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Springer Proceedings in Mathematics and Statistics Volume 23 Forfurthervolumes: http://www.springer.com/series/10533 Springer Proceedings in Mathematics and Statistics This book series features volumes composed of selected contributions from workshops and conferences in all areas of current research in mathematics and statistics, including OR and optimization. In addition to an overall evaluation of the interest, scientific quality, and timeliness of each proposal at the hands of the publisher,individualcontributionsare allrefereedto the high qualitystandardsof leadingjournalsinthefield.Thus,thisseriesprovidestheresearchcommunitywith well-edited, authoritative reports on developments in the most exciting areas of mathematicalandstatisticalresearchtoday. Leszek Plaskota Henryk Woz´niakowski (cid:2) Editors Monte Carlo and Quasi-Monte Carlo Methods 2010 123 Editors LeszekPlaskota HenrykWoz´niakowski UniversityofWarsaw UniversityofWarsaw InstituteofAppliedMathematics InstituteofAppliedMathematics andMechanics andMechanics Warsaw Warsaw Poland Poland and ColumbiaUniversity DepartmentofComputerScience NewYork,NY USA ISSN2194-1009 ISSN2194-1017(electronic) ISBN978-3-642-27439-8 ISBN978-3-642-27440-4(eBook) DOI10.1007/978-3-642-27440-4 SpringerHeidelbergNewYorkDordrechtLondon LibraryofCongressControlNumber:2012938963 MathematicalSubjectClassification(2010):Primary:11K45,65-06,65C05,65C10 Secondary:11K38,65D18,65D30,65D32,65R20,91B25 (cid:2)c Springer-VerlagBerlinHeidelberg2012 Thisworkissubjecttocopyright.AllrightsarereservedbythePublisher,whetherthewholeorpartof thematerialisconcerned,specificallytherightsoftranslation,reprinting,reuseofillustrations,recitation, broadcasting,reproductiononmicrofilmsorinanyotherphysicalway,andtransmissionorinformation storageandretrieval,electronicadaptation,computersoftware,orbysimilarordissimilarmethodology nowknownorhereafterdeveloped.Exemptedfromthislegalreservationarebriefexcerptsinconnection with reviews or scholarly analysis or material supplied specifically for the purpose of being entered and executed on a computer system, for exclusive use by the purchaser of the work. Duplication of this publication or parts thereof is permitted only under the provisions of the Copyright Law of the Publisher’slocation,initscurrentversion,andpermissionforusemustalwaysbeobtainedfromSpringer. PermissionsforusemaybeobtainedthroughRightsLinkattheCopyrightClearanceCenter.Violations areliabletoprosecutionundertherespectiveCopyrightLaw. Theuseofgeneraldescriptivenames,registerednames,trademarks,servicemarks,etc.inthispublication doesnotimply,evenintheabsenceofaspecificstatement,thatsuchnamesareexemptfromtherelevant protectivelawsandregulationsandthereforefreeforgeneraluse. While the advice and information in this book are believed to be true and accurate at the date of publication,neithertheauthorsnortheeditorsnorthepublishercanacceptanylegalresponsibilityfor anyerrorsoromissionsthatmaybemade.Thepublishermakesnowarranty,expressorimplied,with respecttothematerialcontainedherein. Printedonacid-freepaper SpringerispartofSpringerScience+BusinessMedia(www.springer.com) Preface We are pleased to present the refereed proceedings of the Ninth International ConferenceonMonteCarloandQuasiMonteCarloMethodsinScientificComput- ing(MCQMC2010).TheconferencewasheldonthemaincampusoftheUniversity ofWarsaw,Poland,fromAugust15–20of2010. The program of the conference was arranged and the refereeing of papers was done with the help of an international committee consisting of: William Chen (Macquarie University, Australia), Ronald Cools (Katholieke Universiteit Leuven, Belgium), Josef Dick (University of New South Wales, Australia), Henri Faure(CNRSMarseille,France),AlanGenz(WashingtonState University,USA), Paul Glasserman (Columbia University, USA), Stefan Heinrich (University of Kaiserslautern, Germany), Fred J. Hickernell (Illinois Institute of Technology, USA), Stephen Joe (University of Waikato, New Zealand), Aneta Karaivanova (BulgarianAcademyofSciences,Bulgaria),AleksanderKeller(NVIDIAResearch, Berlin, Germany), Frances Y. Kuo (University of New South Wales, Australia), Pierre L’Ecuyer (University of Montreal, Canada), Christiane Lemieux (Univer- sity of Waterloo, Canada), Gerhard Larcher (University of Linz, Austria), Peter Mathe´ (Weierstrass Institute, Berlin, Germany), Makoto Matsumoto (Hiroshima University, Japan), Thomas Mu¨ller-Gronbach (University of Passau, Germany), Harald Niederreiter (RICAM Linz and University of Salzburg, Austria), Erich Novak (University of Jena, Germany), Art. B. Owen (Stanford University, USA), Friedrich Pillichshammer (University of Linz, Austria), Leszek Plaskota (Univer- sity of Warsaw, Poland), Klaus Ritter (University of Kaiserslautern, Germany), WolfgangCh.Schmid(UniversityofSalzburg,Austria),NikolaiSimonov(Russian Academy of