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1、PageiGeneticProgrammingPageiiComplexAdaptiveSystemsJohnH.Holland,ChristopherLangton,andStewartW.Wilson,advisorsAdaptationinNaturalandArtificialSystems:AnIntroductoryAnalysiswithApplicationstoBiology,Control,andArtificialIntelligence,MITPresseditionJohnH.HollandT
2、owardaPracticeofAutonomousSystems:ProceedingsoftheFirstEuropeanConferenceonArtificialLifeeditedbyFranciscoJ.VarelaandPaulBourgineGeneticProgramming:OntheProgrammingofComputersbyMeansofNaturalSelectionJohnR.KozaPageiiiGeneticProgrammingOntheProgrammingofComputers
3、byMeansofNaturalSelectionJohnR.KozaABradfordBookTheMITPressCambridge,MassachusettsLondon,EnglandPageivSixthprinting,1998©1992MassachusettsInstituteofTechnologyAllrightsreserved.Nopartofthisbookmaybereproducedinanyformbyanyelectronicormechanicalmeans(includingpho
4、tocopying,recording,orinformationstorageorretrieval)withoutpermissioninwritingfromthepublisher.Setfromdisksprovidedbytheauthor.PrintedandboundintheUnitedStatesofAmerica.Theprograms,procedures,andapplicationspresentedinthisbookhavebeenincludedfortheirinstructiona
5、lvalue.ThepublisherandtheauthorofferNOWARRANTYOFFITNESSORMERCHANTABILITYFORANYPARTICULARPURPOSEandacceptnoliabilitywithrespecttotheseprograms,procedures,andapplications.Pac-Man®—©1980NamcoLtd.Allrightsreserved.LibraryofCongressCataloging-in-PublicationDataKoza,J
6、ohnR.Geneticprogramming:ontheprogrammingofcomputersbymeansofnaturalselection/JohnR.Koza.p.cm.—(Complexadaptivesystems)"ABradfordbook."Includesbibliographicalreferencesandindex.ISBN0-262-11170-51.Electronicdigitalcomputers—Programming.I.Title.II.Series.QA76.6.K69
7、51992006.3—dc2092-25785CIPPagevtomymotherandfatherPageviiContentsPrefaceixAcknowledgmentsxiii11IntroductionandOverview29PervasivenessoftheProblemofProgramInduction317IntroductiontoGeneticAlgorithms463TheRepresentationProblemforGeneticAlgorithms573OverviewofGenet
8、icProgramming679DetailedDescriptionofGeneticProgramming7121FourIntroductoryExamplesofGeneticProgramming8191AmountofProcessingRequiredtoSolveaProblem9205Nonrandomnesso