A Survey of Modularity in Genetic Programming
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- @InProceedings{Gerules:2016:CEC,
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author = "George Gerules and Cezary Janikow",
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title = "A Survey of Modularity in Genetic Programming",
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booktitle = "Proceedings of 2016 IEEE Congress on Evolutionary
Computation (CEC 2016)",
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year = "2016",
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editor = "Yew-Soon Ong",
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pages = "5034--5043",
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address = "Vancouver",
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month = "24-29 " # jul,
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publisher = "IEEE Press",
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keywords = "genetic algorithms, genetic programming",
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isbn13 = "978-1-5090-0623-6",
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URL = "http://www.cs.umsl.edu/~janikow/publications/2016/PID4170473.pdf",
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DOI = "doi:10.1109/CEC.2016.7748328",
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size = "10 pages",
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abstract = "Here, in this paper, we survey work on modularity in
Genetic Programming GP. The motivation for modularity
was driven by research efforts, as we shall see, to
make GP programs smaller and more efficient. In the
literature, modularity has commonly used Koza's term,
Automatically Defined Functions ADF. But, we shall see,
that the modularity concept has undergone many name and
design changes. From the early ideas of Koza and
Price's Defined Building Blocks DBB to Binard and
Felty's work with System F and GP Briggs and O'Neill's
work with Combinators in GP. Our goal in this paper is
to survey the literature on this evolution. This will
include Automatically Defined Functions ADFs,
Automatically Defined Macros ADM, Adaptive
Representation Through Learning ARL, Module Acquisition
MA, Hierarchically Defined Local Modules HGP, Higher
Order Functions using lambda calculus LC and
Combinators. We also include critiques by researchers
on the viability these various efforts.",
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notes = "WCCI2016",
- }
Genetic Programming entries for
George Gerules
Cezary Z Janikow
Citations