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Stochastic Calculus and Applications

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Probability and Its Applications

Stochastic Calculus and Applications

Second Edition

ProbabilityandItsApplications

SeriesEditors

Moreinformationaboutthisseriesat http://www.springer.com/series/4893

SamuelN.Cohen •

StochasticCalculus andApplications

SecondEdition

SamuelN.Cohen MathematicalInstitute

UniversityofOxford

Oxford,UK

RobertJ.Elliott SchoolofMathematics UniversityofAdelaide Adelaide,Australia

HaskayneSchoolofBusiness UniversityofCalgary Calgary,Canada

ISSN2297-0371ISSN2297-0398(electronic) ProbabilityandItsApplications

ISBN978-1-4939-2866-8ISBN978-1-4939-2867-5(eBook) DOI10.1007/978-1-4939-2867-5

LibraryofCongressControlNumber:2015060429

MathematicsSubjectClassification(2010):60-01,49-01,93E11,93E20

SpringerNewYorkHeidelbergDordrechtLondon © SpringerScience+BusinessMediaNewYork1982,2015

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ToJuliandAnn

Ireturned,andsawvndertheSunne,Thattheraceisnottothe swift,northebattelltothestrong,neitheryetbreadtothewise,nor yetrichestomenofvnderstanding,noryetfauourtomenofskil;but timeandchancehappenethtothemall.

—Ecclesiastes9:11(AV,1611)

TheQueueofFortune fromJohnLydgate’s TheSiegeofTroy,mid-fifteenthcentury. CopyrightofTheUniversityofManchester.

PrefacetotheSecondEdition(2015)

Thetheoryofprobabilityandstochasticcalculushasgrownsignificantlysince thepublicationofthefirsteditionofthisbook.Thetheoryofstochasticintegrationandsemimartingales,arelativelyrecentdevelopmentatthetime ofthefirstedition,isnowastandardandsignificantpartoftheworking mathematician’stoolkit.ConceptssuchasBackwardSDEs,whichwereunheardofin1982(apartfromonepaperofBismut),arenowunderstoodtobe fundamentaltothetheoryofstochasticcontrolandmathematicalfinance.

Applicationsofstochasticprocessesariseparticularlyinfinanceandengineering.Thisbookpresentsarigorousmathematicalframeworkforthese problemsinacomprehensiveandinclusiveway.Thegeneraltheoryofprocesseswasdevelopedinthe1970sbyPaul-Andr´eMeyerandClaudeDellacherie,butforsomeyearsitwaslittleknownorappreciatedinthe‘anglo saxon’world(“saufquelesingenieursanglais”,asMeyerreferredtotheremarkablegroupatBerkeleyledbyGeneWongandPravinVaraiya.).Thefirst editionwasanattempttofillthisgapintheEnglishliterature.

Todescribethisvolumeasasecondeditionisanunderstatement.The originalvolumewas300pages;thishasover650.Consequently,thebook containsalargeamountofadditionalmaterial,includingmuchnewmaterial.

Thegrowthinthedisciplineoverthepast30yearshastheconsequence thatitisevenlesspossiblenowtoattempttogiveacomprehensiveviewof thesubject.Ouraiminpreparingthissecondeditionisneverthelesstogivea broadoverviewofthetheory,withenoughrigourtoprovideafirmfoundation forfurtherdevelopments.Wedonotpretendthatthisisthemostintroductory texttostochasticcalculus,aswewishtoprovidethereaderwiththefullpower ofthegeneraltheoryofstochasticprocesses,ratherthanrestrictingattention abinitio tothecaseofBrownianmotionorMarkovprocesses.

Adifficultconsequenceofthisperspectiveisthatit,therefore,takessome timebeforewereachthe‘action’ofstochasticintegrationtheory.However, whenwegetthere,wefindthatwealreadyhaveallthedesiredtoolsatour disposal.

Inwritingsuchabook,onenaturallycompareswithandisinformedby otherworksonthetopic,anditisdifficulttoknowhowtocitesuchworks. Thesehaveincluded,innoparticularorder,thebooksofRevuzandYor[155], Protter[152],JacodandShiryaev[110],Jacod[107],DellacherieandMeyer [54],Dellacherie[53],KaratzasandShreve[117],Øksendal[142],Rogersand Williams[159],Williams[183],He,WangandYan[94],Touzi[177],Ethier andKurtz[77],IkedaandWatanabe[98],StroockandVaradhan[174],Pham [149],F¨ollmerandSchied[81]andtheblogofGeorgeLowther[127].

Numerouspeopledeservethanksfortheirsupport,inputandcomments onthistext.Inparticular,SteveClark,whosenotesevolvedintoanearly versionofChapter 1.ThanksalsotoVictorFedyashov,MichaelMonoyios, Gon¸caloSim˜oes,HendrickBrackmann,GechunLiang,DmitryKramkovand LukaszSzpruch,andtogroupsinbothOxfordandCalgary,whoreadvarious sectionsofthetextandmadeusefulcomments,andparticularlytoJohannes Ruf,whoreadthroughthefirsthalfofthetextinanearlyversion.Alsothanks areduetothreeanonymousreviewers,whoseattentionhasresultedinamuch improvedtext.Finally,thankstoVivianSpakforherassistanceinpreparing aLATEXversionofthefirsteditionfromwhichtowork.

Wenowreviewthecontentofthisedition,emphasizingthenewmaterial. Eventhoughthereissignificantcontentincommon,thenamesandcontent ofchaptersdiffersignificantlyfromthefirstedition.

Chapter 1 isnewandpresentsarigoroustreatmentofmeasuretheory. Chapter 2 discussesProbabilitiesandExpectation,Chapter 3 Filtrations, StoppingTimesandStochasticProcessesandChapter 4 Martingalesindiscretetime.Thesechaptershaveallbeen largelyrewritten.Thepresentation inChapter 5,MartingalesinContinuousTime,islargelynew,particularlythe sectiongivingexamplesofmartingales.Chapters 6 to 10 containmuchnew materialandaremostlyrewritten.TheydiscussTheClassificationofStoppingTimes,TheProgressive,OptionalandPredictable σ -Algebras,Processes ofFiniteVariationandtheDoob–MeyerDecompositionandTheStructureof SquareIntegrableMartingales.Chapter 11 onQuadraticVariationandSemimartingalesismostlyrewrittenandtheBurkholder–Davis–Gundyinequality isincluded.StochasticintegralsareconstructedinChapter 12 and ´ Emery’s SemimartingaleTopologyintroduced.

ThetreatmentofrandommeasuresinChapter 13 isclearerandChapter 14 ontheItˆoDifferentialRulegivesacleanertreatment.Chapter 15 discusses TheExponentialFormulaandGirsanov’sTheorem.ThereisanextensivepresentationoftheNovikovandKazamakiCriteria.ThetreatmentofLipschitz StochasticDifferentialEquationsinChapter 16 isnewandtheirMarkovpropertiespresentedina rewrittenChapter 16.Weaksolutionsofstochasticdiffer-

entialequationsarepresentedinacompletelynewChapter 18.Asmentioned above,Backwardstochasticdifferentialequationswerelargelyunknowninthe 1980sbutnowplayacentralroleinfinancia lmodellingandcontrol.Theyare discussedinanewChapter 19.

ApplicationsaretreatedinChapters 20, 21 and 22.ThesinglejumpprocessisdiscussedinarewrittenChapter 20.Chapter 21 islargelynewand usesbackwardstochasticdifferentialequationstodiscussthecontrolofdiffusionsandjumpprocesses.Chapter 22 discussesfiltering.TheAppendicesare newandincludetopicssuchasOuterMeasureandCarath´eodory’sExtension TheoremandKolmogorov’sExtensionTheorems.

