Compilable Phenotypes: Speeding-Up the Evaluation of Glucose Models in Grammatical Evolution

Created by W.Langdon from gp-bibliography.bib Revision:1.8129

@InProceedings{conf/evoW/ColmenarHLGRCSV16,

• 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",
• title = "Compilable Phenotypes: Speeding-Up the Evaluation of Glucose Models in Grammatical Evolution",
• booktitle = "19th European Conference on Applications of Evolutionary Computation, EvoApplications 2016",
• year = "2016",
• editor = "Giovanni Squillero and Paolo Burelli",
• volume = "9598",
• series = "Lecture Notes in Computer Science",
• pages = "118--133",
• address = "Porto, Portugal",
• month = mar # " 30 -- " # apr # " 1",
• organisation = "EvoStar",
• publisher = "Springer",
• keywords = "genetic algorithms, genetic programming, Grammatical evolution, Model identification, Diabetes mellitus, EvoPAR",
• bibdate = "2016-03-29",
• bibsource = "DBLP, http://dblp.uni-trier.de/db/conf/evoW/evoappl2016-2.html#ColmenarHLGRCSV16",
• isbn13 = "978-3-319-31153-1",
• DOI = "doi:10.1007/978-3-319-31153-1_9",
• 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.",
• 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

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