and Kyle Harrington and Thomas Helmuth",
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title = "Tag-based modularity in tree-based genetic
programming",
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booktitle = "GECCO '12: Proceedings of the fourteenth international
conference on Genetic and evolutionary computation
conference",
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year = "2012",
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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",
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isbn13 = "978-1-4503-1177-9",
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pages = "815--822",
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keywords = "genetic algorithms, genetic programming",
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month = "7-11 " # jul,
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organisation = "SIGEVO",
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address = "Philadelphia, Pennsylvania, USA",
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DOI = "doi:10.1145/2330163.2330276",
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publisher = "ACM",
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publisher_address = "New York, NY, USA",
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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.",
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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