Oxford,UKSamuelCohen

Adelaide,AustraliaRobertElliott Calgary,Canada

April2015

PrefacetotheFirstEdition(1982)

Theobjectofthisbookistotakeareader,whohasbeenexposedtoonly theusualcoursesinprobability,measuretheoryandstochasticprocesses, throughthemodernFrenchgeneraltheoryofrandomprocesses,tothepoint whereitisbeingappliedbysystemstheoristsandelectronicengineers.It issurprisingandunfortunatethat,althoughthisgeneraltheoryisfoundso usefulbytheoreticalengineers,itisnot(withafewsignificantexceptions) widelytaughtorappreciatedintheEnglish-speakingworld.Suchnatural andbasicconceptsasthestochasticintegralwithrespecttosemimartingales, thegeneraldifferentiationruleandthedualpredictableprojectionshouldbe familiartoalargeraudience,sothatstillmoreapplicationsandresultsmight befound.

Thisbookis,therefore,atafirst-yeargraduatelevel.Thefirstpartis,of course,largelydrawnfromtheoriginalworksoftheFrenchschool,particularlythoseofDellacherie,JacodandMeyer,butthedevelopmentishopefully almostself-contained.Mostproofsarecarefullygiveninfull(anexception, forexample,beingtheproofofthesectiontheorem).However,theaimisto reachtheresultsofthestochasticcalculusinasdirectamanneraspossible, soembellishmentsandextensionsofthetheoryarenotusuallygiven.Also theoriginalapproachanddefinitionsoftheFrenchauthorsarefollowedwhen theseappearmoreintuitivethantheevenmoreabstract(althoughbeautiful)recenttreatmentsin,forexample,thesecondeditionsofDellacherieand Meyer’s Probabilit´esetPotentiel.(Soapredictablestoppingtimeisastoppingtimewhichisannouncedbyasequenceofearlierstoppingtimes,rather thanastoppingtime T forwhich[[T, ∞[[belongstothe σ -fieldgeneratedby processesadaptedtothefiltration {Ft }.)InitstreatmentofstrongMarkov solutionsofstochasticdifferentialequationsandGirsanov’stheorem,thisbook combinestheapproachesofKallianpur,LiptserandShiryayev,andNeveu.

Theuseofmartingalemethodsinstochasticcontrolwasfirstdeveloped byBenes,Davis,Duncan,HaussmannandVaraiya, interalia.Thechapters ofthisbook,dealingwiththestochasticcontrolofcontinuousandjumpprocesses,arebasedontheformulationofthisapproachduetoDavisandthe author.Thechapteronfilteringusesthecanonicaldecomp ositionofaspecial semimartingaleandanideaofWongtoobtainthegeneralnonlinearfilteringequationandZakai’sequationfortheunnormalizeddistribution.This techniqueappearstobenew.Thebookismoreelementarythanthoseof DellacherieandMeyer,andunlikethetreatmentsofKallianpurandLiptser andShiryayev,itpresentsthegeneraltheoryofprocessesandstochasticcalculusinfull,includingdiscontinuousprocesses.Themartingaleapproachto optimalcontrolhasnotyetbeendescribedinanytext.Suchaself-contained treatmentofstochasticcalculusanditsapplicationsdoesnot,sofar,exist, andhopefullythisbookfillsagapintheliterature.

Acknowledgements

ThisbookhasgrownoutofgraduatecoursesIgaveattheUniversityof AlbertaandtheUniversityofKentuckyduringtheacademicyear1977/78. IwishtothankProfessorGhuryeandProfessorA.Al-HussainioftheUniversityofAlbertaandProfessorR.RishelandProfessorR.WetsoftheUniversityofKentuckyforarrangingmyvisitsand,inaddition,theaudiencesofmy lecturesformathematicalstimulationandencouragement.Dr.E.Koppand Dr.W.KendalloftheUniversityofHullhavereadsectionsofthemanuscript andsuggestedmanyimprovements.IamparticularlyindebtedtoDr.M.H.A. DavisofImperialCollege,London,forinvaluablediscussionsandadviceover theyears.GillTurpinoftheDepartmentofPureMathematicsoftheUniversityofHullproducedabeautifultypedversion(whichI,nevertheless,chopped andchanged).Finally,Iwishtothankmyfamilyfortheirconstantsupport.

Hull,UKR.J.Elliott

1.2SetFunctionsandMeasures

1.3TheLebesgueIntegral

1.5Linear,Banach,Hilbertand

1.6TheRadon–NikodymTheorem

2.2ConditionalExpectation

2.3ConditioningwithRespecttoaSub-

2.4PropertiesofConditionalExpectations

2.5UniformIntegrability

2.6RegularConditionalProbability

PartIIStochasticProcesses

3Filtrations,StoppingTimesandStochasticProcesses

3.1FiltrationsandStoppingTimes

3.2StochasticProcesses

3.3LocalizationofProcesses

3.4Exercises

4MartingalesinDiscreteTime

4.1DefinitionsandBasicProperties

4.2OptionalStopping

4.3UpcrossingandDowncrossingInequalities

5MartingalesinContinuousTime

5.1DefinitionsandBasicProperties

5.2ConvergenceResults

5.3OptionalStopping

5.4DecompositionofSupermartingales

5.5ExamplesofMartingales

6TheClassificationofStoppingTimes

6.1EventsBeforeaStoppingTime

6.2Predictable,AccessibleandTotallyInaccessibleStopping

6.3CharacterizationofPredictableStoppingTimes

6.4Quasi-LeftContinuity

6.5Exercises

7TheProgressive,OptionalandPredictable

7.1Progressive,OptionalandPredictable

7.2OptionalandPredictableProcesses

7.3TheDebutandSectionsofaSet

7.4AFunction-SpaceMonotoneClassTheorem

7.5ThinSets

7.6OptionalandPredictableProjections

7.7Exercises

PartIIIStochasticIntegration

8ProcessesofFiniteVariation

8.1IntegrationwithRespecttoProcessesin

8.2TheProjection Πx andDualProjection Π

8.3LocallyFiniteVariationProcesses

8.4Exercises

9TheDoob–MeyerDecomposition

9.1DecompositionsofPotentials

9.2DecompositionsofSupermartingales

9.3LocalTimeofBrownianMotion

10TheStructureofSquareIntegrableMartingales

10.2TheSpaceofPure-JumpMartingales

11QuadraticVariationandSemimartingales

12TheStochasticIntegral

13RandomMeasures ........................................293

13.1TheSingleJumpProcess

13.4CharacteristicsofSemimartingales

13.5Example:L´evyProcesses ................................325 13.6TheMartingaleRepresentationTheorem

PartIVStochasticDifferentialEquations

14Itˆo’sDifferentialRule .....................................337 14.1IntegrationbyParts

