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1、EvolvingConnectionistSystemsNikolaKasabovEvolvingConnectionistSystemsTheKnowledgeEngineeringApproachSecondeditionProfessorNikolaKasabov,PhD,FRSNZDirectorandChiefScientistKnowledgeEngineeringandDiscoveryResearchInstituteAucklandUniversityofTechnologyAuckland,NewZealandBritishLibraryCataloguinginPu
2、blicationDataAcataloguerecordforthisbookisavailablefromtheBritishLibraryLibraryofCongressControlNumber:2006940182ISBN978-1-84628-345-1e-ISBN978-1-84628-347-5Printedonacid-freepaper©Springer-VerlagLondonLimited2007Apartfromanyfairdealingforthepurposesofresearchorprivatestudy,orcriticismorreview,as
3、permittedundertheCopyright,DesignsandPatentsAct1988,thispublicationmayonlybyreproduced,storedortransmitted,inanyformorbyanymeans,withthepriorpermissioninwritingofthepublishers,orinthecaseofreprographicreproductioninaccordancewiththetermsoflicencesissuedbytheCopyrightLicensingAgency.Enquiriesconce
4、rningreproductionoutsidethosetermsshouldbesenttothepublishers.Theuseofregisterednames,trademarks,etc.inthispublicationdoesnotimply,evenintheabsenceofaspecificstatement,thatsuchnamesareexemptfromtherelevantlawsandregulationsandthereforefreeforgeneraluse.Thepublishermakesnorepresentation,expressori
5、mplied,withregardtotheaccuracyoftheinfor-mationcontainedinthisbookandcannotacceptandlegalresponsibilityorliabilityforanyerrorsoromissionsthatmaybemade.987654321SpringerScience+BusinessMediaspringer.comTomydaughtersAssiaandKapka,foralltheirlove,understanding,andsupportthroughoutmyacademiccareer.Fo
6、rewordIThissecondeditionprovidesfullyintegrated,up-to-datesupportforknowledge-basedcomputinginabroadrangeofapplicationsbystudentsandprofessionals.PartIretainswell-organizedintroductorychaptersonmodelingdynamicsinevolvingconnectionistsystemsadaptedthroughsupervised,unsupervised,andreinforcementlea
7、rning;itincludeschaptersonspikingneuralnetworks,neuro-fuzzyinferencesystems,andevolutionarycomputation.PartIIdevelopspromisingnewandexpandedapplicationsingeneregulation,DNA-proteininteractions,adaptivespeechrecognition