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(cid:2) SystemsEngineeringNeuralNetworks (cid:2) (cid:2) (cid:2) (cid:2) (cid:2) (cid:2) (cid:2) (cid:2) Systems Engineering Neural Networks Alessandro Migliaccio Giovanni Iannone (cid:2) (cid:2) (cid:2) (cid:2) Thiseditionfirstpublished2023 ©2023JohnWiley&Sons,Inc. Allrightsreserved.Nopartofthispublicationmaybereproduced,storedinaretrievalsystem, ortransmitted,inanyformorbyanymeans,electronic,mechanical,photocopying,recordingor otherwise,exceptaspermittedbylaw.Adviceonhowtoobtainpermissiontoreusematerial fromthistitleisavailableathttp://www.wiley.com/go/permissions. TherightofAlessandroMigliaccioandGiovanniIannonetobeidentifiedastheauthorsofthis workhasbeenassertedinaccordancewithlaw. RegisteredOffice JohnWiley&Sons,Inc.,111RiverStreet,Hoboken,NJ07030,USA Fordetailsofourglobaleditorialoffices,customerservices,andmoreinformationaboutWiley productsvisitusatwww.wiley.com. Wileyalsopublishesitsbooksinavarietyofelectronicformatsandbyprint-on-demand.Some contentthatappearsinstandardprintversionsofthisbookmaynotbeavailableinother formats. Trademarks:WileyandtheWileylogoaretrademarksorregisteredtrademarksofJohnWiley& Sons,Inc.and/oritsaffiliatesintheUnitedStatesandothercountriesandmaynotbeused withoutwrittenpermission.Allothertrademarksarethepropertyoftheirrespectiveowners. JohnWiley&Sons,Inc.isnotassociatedwithanyproductorvendormentionedinthisbook. LimitofLiability/DisclaimerofWarranty (cid:2) Inviewofongoingresearch,equipmentmodifications,changesingovernmentalregulations, (cid:2) andtheconstantflowofinformationrelatingtotheuseofexperimentalreagents,equipment, anddevices,thereaderisurgedtoreviewandevaluatetheinformationprovidedinthepackage insertorinstructionsforeachchemical,pieceofequipment,reagent,ordevicefor,amongother things,anychangesintheinstructionsorindicationofusageandforaddedwarningsand precautions.Whilethepublisherandauthorshaveusedtheirbesteffortsinpreparingthiswork, theymakenorepresentationsorwarrantieswithrespecttotheaccuracyorcompletenessofthe contentsofthisworkandspecificallydisclaimallwarranties,includingwithoutlimitationany impliedwarrantiesofmerchantabilityorfitnessforaparticularpurpose.Nowarrantymaybe createdorextendedbysalesrepresentatives,writtensalesmaterialsorpromotionalstatements forthiswork.Thefactthatanorganization,website,orproductisreferredtointhisworkasa citationand/orpotentialsourceoffurtherinformationdoesnotmeanthatthepublisherand authorsendorsetheinformationorservicestheorganization,website,orproductmayprovide orrecommendationsitmaymake.Thisworkissoldwiththeunderstandingthatthepublisheris notengagedinrenderingprofessionalservices.Theadviceandstrategiescontainedhereinmay notbesuitableforyoursituation.Youshouldconsultwithaspecialistwhereappropriate. Further,readersshouldbeawarethatwebsiteslistedinthisworkmayhavechangedor disappearedbetweenwhenthisworkwaswrittenandwhenitisread.Neitherthepublishernor authorsshallbeliableforanylossofprofitoranyothercommercialdamages,includingbutnot limitedtospecial,incidental,consequential,orotherdamages. LibraryofCongressCataloging-in-PublicationDataAppliedfor: ISBN-9781119901990(hardback) CoverDesign:Wiley CoverImage:©Peera_stockfoto/Shutterstock Setin9.5/12.5ptSTIXTwoTextbyStraive,Chennai,India (cid:2) (cid:2) …lookattheworldthroughyourowneyesandalwaysbeself-aware. (cid:2) (cid:2) (cid:2) (cid:2) (cid:2) (cid:2) (cid:2) (cid:2) vii Contents AbouttheAuthors xi Acknowledgements xiii HowtoReadthisBook xv PartI SettingtheScene 1 1 ABriefIntroduction 3 (cid:2) (cid:2) 1.1 TheSystemsEngineeringApproachtoArtificialIntelligence(AI) 9 1.2 ChapterSummary 14 Questions 15 2 DeﬁningaNeuralNetwork 17 2.1 BiologicalNetworks 19 2.2 FromBiologytoMathematics 20 2.3 WeCameaFullCircle 21 2.4 TheModelofMcCulloch-Pitts 22 2.5 TheArtificialNeuronofRosenblatt 23 2.6 FinalRemarks 28 2.7 ChapterSummary 30 Questions 30 Sources 31 3 EngineeringNeuralNetworks 33 3.1 ABriefRecaponSystemsEngineering 35 3.2 TheKeystone:SE4AIandAI4SE 35 3.3 EngineeringComplexity 36 3.4 TheSportSystem 40 3.5 EngineeringaSportsClub 44 (cid:2) (cid:2) viii Contents 3.6 Optimization 45 3.7 AnExampleofDecisionMaking 49 3.8 FuturismandForesight 52 3.9 QualitativetoQuantitative 53 3.10 FuzzyThinking 56 3.11 ItIsallintheTools 64 3.12 ChapterSummary 66 Questions 67 Sources 68 PartII NeuralNetworksinAction 69 4 SystemsThinkingforSoftwareDevelopment 71 4.1 ProgrammingLanguages 74 4.2 OneMoreThing:SoftwareEngineering 83 4.3 ChapterSummary 89 Questions 90 Source 90 (cid:2) (cid:2) 5 PracticeMakesPerfect 91 5.1 Example1:CosineFunction 92 5.2 Example2:CorrosiononaMetalStructure 98 5.3 Example3:DefiningRolesofAthletes 109 5.4 Example4:Athlete’sPerformance 114 5.5 Example5:TeamPerformance 120 5.5.1 AHuman-Defined-System 120 5.5.2 HumanFactors 121 5.5.3 TheSportsTeamasSystemofInterest 122 5.5.4 ImpactofHumanErroronSportsTeamPerformance 123 5.5.4.1 Dataset 123 5.5.4.2 ProblemStatement 123 5.5.4.3 FeatureEngineeringandExtraction 124 5.5.4.4 CreationofComputedColumns 124 5.5.4.5 ExplorativeDataAnalysis(EDA) 125 5.5.4.6 Extension-SamplingMethodforanImbalancedDataset 127 5.5.4.7 BuildingaNeuralNetworkModel 128 5.5.4.8 TrainingOutcomeandModelEvaluation 129 5.5.4.9 EvaluateUsingTestData 130 5.6 Example6:TrendPrediction 132 5.7 Example7:SymplexandGameTheory 139 (cid:2)

Systems Engineering Neural Networks PDF

243 Pages·2023·9.225 MB·English

by Alessandro Migliaccio, Giovanni Iannone

#Computers #Cybernetics: Artificial Intelligence

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by Alessandro Migliaccio, Giovanni Iannone| 2023| 243 pages| 9.225| English

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Author:	Alessandro Migliaccio, Giovanni Iannone
Publication Year:	2023
ISBN:	9781119901990
Pages:	243
Language:	English
File Size:	9.225
Format:	PDF
Price:	FREE

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