14.3TheTanaka–Meyer–ItˆoRule

14.5TheMartingaleRepresentationTheorem

15TheExponentialFormulaandGirsanov’sTheorem

15.1StochasticExponentials

15.2ChangesofMeasure

15.3StochasticExponentialsasMeasureChanges

15.4TheNovikovandKazamakiCriteria

15.5ExtensionsofNovikov’sandKazamaki’sCriteria

16LipschitzStochasticDifferentialEquations

17MarkovPropertiesofSDEs

18WeakSolutionsofSDEs

19BackwardStochasticDifferentialEquations

19.1LipschitzBSDEs .......................................469

19.2LinearBSDEs ..........................................476

19.3ComparisonTheorem ...................................479

19.4MarkovianBSDEs ......................................484

19.5ConnectionstoSemilinearPIDEs

19.6Exercises

PartVApplications

20ControlofaSingleJump .................................497

20.1DescribingMeasureChanges

20.2TheControlProblem

20.3ThreeOptimalityPrinciples

20.4Exercises ..............................................516

21OptimalControlofDriftsandJumpRates

21.1ContinuousTimeControl ................................518

21.2TheMartingalePrinciple ................................520

21.3BSDEsandtheMinimumPrinciple

21.4MarkovianCase

21.5ThePredictedMissProblem

21.6Exercises

22Filtering ..................................................535

22.1TheInnovationsApproach ...............................537

22.2TheReferenceProbabilityMethod

22.3TheWonhamFilterforMarkovChains

22.4Exercises ..............................................566

Appendix

A.1OuterMeasureandCarath´eodory’sExtensionTheorem

A.2Kolmogorov’sExtensionTheorem ........................575

A.3RegularConditionalProbability

A.4ContinuityResults ......................................580

A.5AProgressiveButNotOptionalSet

A.6ResultsonSemimartingales ..............................584

A.7Novikov’sCriterionwithJumps ..........................595

A.8BMOSpaces ...........................................603

A.9Non-LipschitzBSDEs ...................................618

A.10Filippov’sImplicitFunctionLemma

Introduction

Thisbookaimstotakeareader,withabasisinclassicalrealanalysis,through thetheoryofstochasticprocesses,thestochasticcalculus,applicationsincontrolandfiltering.Theaimistopresenta largelyself-containedtheory,setting outthefoundationsbeforeproceedingtobuilduponthem.Thebroadstructureofthisbookisasfollows.

Part I ofthisbookdealswiththebasicsofmeasuretheoryandprobability.InChapter 1,wegiveaquicksummaryofthekeypertinentresultsfrom classicalmeasuretheoryandrealanalysis,coveringmeasuresandsignedmeasures,Lebesgueintegration,spacesoffunctions,themonotoneclasstheorem andtheRadon–Nikodymtheorem.InChapter 2 weapplythistheorytomodellingprobability,definingexpectationsandconditionalexpectations(with respectto σ -algebras),andconnectionswiththetheoryofuniformintegrability.Appendix A.1 sitswithPart I aswell,givingCarath´eodory’sextension theorem,whichallowsustoconstructmeasuresonvariousspaces.

Part II addressesstochasticprocesses,thatis,familiesofrandomvariables indexedbytime.Chapter 3 explorestheconceptofafiltration,whichisa formalwayofmodellingtheinformationavailableatdifferenttimes.Italso presentsthefundamentalideaofstoppingtimes,theirbasicpropertiesandthe σ -algebra FT ,where T isastoppingtime.Chapter 4 introduces‘martingales’, whichareakeyclassofstochasticprocesseswiththepropertythattheir expectedvalueinthefutureisthecurrentvalue.Theirbasicpropertiesin discretetime,includingDoob’soptionalstoppingtheorem,inequalitiesfor themaximumvalueattainedandproofsofconvergencearederived.Chapter 5 extendstheseresultstocontinuoustime,andalsogivesconstructionsfortwo ofthebasicmartingaleswhichareoftenencountered–Brownianmotionand compensatedPoissonprocesses.

Chapter 6 delvesmoredeeplyintothebehaviourofstoppingtimes,definingpredictable,accessibleandtotallyinaccessibletimes,andcharacterizing generalstoppingtimesinterms ofthese.Italsoexploresthe σ -algebra FT ,

whichdescribestheinformationavailablepriortoastoppingtime T .Chapter 7 usestheseclassificationstogiveafinecharacterizationofdifferentprocesses, intermsoftheprogressive,optionalandpredictable σ -algebrasontheproduct spaceofoutcomesandtime.Thesetechnicalresultsgiveageneralstructure inwhichtoperformstochasticintegrationincontinuoustime.

Appendices A.2, A.3, A.4 and A.5 supplementthematerialinPart II.

Appendix A.2 provestheKolmogorovextensiontheorem,whichisusedin oneofthepresentedconstructionsofBrownianmotion.Appendix A.4 gives theKolmogorov–ˇ Centsovtheorem,whichisusedtoestablishwhenaprocess is(H¨older)continuous.Appendix A.5 considersthesetofzerosofaBrownian motion,andgivesanexampleofasetwhichisprogressive,butnotoptional.

Part III buildsthetheoryofthestochasticintegral.Chapter 8 begins withthesimplecasewhereourprocessesareoffinitevariation,andsothe theoryofintegrationfollowstheclassicalStieltjesconstruction.Italsoexplores theprojectionofafinitevariationprocessontothepredictableandoptional processes,whichprovidesuswiththenotionofa‘compensator’ofaprocess. Chapter 9 presentstheDoob–Meyerdecomposition,whichallowsustobreak manyprocessesintothesumofafinitevariationprocessandamartingale.

Chapter 10 definesananalogueofthe Lp spacesformartingales(the Hp spaces),andexplorestheirproperties.Itparticularlyfocussesonthespace ofpurejumpmartingalesin H2 .Chapter 11 definesthe‘quadraticvariation’ processesassociatedwithamartingale,andexploreshowthesecanbeusedto simplifyouranalysis.Italsoprovessomefundamentalinequalitiesregarding thequadraticvariations,andintroducesthegeneralclassofsemimartingales, asthesumofafinitevariationprocessandalocalmartingale.

Chapter 12,finally,givesthegeneralformofthestochasticintegral, throughItˆo’sisometry.Italsointroduces ´ Emery’stopologyonthespace ofsemimartingales,whichcanbeseenastheoperatortopologywhensemimartingalesareconsideredasintegrators.Chapter 13 givesanextensionofthe theoryofstochasticintegration,withthetheoryofrandommeasures.Itbeginswithapresentationofthesimplecaseoftherandommeasureassociated withasinglejump,andthenproceedstothegeneralcase.Asanapplication, webrieflyintroduceL´evyprocesses,andgiveadirectproofofthemartingale representationtheoremwithrespectto arandommeasure(withdeterministic orfiniteactivitycompensator).

Appendix A.6 complementsthematerialofPart III,provingtwomainresults.Thefirstshowsthattheintegrandsallowedinthestochasticintegralare exhaustive,givensomenaturalrestrictionsonthebehaviouroftheintegral. ThesecondistheBichteler–Dellacherie–Mokobodzkitheorem,whichshows thattheintegratorsallowedinthestochasticintegral(thesemimartingales) areexhaustive,givensomeweakcontinuityassumptionsontheintegral.

Appendix A.8 alsoextendsthematerialofPart III,discussingtheclassof boundedmeanoscillation(BMO)semimartingales,andtheirbasicproperties.

Part IV movesfromthebasicstochasticintegraltoconsiderstochastic differentialequations(SDEs).Itbegins,inChapter 14,withthefamousItˆ o

differentialrule,anditsextensiontotheTanaka–Meyer–Itˆorule.InthischapterwealsopresentL´evy’scharacterizationofBrownianmotion,andaconstructionoftheStratonovichintegral.InChapter 15,weconsideraparticularlysimpleSDE,whichissatisfiedbythestochastic,orDol´eans-Dade,exponential.Theconnectionsofthiswithchangesofmeasurearealsodiscussedvia Girsanov’stheorem,alongwiththeNovikovandKazamakicriteriaforuniformintegrabilityinthecontinuouscase.Appendix A.7 givestwoversions, duetoL´epingleandM´emin,oftheNovikovconditioninthepresenceofjumps.

Chapter 16 provesthatSDEsarewellposedinageneralsetting,with Lipschitzcontinuouscoefficients.Thisisdonebyintroducingthespaces S p and Hp S (thesemimartingaleanalogueofthe Hp space).Variousotherbasic properties,includingstabilityandapproximationschemes,andaclosedform forgenerallinearequationsarepresented.Chapter 17 restrictsourattention toSDEsdrivenbyaBrownianmotionandaPoissonrandommeasure,and considerstheirbasicpropertiesasMarkovprocesses.Thekeyresultisthe generalFeynman–Kactheorem,whichconnectssolutionsofSDEswithsolutionsofcertainpartialintegro-differentialequations.Chapter 18 pushesthis connectionfurtherandoutlineshowmeasurechangetechniquesandsolutions ofmartingaleproblemscanbeusedtoconstructsolutionstoSDEsinanonLipschitzcontinuoussetting.

