书目

Genetic Programming:On the Programming of Computers by Means of Natural Selection

内容简介

Geneticprogrammingmaybemorepowerfulthanneuralnetworksandothermachinelearningtechniques,abletosolveproblemsinawiderrangeofdisciplines.Inthisground-breakingbook,JohnKozashowshowthisremarkableparadigmworksandprovidessubstantialempiricalevidencethatsolutionstoagreatvarietyofproblemsfrommanydifferentfieldscanbefoundbygeneticallybreedingpopulationsofcomputerprograms.GeneticProgrammingcontainsagreatmanyworkedexamplesandincludesasamplecomputercodethatwillallowreaderstoruntheirownprograms.Ingettingcomputerstosolveproblemswithoutbeingexplicitlyprogrammed,Kozastressestwopoints:thatseeminglydifferentproblemsfromavarietyoffieldscanbereformulatedasproblemsofprograminduction,andthattherecentlydevelopedgeneticprogrammingparadigmprovidesawaytosearchthespaceofpossiblecomputerprogramsforahighlyfitindividualcomputerprogramtosolvetheproblemsofprograminduction.Goodprogramsarefoundbyevolvingtheminacomputeragainstafitnessmeasureinsteadofbysittingdownandwritingthem.JohnR.KozaisConsultingAssociateProfessorintheComputerScienceDepartmentatStanfordUniversity.

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