Grammatical Bias and Building Blocks in Meta-Grammar Grammatical Evolution
Created by W.Langdon from
gp-bibliography.bib Revision:1.8120
- @InProceedings{Hemberg:2008:cec,
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author = "Erik Hemberg and Michael O'Neill and
Anthony Brabazon",
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title = "Grammatical Bias and Building Blocks in Meta-Grammar
Grammatical Evolution",
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booktitle = "2008 IEEE World Congress on Computational
Intelligence",
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year = "2008",
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editor = "Jun Wang",
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pages = "3775--3782",
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address = "Hong Kong",
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month = "1-6 " # jun,
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organization = "IEEE Computational Intelligence Society",
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publisher = "IEEE Press",
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isbn13 = "978-1-4244-1823-7",
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file = "EC0802.pdf",
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DOI = "doi:10.1109/CEC.2008.4631309",
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abstract = "This paper describes and tests the utility of a meta
Grammar approach to Grammatical Evolution (GE). Rather
than employing a fixed grammar as is the case with
canonical GE, under a meta Grammar approach the grammar
that is used to specify the construction of a
syntactically correct solution is itself allowed to
evolve. The ability to evolve a grammar in the context
of GE means that useful bias towards specific
structures and solutions can be evolved and directly
incorporated into the grammar during a run. This
approach facilitates the evolution of modularity and
reuse both on structural and symbol levels and
consequently could enhance both the scalability of GE
and its adaptive potential in dynamic environments. In
this paper an analysis of the extent that building
block structures created in the grammars are used in
the solution is undertaken. It is demonstrated that
building block structures are incorporated into the
evolving grammars and solutions at a rate higher than
would be expected by random search. Furthermore, the
results indicate that grammar design can be an
important factor in performance.",
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keywords = "genetic algorithms, genetic programming, grammatical
evolution",
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notes = "WCCI 2008 - A joint meeting of the IEEE, the INNS, the
EPS and the IET.",
- }
Genetic Programming entries for
Erik Hemberg
Michael O'Neill
Anthony Brabazon
Citations