Compilable Phenotypes: Speeding-Up the Evaluation of Glucose Models in Grammatical Evolution
Created by W.Langdon from
gp-bibliography.bib Revision:1.8028
- @InProceedings{conf/evoW/ColmenarHLGRCSV16,
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author = "J. Manuel Colmenar and Jose Ignacio Hidalgo and
Juan Lanchares and Oscar Garnica and
Jose L. Risco-Martin and Ivan Contreras and Almudena Sanchez and
J. Manuel Velasco",
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title = "Compilable Phenotypes: Speeding-Up the Evaluation of
Glucose Models in Grammatical Evolution",
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booktitle = "19th European Conference on Applications of
Evolutionary Computation, EvoApplications 2016",
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year = "2016",
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editor = "Giovanni Squillero and Paolo Burelli",
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volume = "9598",
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series = "Lecture Notes in Computer Science",
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pages = "118--133",
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address = "Porto, Portugal",
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month = mar # " 30 -- " # apr # " 1",
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organisation = "EvoStar",
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publisher = "Springer",
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keywords = "genetic algorithms, genetic programming, Grammatical
evolution, Model identification, Diabetes mellitus,
EvoPAR",
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bibdate = "2016-03-29",
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bibsource = "DBLP,
http://dblp.uni-trier.de/db/conf/evoW/evoappl2016-2.html#ColmenarHLGRCSV16",
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isbn13 = "978-3-319-31153-1",
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DOI = "doi:10.1007/978-3-319-31153-1_9",
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abstract = "This paper presents a method for accelerating the
evaluation of individuals in Grammatical Evolution. The
method is applied for identification and modelling
problems, where, in order to obtain the fitness value
of one individual, we need to compute a mathematical
expression for different time events. We propose to
evaluate all necessary values of each individual using
only one mathematical Java code. For this purpose we
take profit of the flexibility of grammars, which
allows us to generate Java compilable expressions. We
test the methodology with a real problem: modeling
glucose level on diabetic patients. Experiments
confirms that our approach (compilable phenotypes) can
get up to 300x reductions in execution time.",
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notes = "EvoApplications2016 (Part II) held inconjunction with
EuroGP'2016, EvoCOP2016 and EvoMUSART 2016",
- }
Genetic Programming entries for
J Manuel Colmenar
Jose Ignacio Hidalgo Perez
J Lanchares
Oscar Garnica
Jose L Risco-Martin
Ivan Contreras
Almudena Sanchez
Jose Manuel Velasco Cabo
Citations