Automatic Creation of Taxonomies of Genetic Programming Systems
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- @InProceedings{Graff:2009:eurogp,
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author = "Mario Graff and Riccardo Poli",
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title = "Automatic Creation of Taxonomies of Genetic
Programming Systems",
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booktitle = "Proceedings of the 12th European Conference on Genetic
Programming, EuroGP 2009",
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year = "2009",
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editor = "Leonardo Vanneschi and Steven Gustafson and
Alberto Moraglio and Ivanoe {De Falco} and Marc Ebner",
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volume = "5481",
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series = "LNCS",
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pages = "145--158",
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address = "Tuebingen",
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month = apr # " 15-17",
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organisation = "EvoStar",
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publisher = "Springer",
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keywords = "genetic algorithms, genetic programming",
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isbn13 = "978-3-642-01180-1",
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DOI = "doi:10.1007/978-3-642-01181-8_13",
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size = "14 pages",
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abstract = "A few attempts to create taxonomies in evolutionary
computation have been made. These either group
algorithms or group problems on the basis of their
similarities. Similarity is typically evaluated by
manually analysing algorithms/problems to identify key
characteristics that are then used as a basis to form
the groups of a taxonomy. This task is not only very
tedious but it is also rather subjective. As a
consequence the resulting taxonomies lack universality
and are sometimes even questionable. In this paper we
present a new and powerful approach to the construction
of taxonomies and we apply it to Genetic Programming
(GP). Only one manually constructed taxonomy of
problems has been proposed in GP before, while no GP
algorithm taxonomy has ever been suggested. Our
approach is entirely automated and objective. We apply
it to the problem of grouping GP systems with their
associated parameter settings. We do this on the basis
of performance signatures which represent the behaviour
of each system across a class of problems. These
signatures are obtained thorough a process which
involves the instantiation of models of GP's
performance.We test the method on a large class of
Boolean induction problems.",
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notes = "Part of \cite{conf/eurogp/2009} EuroGP'2009 held in
conjunction with EvoCOP2009, EvoBIO2009 and
EvoWorkshops2009",
- }
Genetic Programming entries for
Mario Graff Guerrero
Riccardo Poli
Citations