Sciences, Russia), Ian H. Sloan (University of New South Wales, Australia),IlyaM.Sobol’(RussianAcademyofSciences,Russia),JeromeSpanier (Claremont, California, USA), Shu Tezuka (Kyushu University, Japan), Xiaoqun Wang (Tsinghua University, China), Grzegorz W. Wasilkowski (University of Kentucky, USA), Henryk Woz´niakowski (chair, Columbia University, USA, and UniversityofWarsaw,Poland). v vi Preface ThelocalorganizingcommitteeofMCQMC2010consistedofPiotrKrzyz˙ano- wski(UniversityofWarsaw),MarekKwas(WarsawSchoolofEconomics),Leszek PlaskotaandHenrykWoz´niakowski. TheMCQMCconferenceswerecreatedbyHaraldNiederreiterandhavebecome theworld’smajoreventonbothMonteCarloandQuasi-MonteCarlomethods.The meeting in Warsaw followed the successful meetings in Las Vegas, USA (1994), Salzburg,Austria (1996),Claremont, USA (1998),Hong Kong (2000),Singapore (2002),Juan-Les-Pins,France(2004),Ulm,Germany(2006),andMontreal,Canada (2008).ThenextMCQMCconferencehasalreadybeenheldinSydney,Australia, inFebruary2012. The proceedings of the previous MCQMC conferences were all published by Springer-Verlag under the following titles: Monte Carlo and Quasi-Monte Carlo Methods in Computing (H. Niederreiter and P.J.-S. Shiue eds.), Monte Carlo andQuasi-MonteCarlo Methods1996,(H. Niederreiter,P.Hellekalek,G. Larcher and P. Zinterhof, eds.), Monte Carlo and Quasi-Monte Carlo Methods 1998 (H.NiederreiterandJ.Spanier,eds.),MonteCarloandQuasi-MonteCarloMethods 2000 (K.-T. Fang, F. J. Hickernell and H. Niederreiter, eds.), Monte Carlo and Quasi-MonteCarlo Methods2002(H. Niederreiter,ed.),MonteCarlo andQuasi- MonteCarloMethods2004(H.NiederreiterandD.Talay,eds.),MonteCarloand Quasi-MonteCarloMethods2006(A.Keller,S.HeinrichandH.Niederreiter,eds.), MonteCarloandQuasi-MonteCarloMethods2008(P.L’EcuyerandA.B.Owen, eds.). TheprogramoftheconferenceinWarsawconsistedoften1-hplenarytalksand 111 regular talks presented in 17 special sessions and 13 technical sessions. The invited speakers were: Søren Asmussen (Aarhus University, Denmark), William Chen (Macquarie University, Australia), Michael Gnewuch (Columbia Univer- sity, USA), Emmanuel Gobet (Grenoble Institute of Technology, France), Stefan Heinrich (University of Kaiserslautern, Germany), Pierre L’Ecuyer (University of Montreal,Canada),FriedrichPillichshammer(UniversityofLinz,Austria),Gareth Roberts(UniversityofWarwick,UnitedKingdom),IanH.Sloan(UniversityofNew SouthWales,Australia),GrzegorzW.Wasilkowski(UniversityofKentucky,USA), The proceedings contain a limited selection of papers based on presentations givenattheconference.Thepaperswerecarefullyscreenedandtheycoverboththe recentadvancesinthetheoryofMCandQMCmethodsaswellastheirnumerous applicationsindifferentareasofcomputing. WethankallthepeoplewhoparticipatedintheMCQMCconferenceinWarsaw andpresentedexcellenttalks,aswellasallwhocontributedtotheorganizationof the conference and to its proceedings. We appreciate the help of students during theconference:PiotrGon´da,MateuszŁa¸cki,MateuszObidzin´ski,KasiaPe¸kalska, Jakub Pe¸kalski, Klaudia Plaskota, Ola Plaskota and Marta Stupnicka. Our special thanksgotoPiotrKrzyz˙anowskiwho,withthehelpofPawełBechler,PiotrGon´da, PiotrKowalczyk,MateuszŁa¸ckiandLeszekMarcinkowski,providedtheinvaluable supportineditingtheproceedings. We gratefully acknowledgethe generousfinancial support of the University of Warsaw, the Department of Mathematics, Informatics and Mechanics of the Uni- Preface vii versityofWarsaw,andtheCommitteeofthePolishAcademyofSciences.Weare especiallythankfulforwarmhospitalityoftheRectoroftheUniversityofWarsaw, ProfessorKatarzynaChałasin´ska-Macukow,andtheVice-Rector,ProfessorMarcin Pałys,duringtheconference. Finally,we wantto expressourgratitudeto Springer-Verlagforpublishingthis volume. Warsaw, LeszekPlaskota April2012 HenrykWoz´niakowski • Contents PartI InvitedArticles MarkovBridges,BisectionandVarianceReduction......................... 3 SørenAsmussenandAsgerHobolth UpperBoundsinDiscrepancyTheory......................................... 23 WilliamW.L.Chen Entropy,Randomization,Derandomization,andDiscrepancy ............. 43 MichaelGnewuch AsymptoticEquivalenceBetweenBoundaryPerturbationsand DiscreteExitTimes:ApplicationtoSimulationSchemes.................... 79 E.Gobet StochasticApproximationofFunctionsandApplications................... 95 StefanHeinrich OnFiguresofMeritforRandomly-ShiftedLatticeRules................... 133 PierreL’EcuyerandDavidMunger AStudyoftheEfficiencyofExactMethodsforDiffusion Simulation......................................................................... 161 StefanoPeluchetti,andGarethO.Roberts PolynomialLatticePointSets................................................... 189 FriedrichPillichshammer LiberatingtheDimensionforFunctionApproximation andIntegration................................................................... 211 G.W.Wasilkowski ix

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