On the Locality of Standard Search Operators in Grammatical Evolution
Created by W.Langdon from
gp-bibliography.bib Revision:1.8194
- @InProceedings{Thorhauer:2014:PPSN,
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author = "Ann Thorhauer and Franz Rothlauf",
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title = "On the Locality of Standard Search Operators in
Grammatical Evolution",
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booktitle = "13th International Conference on Parallel Problem
Solving from Nature",
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year = "2014",
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editor = "Thomas Bartz-Beielstein and Juergen Branke and
Bogdan Filipic and Jim Smith",
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publisher = "Springer",
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isbn13 = "978-3-319-10761-5",
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pages = "465--475",
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series = "Lecture Notes in Computer Science",
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address = "Ljubljana, Slovenia",
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month = "13-17 " # sep,
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volume = "8672",
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keywords = "genetic algorithms, genetic programming, grammatical
evolution",
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DOI = "doi:10.1007/978-3-319-10762-2_46",
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abstract = "Offspring should be similar to their parents and
inherit their relevant properties. This general design
principle of search operators in evolutionary
algorithms is either known as locality or geometry of
search operators, respectively. It takes a geometric
perspective on search operators and suggests that the
distance between an offspring and its parents should be
less than or equal to the distance between both
parents. This paper examines the locality of standard
search operators used in grammatical evolution (GE) and
genetic programming (GP) for binary tree problems. Both
standard GE and GP search operators suffer from low
locality since a substantial number of search steps
result in an offspring whose distance to one of its
parents is greater than the distance between both of
its parents. Furthermore, the locality of standard GE
search operators is higher than that of standard GP
search operators, which allows more focused search in
GE.",
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notes = "PPSN-XIII",
- }
Genetic Programming entries for
Ann Thorhauer
Franz Rothlauf
Citations