Chapter 19 exploresthetheoryofBackwardSDEs,whichappearinvarious settingsincontrolproblems.Itgivesageneralapproachtotheseequations, inasettingwithasequenceofBrownianmotionsandaPoissonrandom measure.Thecomparisontheoremisproven,inthepresenceofjumps,and connectionstosemilinearPIDEsarealsodiscussed.Appendix A.9 extends theseresultstoallowBSDEswithcoefficientswhicharenotuniformlyLipschitztobeconsidered.WegiveapresentationofTevzadze’sconstructionfor quadratic-growthBSDEs(withjumps),andalsoanextensionofHamad`ene andLepeltier’sapproachtoBSDEswithstochasticLipschitzcoefficients.

Part V considersapplicationsofthistheorytoproblemsincontroland filtering.Chapter 20 presentsthesimplecasewhereacontrollerdetermines theratesassociatedwithasinglejumpprocess.Chapter 21 givesthegeneral settingofacontrollerwhocandeterminethedriftandjumpratesofan SDE,byfirstconsideringtheconnectionbetweenBSDEsandthemartingale optimalityprinciple.Appendix A.10 supplementsthesechapters,providing theproofofBeneˇs’extensionofFilippov’simplicitfunctiontheorem,which allowsustoselectmeasurablecontrolsinageneralway.

Chapter 22 concludesbyconsideringaclassicalfilteringproblem,wherea Markovprocess X isobservedonlythroughthedriftofcontinuousprocess Y . ThefilteringequationandZakaiequationarederived,asistheKalmanfilter asaspecialcase.Wealsooutlinethecasewhen X isafinite-stateMarkov chain,andsothefinite-dimensionalWonhamfilterappearsforthestateprocess.Thecalculationofvariousassociatedquantities,whichareimportantfor statisticalcalibration,isalsopresented.

MeasureandIntegral

Inthefirsttwochapters,weoutlinedefinitionsandresultsfrombasicreal analysisandmeasuretheory,andtheirapplicationtoprobability.Theseconceptsformthefoundationforallthatfollows.

Theresultspresentedhereareintendedasarevisionoftherelevanttheory, withsomeextensionsbeyondwhatistypicallycoveredinafirstcourseon measuretheory.Forthoroughtreatments,withmoreextensivediscussion, examples,andmotivation,werecommendthebooksbyCapi´nskiandKopp [29],Billingsley[16],andShiryaev[166]foratreatmentofmeasuretheoryas itpertainstoprobability,ortotheclassicworksbyRoydenandFitzpatrick [160]andRudin[163]forageneralapproach.

Remark1.0.1. Inthisbook,weadopttheconvention N = {1, 2,...},thatis, 0isnotconsideredanaturalnumber.Wewrite Z+ = N ∪{0} and ∅ forthe emptyset.

Wedenoteby R thesetofextendedrealnumbers,[−∞, ∞].Thishasa naturaltopology,whereintervalsoftheform[−∞, ∞],[−∞,a[, ]a, ∞]and ]a,b[,for a,b ∈ R,generatetheopensets(thatis,theopensetsarearbitrary unionsoftheseintervals).InkeepingwiththeFrenchstyleofnotation,we denoteby[a,b[theinterval {x : a ≤ x<b},andsimilarlyfor]a,b],]a,b[, etc...

1.1BooleanAlgebrasand σ -Algebras

Underlyingthemathematicaltheoryofprobabilityisthetheoryofsets.For muchofanalysisandprobability,akeystructureisgivenbycollectionsof sets,inparticular,bycollectionsofsubsetsofsomeset S

© SpringerScience+BusinessMediaNewYork2015

S.N.Cohen,R.J.Elliott, StochasticCalculusandApplications, ProbabilityandItsApplications,DOI10.1007/978-1-4939-2867-5 1

Thebasicaimofmeasuretheoryistoassigna‘size’toalargeclassof sets,extendingourintuitivenotionsofthesizeofafinitesetoraninterval. Theproblemisthatonecanfindsetsforwhichthenotionof‘size’ispoorly defined,soweneedtoproceedcarefully.

Definition1.1.1. Let S beaset.Acollectionofsubsets Σ of S iscalleda (Boolean)algebra of S (or field ofsubsetsof S )provided (i) ∅∈ Σ , (ii)if A ∈ Σ then Ac := S \ A ∈ Σ , (iii)if m ∈ N and An ∈ Σ for n =1, 2,...,m then m n=1 An ∈ Σ . If,furthermore,(iii)canbestrengthenedto (iii’)if An ∈ Σ for n =1, 2,...,then

=1 An ∈ Σ . then Σ iscalleda σ -algebra (or σ -field)on S .If Σ isa σ -algebraon S ,then thepair (S,Σ ) iscalleda measurablespace.

Remark1.1.2. Thedifferencebetweenanalgebraon S anda σ -algebraon S isthatanalgebraisassumedtobeclosedonlyunderfiniteunions(thatis, theunionofafinitenumberofelementsof Σ willalsobeanelementof Σ ), whereasa σ -algebraisassumedtobeclosedundercountableunions. Neitheranalgebranora σ -algebraisassumedtobeclosedunderuncountableunions.

Remark1.1.3. Clearly,(i)and(ii)implythat S ∈ Σ .Itiseasytoshowthat (ii)and(iii)imply:if An ∈ Σ for n =1, 2,... then ∞ n=1 An ∈ Σ .

Example1.1.4. Afewclassicexamplesofalgebrasand σ -algebras:

(i)Foranyset S ,thetrivial σ -algebra Σ = {∅,S } andthepowerset2S (that is,thesetofallsubsetsof S )areboth σ -algebrason S (ii)If A ⊆ S ,then Σ = {∅,A,Ac ,S } isa σ -algebraon S . (iii)Let I consistofallsetsoftheform {]a,b]: −∞≤ a ≤ b< ∞} or {]a, ∞[: −∞≤ a< ∞} andsuppose ΣI isthecollectionofallfinite (disjoint)unionsofsetsin I.Then ΣI isanalgebraofsubsetsof R (but nota σ -algebra).

Remark1.1.5. Inmanycircumstances,theset S mayonlybeimplicitlyconsidered,asourattentionwillbeonthealgebra Σ .Foranyalgebra Σ onaset S ,itistruethat S = A∈Σ A,sothisdoesnotleadtoconfusion.

Theorem1.1.6. Let G beacollectionofsubsetsofaset S .Thenthereexists asmallest σ -algebraon S whichcontains G .Thisisdenoted σ (G ) andiscalled the σ -algebrageneratedby G

Proof. Let {Σα }α∈A bethecollectionofall σ -algebrason S suchthat G⊂ Σα forevery α ∈A.Thisisnotempty,asitcontains2S .Set Σ = α∈A Σα .By Exercise 1.8.1, Σ isa σ -algebraandanyother σ -algebracontaining G also contains Σ .

1.1BooleanAlgebrasand σ -Algebras5

Itisoftenimportanttoseetheinteractionbetween σ -algebrasandthe topologyofaset.

Definition1.1.7. A topology onaset S isacollection T ofsubsetsof S satisfying (i) ∅∈T and S ∈T , (ii)if Oα ∈T ,forall α insome(possiblyuncountable)indexset A,then α∈A Oα ∈T , (iii)if m ∈ N and {On }m n=1 ⊂T ,then m n=1 On ∈T .

Thepair (S, T ) iscalleda topologicalspace andtheelementsof T arecalled theopensubsetsin (S, T ).

