wishart processes

wishart processes

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时间:2018-02-12

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1、Chapter11WishartProcessesTheaimofthischapteristointroduceWishartprocessesastractablediffusions,whichcanbeusedtobettercapturedependencestructuresassociatedwithmultidi-mensionalstochasticmodels.Thefocusofthischapterisonthetractabilityaspect.Wepresentillustrativeexamples,whichsho

2、wthatwecanmovebeyondthedepen-dencestructurespossibleontheEuclideanstatespace.AsdiscussedinChap.9,weconsideramodeltobetractableifwehaveaccesstoitsafÞnetransform.Asdemon-stratedinBru(1991),GrasselliandTebaldi(2008),AhdidaandAlfonsi(2010),Benabidetal.(2010),Laplacetransformsofthe

3、Wishartprocessareavailableinclosed-formandexponentiallyafÞne.TheWishartprocessis,infact,anafÞnepro-cess.WepresentresultsonafÞnetransformsinSect.11.4.BesidescomputingLaplacetransforms,exactsimulationschemesplayanim-portantroleinÞnance,astheyallowthepricingofe.g.path-dependentop

4、tions,seealsoChap.6.InSect.11.3,wewilldiscusssimulationschemesfortheWishartprocess,wherewepresenttheapproachesfromBenabidetal.(2010)andAhdidaandAlfonsi(2010).Thetwoapproachesaredifferentinnature,astheyexploitdif-ferentpropertiesofWishartprocesses.Wehencepresentbothapproaches,a

5、stheyillustrateinterestingpropertiesofWishartprocesses.Subsequently,wepresentanextensionofthemodelpresentedinSect.9.7tothecasewherepositivefactorsaremodeledviaaWishartprocess.ThisillustratestheadditionaldegreesoffreedomgivenbyemployingtheWishartprocess.Webeginthischapterwithas

6、ectionwhichintroducesWishartprocessesandpresentexistenceresults.Subsequently,westudysomespecialcasesoftheWishartprocessindetailtogainfurtherinsight.OneofthespecialcasesmotivatesimmediatelyoneofthesimulationschemestobepresentedinSect.11.3.11.1DefinitionandExistenceResultsWishart

7、processeswereintroducedinBru(1991),asamatrixgeneralizationofsquaredBesselprocesses.InherPhDthesis,Bruappliedtheseprocessestoprob-lemsfrombiology.Aswewillshowbelow,WishartprocessesareS+orS+valued,ddJ.Baldeaux,E.Platen,FunctionalsofMultidimensionalDiffusionswithApplications261to

8、Finance,Bocconi&SpringerSeries5,DOI10.1007/978-3-319-00747-2_

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