A Genetic Representation for Dynamic System Qualitative Models on Genetic Programming: A Gene Expression Programming Approach
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- @InProceedings{conf/micai/PaniaguaFC07,
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author = "Ramiro Serrato Paniagua and
Juan J. {Flores Romero} and Carlos A. {Coello Coello}",
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title = "A Genetic Representation for Dynamic System
Qualitative Models on Genetic Programming: {A} Gene
Expression Programming Approach",
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booktitle = "6th Mexican International Conference on Artificial
Intelligence, MICAI 2007",
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year = "2007",
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editor = "Alexander Gelbukh and Angel Fernando Kuri Morales",
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volume = "4827",
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series = "Lecture Notes in Computer Science",
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pages = "30--40",
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address = "Aguascalientes, Mexico",
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month = nov # " 4-10,",
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publisher = "Springer",
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keywords = "genetic algorithms, genetic programming, gene
expression programming, Genetic Representation,
Qualitative Reasoning, QSIM, System Identification,
Evolutionary Computation",
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isbn13 = "978-3-540-76630-8",
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URL = "http://delta.cs.cinvestav.mx/~ccoello/conferences/ramiro-micai2007.pdf.gz",
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DOI = "doi:10.1007/978-3-540-76631-5_4",
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abstract = "In this work we design a genetic representation and
its genetic operators to encode individuals for
evolving Dynamic System Models in a Qualitative
Differential Equation form, for System Identification.
The representation proposed, can be implemented in
almost every programming language without the need of
complex data structures, this representation gives us
the possibility to encode an individual whose phenotype
is a Qualitative Differential Equation in QSIM
representation. The Evolutionary Computation paradigm
we propose for evolving structures like those found in
the QSIM representation, is a variation of Genetic
Programming called Gene Expression Programming. Our
proposal represents an important variation in the
multi-gene chromosome structure of Gene Expression
Programming at the level of the gene codification
structure. This gives us an efficient way of evolving
QSIM Qualitative Differential Equations and the basis
of an Evolutionary Computation approach to Qualitative
System Identification.",
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bibdate = "2007-10-25",
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bibsource = "DBLP,
http://dblp.uni-trier.de/db/conf/micai/micai2007.html#PaniaguaFC07",
- }
Genetic Programming entries for
Ramiro Serrato Paniagua
Juan J Flores
Carlos Artemio Coello Coello
Citations