Example1.1.8. For S = R,theclassical‘open’sets,thatis,setsthatcanbe writtenasanarbitraryunionofopenintervals]a,b[,formatopologyof R

Definition1.1.9. Let S beatopologicalspacewithtopology T .The Borel σalgebra,denoted B (S ),isthe σ -algebrageneratedbytheopensetsin T ;that is, B (S ) isthesmallest σ -algebrathatcontains T .Theelementsof B (S ) are calledthe Borelsets of S

Weuse B (R) todenotetheBorel σ -algebrageneratedbythetopologyconsistingofallunionsofopenintervalsin R

Remark1.1.10. Wenotethat,followingthenotationofExample 1.1.4, σ (ΣI )= B (R).Itislefttothereadertofillinthedetails(Exercise 1.8.2).

Itisimportanttonotethatthereareusuallymanypossible σ -algebrason aset S .

Definition1.1.11. Let Σn beacollectionof σ -algebrasonaset S .Then wedefine n Σn := σ ( n Σn ),thatis, n Σn isthesmallest σ -algebrawith Σm ⊆ n Σn forall m.As n Σn issimplyacollectionofsubsetsof S , n Σn existsbyTheorem 1.1.6

1.1.1TheMonotoneClassTheorem

Wenowproveafundamentalresultknownasthe monotoneclasstheorem. Thistechnicalresultwillsimplifysomeproofsconsiderably,asitallowsus totakeanydesiredproperty,proveitholdsfora‘monotoneclass’andthen concludethatitholdsforany σ -algebrawithinthatclass.

Definition1.1.12. Afamilyofsets M issaidtobea monotoneclass if A ∈M whenever {An }n∈N isasequenceofsetsin M witheither

(i) An ⊆ An+1 and ∞ n=0 An = A,or (ii) An+1 ⊆ An and ∞ n=0 An = A.

Lemma1.1.13. Let K beafamilyofsets.Thenthereisasmallestmonotone classcontaining K.

Proof. Let M denotethecollectionofallmonotoneclassescontaining K.As M containsthepowersetof S = K,weknowthat K⊆ M,anditiseasy toverifythat M isamonotoneclass.Hence M isthesmallestmonotone classcontaining K

Theorem1.1.14(MonotoneClassTheorem). Let S beaset,and N analgebraofsubsetsof S (butnotnecessarilya σ -algebra).Suppose M is amonotoneclassofsubsetsof S whichcontains N .Then M containsthe σ -algebra σ (N ).Furthermore, σ (N ) isthesmallestmonotoneclasscontaining N

Proof. Let m(N )denotethesmallestmonotoneclasscontaining N .Itis enoughtocheckthat σ (N )= m(N ).As σ (N )isa σ -algebra,itisamonotone class,so m(N ) ⊆ σ (N ).

Foraset A,let

MA = B ∈ m(N ): A ∩ B,A ∪ B and A \ B ∈ m(N ) ⊆ m(N ).

Bydirectcalculation,wecanseethat MA isamonotoneclassforany A.As N isaBooleanalgebra, N⊆ MA forany A ∈N .As m(N )isthesmallest monotoneclasscontaining N ,itfollowsthat MA = m(N )forany A ∈N Therefore,weknowthatforany A ∈N andany B ∈ m(N ),thesets A ∩ B , A ∪ B and A \ B areallin m(N ).Thisimplies N⊆ MB ,andagainby minimalityof m(N )weknow m(N )= MB forall B ∈ m(N ).Itfollowsthat m(N )isaBooleanalgebra,andisclosedundercountableunions(asitisa monotoneclass),andishencea σ -algebra.Byminimalityof σ (N ),itfollows that σ (N ) ⊆ m(N ),asdesired.

Remark1.1.15. Atypicalapplicationofthisresultistoconsiderasimplealgebra Σ (forexample,theintervalsof R),andtodefine M tobethecollection ofsetsin σ (Σ )wheresomepropertyholds.Ifweshowthat (i)thealgebra Σ liesin M, (ii)limitsofmonotonesequencesin M liein M, thenthemonotoneclasstheoremallowsustoconcludethat M containsall of σ (Σ ).SeetheproofofTheorem 1.4.5 foranexampleofsuchanargument.

Acloselyrelatedresult,sometimesalsoreferredtoasthemonotoneclass theorem,isduetoDynkin.

Definition1.1.16. Acollection N ofsetsiscalleda λ-system(or d-system) on S if (i) S ∈N , (ii)Forany A,B ∈N with A ⊆ B , B \ A ∈N ,

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money long since due.’ This was in 1658, but in March of the following year they wrote bitterly to the Council that, while such large debts were contracted and they were struggling with difficulties, it made them ‘exceeding unhappy’ to see that even their assignments on the customs were not handed over to them in full.[1482] In May 1659, among other items, £330,000 was owing for seamen’s and £43,000 for dockyard wages, and the £735 a week paid by the Navy Treasurer to the Savoy and Ely House hospitals was six months over-due.[1483] In September the army commissioners were directed to hand over £60,000 for naval purposes, although the soldiers’ pay was months in arrear When the Commonwealth accounts close on 7th July 1660 the debt was £1,056,000.[1484] For this large sum every year from 1640 furnished its quota, thus detailed:—1640-9, £10,200; 1650, £71,000; 1651, £25,000;1652, £16,000; 1653, £11,000; 1654, £5000; 1655, £50,000; 1656, £229,000; 1657, £218,000; 1660, £421,000. That the earlier amounts were not merely book debts carried forward for want of claimants is shown by the existence of a petition, of April 1658, begging for the settlement of a bill for freight incurred between 1643 and 1651.[1485] These liabilities, belonging to only one branch of the public service, help to explain why many classes of society, not actively royalist, may have welcomed a restorationwhichpromisedasettlementof debtsand a morestable financialsystem.

When the St George’s cross was made the national flag in February 1648-9, it was also ordered that an escutcheon should be carried on the stern of each man-of-war, containing a red cross in one compartment and a harp in another In 1653 the three Generals at sea used, besides their standards, a pendant of red, white, or blue, at the main, and their vice- and rear-admirals their respective colours at the fore and mizen. From 18th May 1658 the standard of the General of the fleet was to bear the arms of England, Scotland, and Ireland, ‘with his Highnes’ escutcheon of pretence according to the great seal of England.’ The jack flag for admirals was to consist of the arms of England and Scotland united, ‘according to the ancient form,’ with the harp added, ‘accordingtoamodelnowshown.’[1486] All saluting, whether from ships or forts, was strictly forbidden in 1652, except in honour of ambassadors; but the salute to the flag from foreigners was firmly upheld under all circumstances. By the treaty of 5th April 1654, the Dutch formally acknowledged the English right to the salute in the ‘British seas.’ In 1657 Opdam, with thirty Dutch sail, passing Dover struck his flag and saluted the castle; shortly afterwards he met the Dragon and the Colchester, whose captains ordered him again to strike. He refused, saying that he was not expected to pay this mark of respect to every ship he met, whereupon they replied that if he did not they would engage him till they sank alongside. Then ‘he struck in a great rage,’ and kept his flag down till out of sight of the Englishmen. Man-of-war captains sometimes displayed the same feeling of pride in their position at the expense of English ships. In 1654 a Virginiaman was run down and sunk in the Channel by the Ruby In the subsequent inquiry the master of the merchantman held that the Ruby should have gone astern of his vessel, to which her captain retorted by asking, ‘How many men-of-war have you known go under a merchantman’sstern?’

The prices of naval stores varied greatly, according to the confidence felt in the treasury and conditions of peace or war; the following are the rates for someoftheprincipalarticles:—

IO 1650,£20a ton 1653,£26 ”

C

Noyals,1652,£15to£17a bale[1487]

Noyals,1654,£19, 7sabale

Vitery,1654,1s ayard

Vitery,1655,1s 4dan ell Ipswich, 1654,£1,12sa bolt Ipswich, 1655,£1,7s9d abolt

H

1653,£32a ton(English) 1655,£38, 10saton(Riga) 1657,£44a ton(Riga)

Flags andTheSalute. Prices.

