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1、NeuralNetworksandIntellect:UsingModel-BasedConceptsLeonidI.PerlovskyOXFORDUNIVERSITYPRESSNEURALNETWORKSANDINTELLECTThispageintentionallyleftblankNEURALNETWORKSANDINTELLECTUsingModel-BasedConceptsLeonidI.PerlovskyNewYork•OxfordOXFORDUNIVERSITYPRESS2001OxfordUniversityPressO
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4、d,inanyformorbyanymeans,electronic,mechanical,photocopying,recording,orotherwise,withoutthepriorpermissionofOxfordUniversityPress.LibraryofCongressCataloging-in-PublicationDataPerlovsky,LeonidI.Neuralnetworksandintellect:usingmodel-basedconcepts/LeonidI.Perlovsky.p.cm.Incl
5、udesbibliographicalreferencesandindex.ISBN0-19-511162-11.Neuralnetworks(computerscience)2.Mathematicalmodels.I.Title.QA76.87.P4352000006.3'2—dc2100-026297Printing(lastdigit):987654321PrintedintheUnitedStatesofAmericaonacid-freepaperCONDENSEDTABLEOFCONTENTSPREFACExixPARTONE
6、:OVERVIEW:2300YEARSOFPHILOSOPHY,100YEARSOFMATHEMATICALLOGIC,AND50YEARSOFCOMPUTATIONALINTELLIGENCE1Introduction:ConceptsofIntelligence32MathematicalConceptsofMind513MathematicalversusMetaphysicalConceptsofMind125PARTTWO:MODELINGFIELDTHEORY:NEWMATHEMATICALTHEORYOFINTELLIGENC
7、EWITHENGINEERINGAPPLICATIONS4ModelingFieldTheory1535MLANS:MaximumLikelihoodAdaptiveNeuralSystemforGroupingandRecognition2066EinsteinianNeuralNetwork2637Prediction,Tracking,andDynamicModels2898QuantumModelingFieldTheory(QMFT)3219FundamentalLimitationsonLearning32910Intellig
8、entSystemOrganization:MFT,GeneticAlgorithms,andKant356PARTTHREE:FUTURISTICDIRECTIONS:FUNS