Discovering Subgroups by Means of Genetic Programming
Created by W.Langdon from
gp-bibliography.bib Revision:1.8081
- @InProceedings{luna:2013:EuroGP,
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author = "Jose M. Luna and Jose R. Romero and
Cristobal Romero and Sebastian Ventura",
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title = "Discovering Subgroups by Means of Genetic
Programming",
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booktitle = "Proceedings of the 16th European Conference on Genetic
Programming, EuroGP 2013",
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year = "2013",
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month = "3-5 " # apr,
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editor = "Krzysztof Krawiec and Alberto Moraglio and Ting Hu and
A. Sima Uyar and Bin Hu",
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series = "LNCS",
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volume = "7831",
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publisher = "Springer Verlag",
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address = "Vienna, Austria",
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pages = "121--132",
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organisation = "EvoStar",
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keywords = "genetic algorithms, genetic programming, grammar
guided genetic programming, Data mining, subgroup
discovery",
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isbn13 = "978-3-642-37206-3",
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DOI = "doi:10.1007/978-3-642-37207-0_11",
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abstract = "This paper deals with the problem of discovering
subgroups in data by means of a grammar guided genetic
programming algorithm, each subgroup including a set of
related patterns. The proposed algorithm combines the
requirements of discovering comprehensible rules with
the ability of mining expressive and flexible solutions
thanks to the use of a context-free grammar. A major
characteristic of this algorithm is the small number of
parameters required, so the mining process is easy for
end-users.
The algorithm proposed is compared with existing
subgroup discovery evolutionary algorithms. The
experimental results reveal the excellent behaviour of
this algorithm, discovering comprehensible subgroups
and behaving better than the other algorithms. The
conclusions obtained were reinforced through a series
of non-parametric tests.",
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notes = "Part of \cite{Krawiec:2013:GP} EuroGP'2013 held in
conjunction with EvoCOP2013, EvoBIO2013, EvoMusArt2013
and EvoApplications2013",
- }
Genetic Programming entries for
Jose Maria Luna
Jose Raul Romero Salguero
Cristobal Romero Morales
Sebastian Ventura
Citations