1658,£46a ton(Riga)

1658,£33a ton(English) 1658,£38a ton(Russia)

A 1656,£34a ton

” £37 ”

P

1650,£3,16sabarrel

1652,£4 ”

1653,£4,10s ”

P

1653,£2,18saload

1655,£3,7s ”

1657,£3,5s ” (oak) 1659,£3,15s ” ”

SA

Snaphaunces, 1658,11s6deach

Matchlocks,1658,10s6deach

Carbines, 1658,11seach

Pistols,1658, 14sapair

BR 1655,£10, 10saton 1657,£10a ton(Mar.)

1657,£9,5s ” (Aug.)

CT 1656,£2,5saload

1658,£3 ”

C

1649,£30a ton

1656,£44 ” 1657,£48 ” 1658,£44 ”

S

1652,£11, 10sa ton 1653,£14a ton

T

1654,£1,15sabarrel

1655,£10, 12salast 1656,£12a last 1657,£12, 10salast 1658,£13a last

P

1654,£1,16sabarrel 1655,£15, 5salast

B

1654,£1,15satun 1659,£2,5s ”

S[1488] D 1656,12s6d each 1659,14s ”

OD 1657,£4,3sper 100of six score

W O 1659,£26, 15saton

ET 1658,£2,3sper cwt.

LV for blocks 1656,£6,15saton

Examples of that incongruity of expression usually associated with Puritan fervour are not frequent among the Navy papers, but they do occasionally occur On one occasion Lawson writes, ‘All that look towards Zion should hold Christian communion—we have all the guns aboard.’ Major Robert Sedgwick, starting for the West Indies, asks the Navy Commissioners, after official details, for ‘your prayers that we may be sent out with a blessing and be a blessing where we go.’ Major Sedgwick’s duties were to kill Spaniards, plunder their property, and annex their territory These men were too grimly earnest in the work they set their hands to do to trouble themselves about fine phrases. They lacked humour, and the court of Charles II was, we are taught, very witty; but when, in 1667, the roar of foreign guns was, for the only time in English history, heard in London, even that majority which always loves a royal jest must havebeguntoappreciatethedistinctionunderlyingStewartwit and Puritan dulness.

APPENDIX A

CHAPTER HOUSE BOOK V. XIII

Here ensuyth An Inventorie or boke of All such Stuff, tacle, apparell, Ordynaunce, Artillarie and habillamentes for the warre as Remayned in our soveraigne lord the kynges shippes the xxvij day of July the vjᵗʰ yere[1489] of his reign, By a vewe taken by Sir Henry Wyat, Sir Andrewe Wyndsore, knightes, George Dalyson, and Thomas Tamworth, commissioners in that behalf appoynted, Whuch Stuff, tacle, apparell, Ordynaunce, Artillaries, and habillamentes for the warre Was delyvered into the charge and kepyng of severall persons hereaftyr particlerly named to our seid soveraigne lord the kynges use by Indentures thereof made and also billes signed with the handes of the seid commissioners in the custodie of the seid persones remaynyng, That is to Sey

The kynges Shippe called the Henry Grace de Dewe:—Stuff, Tacle, and apparell of the seid shippe delyvered by the seid Commissioners into the charge of John Hopton by Indenture, that is to sey

ffyrst the foremast of the seid shippe j Shrowdes to the same xvj

Dedemens hyes[1490] to the same xvj

Tacles to the foremast iiij

Doble polles[1491] with Shyvers[1492] of Brasse iiij

Single polles with Shyvers of Brasse iij

Single polles with a colk[1493] of Brasse j

Swyfters to the foremast vj Doble polles with colkes of Brasse iij polles whuth Shyvers of wode iij polles with v colkes of Brasse and oone of wode vj

Garnettes to the foremast with iiij poles[1494] ij

Garnet with ij polles and shyvers of Brasse j

Garnet with a shever of Brasse and another of tymbre j

Trusses to the foremast ij

Drynges[1495] to the same j

Doble polles for the trusses with colkes of brasse ij

Single poles of tymbre ij

Drynges with a doble pole with a colk of brasse and oone single pole of wode j halyers to the foremast ij

Shyvers of Brasse to the brest[1496] of the forecastell iij

Ramehedes with ij shevers of Brasse j

Shetes to the foresayle ij

pollies with shevers of Brasse to the same ij lyftes to the foresayle ij

Doble polies with shyvers of Brasse to the same ij

Single polies with colkes of Brasse ij

Shetes to the toppe Sayle ij

Single polies with woden pynnes to the same ij

Tackes to the foresayle ij

Stodynges[1497] to the foreyerd ij pollies to the same with woden pynnes ij cranelynnes to the foremast j

Single poles with shyver of Brasse j

Bowelynnes to the foreyerd with the poleis and dedemanes hies and oone doble pole with a shever of brasse j

Stayes to the foreyerd with iiij dedemens heies ij

Sprete sayle yerdes ij halyers to the same ij

Single poleis with shyvers of Brasse to the same ij lyftes to the Sprete Sayle with iij single polies and woden pynnes j

Grapilles[1498] with the cheyne hangyng apon the bowspret with a pole havyng a colk of brasse j

knyghtes[1499] longyng to the lyftes of the foresayle with ij shevers of brasse ij

The fore topmast j

Shrowdes to the same xij

halyers with a doble polie and a colk of brasse ij single poleis with woden pynnes ij

Bowlynes to the foretop Sayle yerd with pawes[1500] and dedemens hyes to the same ij

Brasses[1501] for the foretop sayle yerd ij Single poles with pynnes of wode ij

lyftes to the foretopsayle yerd with iiij poleis with wooden pynnes ij

Shetes to the foretopsayle with ij woden poles ij

Steyes to the foretopmast j

Sayle yerdes to the foretop j

Toppe Galant apon the foretopmast j mastes to the same j

Shrowdes to the same viij

halyers with ij single poles with woden pynnes ij

Brasses to the same with ij single poleis and wodepynnes and dedemens hyes to the same ij

Bowlynes to the topgalant yerd the power and dedemens hies to the same ij lyftes to the foretopgalant yerd with iiij single polies with woden pynnes ij

Shetes with ij single poles with woden pynnes ij

Stayes to the foretopgalant mast j

Shevers of Brasse for the cattes in the forecastell iiij

Davettes[1502] with iiij shevers of Brasse ij

Smale davettes with oone shever of Brasse j

The mayne mast[1503] j

Shrowdes with cheynes of yron and dedemenes hies to the same xl

Bote tacles of sterebord syde with iiij doble poles and viii single poleis with xvj shyvers of Brasse[1504] iiij

Swifters on the same syde with vij doble poleis and vii single polees with colkes of Brasse and ij poles of tymbes[1505] pynnes viij

Garnettes with ij single poles with shivers of Brasse j

Garnettes with ij single polies with colkes of Brasse j

Garnettes with oone single pole with a shever of Brasse and an other pole with a colk of Brasse j

Stodynges with a single polie with a Shever of Brasse j

Bote tacles oon ladbord syde with iiij doble polies and viij single polies with xvj Shevers of Brasse iiij

Bretayn tacles[1506] with ij single polies and Shevers of Brasse to the same j

Swyfters with vij doble polies with colkes of Brasse and viij single poles with colkes of Brasse viij

Garnettes whereof oone with ij single polies and ij shevers of Brasse an other with ij single poleis with ij colkes of Brasse and an other with a shever of Brasse iij

Stodynges with a shever of Brasse j

tymber polies for the Shuts[1507] ij

The mayne yerde with the mayne parell j

Single poleis with a shever of Brasse to wynde up the mayne parell j

Trusses with iiij doble polleis and iiij single polies with xij shevers of Brasse iij

