Alternative Bloat Control Methods
Created by W.Langdon from
gp-bibliography.bib Revision:1.8098
- @InProceedings{Panait:ABC:gecco2004,
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author = "Liviu Panait and Sean Luke",
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title = "Alternative Bloat Control Methods",
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booktitle = "Genetic and Evolutionary Computation -- GECCO-2004,
Part II",
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year = "2004",
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editor = "Kalyanmoy Deb and Riccardo Poli and
Wolfgang Banzhaf and Hans-Georg Beyer and Edmund Burke and
Paul Darwen and Dipankar Dasgupta and Dario Floreano and
James Foster and Mark Harman and Owen Holland and
Pier Luca Lanzi and Lee Spector and Andrea Tettamanzi and
Dirk Thierens and Andy Tyrrell",
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series = "Lecture Notes in Computer Science",
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pages = "630--641",
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address = "Seattle, WA, USA",
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publisher_address = "Heidelberg",
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month = "26-30 " # jun,
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organisation = "ISGEC",
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publisher = "Springer-Verlag",
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volume = "3103",
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ISBN = "3-540-22343-6",
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ISSN = "0302-9743",
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DOI = "doi:10.1007/b98645",
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URL = "http://cs.gmu.edu/~lpanait/papers/panait04alternative.pdf",
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size = "12",
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keywords = "genetic algorithms, genetic programming",
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abstract = "Bloat control is an important aspect of evolutionary
computation methods, such as genetic programming, which
must deal with genomes of arbitrary size.We introduce
three new methods for bloat control: Biased
Multi-Objective Parsimony Pressure (BMOPP), the Waiting
Room, and Death by Size. These methods are unusual
approaches to bloat control, and are not only useful in
various circumstances, but two of them suggest novel
approaches to attack the problem. BMOPP is a more
traditional parsimony-pressure style bloat control
method, while the other two methods do not consider
parsimony as part of the selection process at all, but
instead penalise for parsimony at other stages in the
evolutionary process. We find parameter settings for
BMOPP and the Waiting Room which are effective across
all tested problem domains. Death by Size does not
appear to have this consistency, but we find it a
useful tool as it has particular applicability to
steady-state evolution.",
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notes = "GECCO-2004 A joint meeting of the thirteenth
international conference on genetic algorithms
(ICGA-2004) and the ninth annual genetic programming
conference (GP-2004)",
- }
Genetic Programming entries for
Liviu Panait
Sean Luke
Citations