Drynges with ij doble polies and iiij shevers of Brasse ij

Single poleis of tymbre to the same ij

Tyes j payer

Whele Ropes[1508] j

Geers with vj single poleis whereof iiij with shevers of Brasse and ij of tymbre iij

knyghtes belonging to the same with iij Shevers of Brasse iij

Single poles for the topsayle iiij

Shutes with iiij shevers of Brasse ij

knyghtes with ij shevers of Brasse ij

The mayne yerd j

lyftes with ij doble poleis and ij single with vj

Shevers of Brasse to the same ij

Knyghtes with ij Shevers of Brasse ij

Shutes ij

Tackes ij

bowlynes with Brydelles and Dedemens hies ij

poleis to the mayne Bowlyne with ij Shevers of Brasse j

mayne Stayes with viij dedemens hies iiij

Brasses with ij single poles and colkes of Brasse ij

The mayne top j

The mayne top mast and a coler of yron j

Shrowdes to the same with dedemens hies xiiij

The mayne top Sayle yerd j

Tyes j

halyers with a doble and a single polie with ij shevers of Brasse j

Brases with iiij poles ij

lyftes with iiij polies and colkes of Brasse ij

Cranelynnes with a single pole and a colk of Brasse j

Steyes to the mayne top mast j

bowlynes with dedemens hies ij

The top Galant apon the mayne topmast j mastes for the same j

Rynges of yron for the same j

Shrowdes to the same with dedemens hies x

Sayle yerdes to the same j

Stayes to the same j

Bowlynes ij

Brases with ij poles to the same ij

Shutes ij

Grabulles with cheynes to the same ij

poleys apon the mayne yerd for the grabulles ij

Spare knyghtes standyng by the mast with ij shevers of Brasse ij

The mayne meson mast j

Shrowdes with xj doble poles and xj single poles, a doble and single polee with colkes of Brasse xij

Swyftyers with vj doble poles and vj single poles with colkes of Brasse vj

Tacles with ij doble poles of tymbre ij

Single poles oone of tymbre the other with a colk of Brasse ij

Steyes j

Shutes j

Single poles oon of tre[1509] the other with a colke of Brasse for the same Shutes ij

cranelynes with a single polie and a colk of Brasse j

Brases with ij single poles ij

Teyes[1510] ij

halyers ij

The Rame hede j

knyghtes with iij Shevers of Brasse j

The yerd to the meson Sayle j

lyftes with iij poles and dedemens hies j

Trusses with a double and a single polie with colkes of Brasse j

Toppe j

Topmast to the same j

Rynges of yron j

Shrowdes with dedemens hies x

The Sayle yerd j

Tyes j poles to the same ij

lyftes with iij poles and dedemens hies j

The top Galant of the mayne meson j

The mast to the same j

Shrowdes to the same vj

lyftes with iij poleis and dedemens hies j

The Sayle yerd j

Tyes to the same j halyers j

The boneaventure mast j

Shrowdes with x Doble poles and x syngle poleis x

Sayle yerdes j

Tyes j halyers with a doble pole ij knyghtes with iiij Shevers of Brasse j

Shutes with ij poleis to the same j

The boneaventure top j mastes to the same j

Sayle yerdes j

Shrowdes viij

Steyes j

In the storehouse of the Shipp viij single pendaunt polies with shevers of Brasse viij

Smale single garnet poleis with shevers of Brasse j

Doble lyft poleis with shevers of Brasse iiij

Doble poleanker[1511] poleis with shevers of Brasse iiii

Snach polleis with gret Shevers of Brasse iiij

Single poleis with Shevers of Wode xiiij

Doble poleis with Shevers of Wode ij

Doble poleis with a colk of Brasse j

Single poleis with a colk of Brasse j pottes called piche pottes j ketilles to melt in pyche j boyes for ankers x boy Ropes x

Shevers of Brasse without poleis iij leddern[1512] bokettes xij dossen love[1513] hokes iiij lynch[1514] hokes iij

Copper ketill not sett in furnes weying by estimacon ccc[1515] j xiij ynch compas j

xvij ynch compas ij

xv ynch compas ij

ix ynch compas j

viij ynch compas j vij

iiij ynch compas iiij

vj ynch compas iij

vj ynch di[1516] compas j

v ynch compas j

viij ynch compas j

iiij ynch compas j

iij ynch compas j

v ynch compas j

iiij ynch compas vij

iij ynch compas j

iij ynch di compas j xxij

Smale lyne ij peces

Bygger lyne for lanyers[1517] ij peces

Brayle Ropes with iij poles to the same j

Grete doble Blockes ether of them ij Shyvers of Brasse ij

Single blokes with ij Shevers of Brasse ij

long Ores for the Grete bote lx

Tarre ij barelles

Ores for the Cocke bote xxiij

Standart Staves[1518] lix

Stremers viij

lytle flagges c

Top Armours vii

Targettes xx dossen large fflagges lx

To the mayne Sayle Acorse[1519] and ij bonettes doble j mayne sayle mayne topsayles j

Topgalant Sayle j

The meson Sayle j

The boneaventure Sayle j

The foresayle Acorse and a bonet doble and bonet single an other corse and iij bonettes single in all ij foresayles

The fore topsayle j

The foretopgalant Sayle j

The Bowspret Seyle j

The mayne Sayle for the gret Bote, a corse and ij bonettes single j sayll

The foreseyle acorse and ij bonettes single j

Top Seyle j

The meson Seyle j

The boneaventure Sayle j

An old corse of a hulk Sayle j

Sterbord bowers ij ladbord bowers ij

Destrelles[1520] of Sterbord ij

Destrelles on ladbord ij

Shot[1521] ankers j

Caggers[1522] j

Spare ankers ix xix

Trene[1523] platters iiij dossen

Trene cuppes v dossen

Tankerdes iij dossen

lantrons[1524] vj grete lantrons j middellantrons ij

Copper ketilles in furnes iij lede in oone pece by estimacon [1525]

Grete belles in the seid Ship of Brasse j

The grete botes mayne mast j

Shrowdes to the same xiiij

polles to the same xxviij

Tacles oone with a doble pole and colkes of Brasse the other with a single pole and a Shever of tymbre ij

Single poles with a shever of Brasse j mayne yerdis and the parell j

Trusses with ij poleis and Shevers of tymbre j

Tyes j

halyers with a doble pole and Shever of Brasse j

Single poleis on of them with a Shever of brasse and other of tymbre ij

Shutes ij

Tackes ij

bowlynes with a pole and Shever of tymbre ij

lyftes with ij Single poleis ij

Topsayle Shotes with ij single poleis ij yerde Ropes ij

The meyne Stey with ij doble poleis j

The toppe j

The topmast j

Shrowdes to the same vj

Sayle yerdes j

Tyes j

parell to the sayle yerd j

Bowlynes ij

lyftes ij

Cranelynes j

Brases ij

The foremast j

Shrowdes to the same vj

The Sayle yerd j

The parell j

Teyes j

Syngle halyers with a polie to the same j

Shetes vj tackes j lyftes with ij poleys ij

Steyes j

bowlynes with a polie j

Single Trusses with a polie j

Bowspretes j mayne meson mast j

Shrowdes to the same vj

The Sayle yerd j the parell to the same j

The Tye j

Single halyers with a pole j

Trusses with ij poles j lyftes with iij poles j

Brases with ij poles ij

Steys with ij Smale poles j

The boneaventure mast j

Shrowdes to the same iiij

Tyes j

Single halyers with oone pole j

The sayle yerd j

The parell to the same j

Ankers for the said bote iij

Cablettes of v ynch compas ij

Cocke bote j mastes to the same j

Sayle yerdes j

Shevers of Brasse ij

Ores to the same xij

bote hokes j

The skyff otherwise called Jolywatt j mastes to the same j

Sayles j

Ores to the same vj

Shevers of Brasse j

Shevers of Brasse called a Wyndyng Shever for the j Rame hede j hawsers of v ynch compas j hawsers of vj ynch di compas di hawser[1526]

hawsers of v ynch compas iij

Cables of ix ynch compas j hawsers of vj ynch compas di hawser

Soundyng ledes vj

Ordynaunce Artillarie and habillamentes for warr delyvered to the charge and custodie of Thomas Spert, master, and William Bonython, purser of the seid shipp by Indenture as aforeseid, that is to sey

Serpentynes of yron with miches[1527] boltes and forelockes cxxij

Chambers to the same ccxliiij

Stone gonnes of yron Apon trotill wheles and all other Apparell iiij

Chambers to the same iiij

Serpentynes of Brasse apon wheles shod with yron iij

Serpentynes of Brasse apon wheles unshodd j

Grete peces of yron of oon makyng and bygnes xij

Chambers to the same xxiiij

Grete yron gonnes of oone sort that come owt of fflaunders with myches bolts and forelockes iiij Chambers to the same viij

Grete Spanysh peces of yron of oone sorte ij

Chambers to the same iiij

Stone gonnes apon Trotill wheles with miches boltes and forelockes to the same xviij Chambers to the same xxxiiij

Smale vice peces of Brasse apon shodd wheles of Symondes makyng j long vice peces of Brasse of the same makyng iij ffawcons of Brasse apon Trotill wheles vj a fayre pece of Brasse of Arragows makyng j A Slyng of yron Apon Trotill wheles j Chambers to the same with other apparell j grete Stone gonnes of yron ij chambers to the same iiij

Grete culverynes of Brasse apon unshodd wheles of Symondes makyng ij

Grete bumberdes of Brasse apon iiij trotill wheles of herberd[1528] makyng j

Grete curtalles of Brasse apon iiij wheles and of the same makyng[1529] j hakebusshes of yron hole clxxxxiij hakbusshes of yron broken vjj

Shott of yron of Dyverse Sortes clx shott

Stone Shott of Dyverse Sortes in the balist of the ship A grete nomber not told

In the Grete Bote of the seid ship Remaynyng fyrst

Serpentynes of yron with myches boltes and forelockes viij

Chambers to the same xxv

Serpentynes of Brasse apon shodd wheles j ffawcons of Brasse apon Shodd wheles ij

In the Storehouse of the shipp

Bowes of Ewe cxxiiij chestes for the same ij hole chestes of Arrowes iij

Billys cxliiij moryspykes lxxx

Backes and Brestes of Almyne Ryvettes of ether cc

Splentes[1530] clxxxxviii payer

Salettes[1531] cc

Standardes of mayle cc

chargyng ladylles for Gonnes with staves vj staves withowt ladelles viij

Spare miches for Gonnes xiiij

Spare boltes ij

Javelyns ix dossen

Dartes lvij dossen

hamers for Gonnes xiiij

Crowes of yron iiij

Stokepykes of yron xiiij

APPENDIX B

THE MUTINY OF THE GOLDEN LION

On the 19th April 1587, Drake with the Bonaventure, Lion, Dreadnought, Rainbow, and Spy, of the Queen’s, and some twenty armed merchantmen attacked Cadiz, with results disastrous to Spain. Borough was vice-admiral and in command of the Lion. The fleet left Cadiz harbour on 21st April, and on the 30th Borough addressed a long and vigorously worded letter to Drake[1532] protesting that the councils of war called were only nominal consultations where the admiral declared his will, or else merely entertained his visitors who departed ‘without any consultacyon or counsell holden.’ Drake’s answer was to supersede him. All we know further is that on 27th May the Lion’s company put their new captain, Marchant, on the Spy, and sailed away for England with Borough who afterwards declared that he was in daily fear of his life, and therefore had no great reason to try and stop their action. If Borough did not incite them to mutiny the men of the Lion must have been for some time full of discontent and ready to desert. The chase of the Bark of Lyme, which took them from under the guns of the rest of the fleet, gave them their opportunity. On 30th May, Drake constituted a court-martial on the Bonaventure, of himself and the other superior officers, at which most of the mutineers were condemned to death in their absence. The account of this inquiry gives a vivid picture of the modes of thought among the men, and their ideas of their rights and duties.

Although time has settled the historical perspective in which we view Drake and Borough, it must be said for the latter that, in 1587, the admiral was only to him, one of half-a-dozen great seamen with whom Borough, and doubtless his contemporaries, thought he could claim equality. He was an experienced commander and one of the four Principal Officers of the Navy; he was, here, second in

command to Drake, and it was contrary to all the traditions of the service that the admiral should undertake any enterprise without the advice and consent of his captains. In this matter Drake was one of the first expedition leaders to strike out a line of his own, and Borough, tenacious of custom and what he considered his rights, at once came into collision with him. It was long before Drake’s principle of accepting sole responsibility was generally followed. In a private note of farewell to Burghley in 1596, and perhaps with this incident in his mind, Howard, when leaving for the Cadiz voyage wrote,

‘I have no meaning to ronne any rash or unadvysed course nor to settell any thyng for Her Maiesties servyce upon my own jugment but to yeald to those that shall show best reson.’[1533]

After their return an inquiry was held at which the vice-admiral was charged with neglect of duty at Cadiz.[1534] No actual result followed, but Borough came off with the honours of war since he was not disgraced, and remained one of the chief Officers of the Navy. Burghley appears to have been on his side, and Borough wrote subsequently an effusive letter thanking him ardently for his support. [1535] From one passage in this letter in which he says that he had hoped that after the inquiry his innocence would be proclaimed, but that ‘I have suppressed my greefe in respect of the comandment and charge given me,’ it may be inferred that the finding was actually favourable to Borough but not made public, perhaps from a desire not to offend Drake. One other point is worth noticing: if the crew of the Lion voiced the general feeling among English seamen, Drake was certainly not loved by them.

ADD. MSS., 12,505, f., 241.[1536]

A generall courte holden for the service of her Maᵗⁱᵉ abourde the Elizabeth Bonaventure the xxxth day of Maye before Sir Ffrauncis Drake, knighte, generall of Her Maᵗⁱᵉˢ

fleete; Thomas Fennard, Vice-Admirall; Anthony Plotte, Leivetenant-generall; John Marchant, serjant-major, and the reste of the captaines and masters of the fleete as followeth,

The generall, att this courte, called in question and judiciallye demaunded of Captayne Merchaunt howe he colde discharge himselfe to answere the departure of Her Maᵗⁱᵉˢ shippe the Golden Lyon which he latelye gave him in charge?

Captayne Marchaunt protestinge, with all earnest affeccon, his innocencye alledged and declared,—That there was a great Mutynie growen amonge the Company of the Lyon the 27 of this month; as sone as we had given over the chase undertaken, understandinge that she was the Barke of Lyme, [1537] when I requyred the Master that we mighte lye close by the wynde to recover our generall, the Master answered, ‘Well, Captaine, we will.’ But presentely one of the quartermasters came and delivered me a lettere in the behalfe of the whole company as followeth:—

‘Captayne Marchaunt, Captayne of the Golden Lyon appoynted by Sir Ffrauncis Drake, generall of this fleete,— Wee, the Quenes, and yours at this tyme desyre that, as you are a man and beare the name of a captayne over us, so to weighe of us like men, and lett us not be spoyled for wante of foode, for our allowaunce is so smale we are not able to lyve any longer of it; for when as three or foure were wonte to take a charge in hande, nowe tenne at the leaste, by reason of our weake victuallinge and filthie drinck, is scarce able to discharge it, and yet growe rather weaker and weaker; which suerly if it be not loked into, will growe to greate dishonour on your parte, and to a lastinge shame on our sydes, by reason of the moste worthie and the moste honorable challendge of our generall at Caste Calleys[1538] in daringe the kinges deputie, or the kinge himselfe if he were in place, or the proudest champyon he had to come fourthe and chaunge a Bullett with him; but none durste once adventure to come

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