Introduction to Stochastic Programming 英文文献资料

Introduction to Stochastic Programming 英文文献资料

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时间:2019-06-27

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1、519.7dc2197-6931ToPierretteandMariePrefaceAccordingtoaFrenchsaying“G´erer,c’estpr´evoir,”whichwemaytrans-lateas“(Theartof)Managingis(in)foreseeing.”Now,probabilityandstatisticshavelongsincetaughtusthatthefuturecannotbeperfectlyforecastbutinsteadshouldbeconsideredrandomoruncert

2、ain.Theaimofstochasticprogrammingispreciselytofindanoptimaldecisioninproblemsinvolvinguncertaindata.Inthisterminology,stochasticisopposedtode-terministicandmeansthatsomedataarerandom,whereasprogrammingreferstothefactthatvariouspartsoftheproblemcanbemodeledaslinearornonlinearmat

3、hematicalprograms.Thefield,alsoknownasoptimizationunderuncertainty,isdevelopingrapidlywithcontributionsfrommanydis-ciplinessuchasoperationsresearch,economics,mathematics,probability,andstatistics.Theobjectiveofthisbookistoprovideawideoverviewofstochasticprogramming,withoutrequi

4、ringmorethanabasicbackgroundinthesevariousdisciplines.IntroductiontoStochasticProgrammingisintendedasafirstcourseforbeginninggraduatestudentsoradvancedundergraduatestudentsinsuchfieldsasoperationsresearch,industrialengineering,businessadministra-tion(inparticular,financeormanagem

5、entscience),andmathematics.Stu-dentsshouldhavesomebasicknowledgeoflinearprogramming,elementaryanalysis,andprobabilityasgiven,forexample,inanintroductorybookonoperationsresearchormanagementscienceorinacombinationofanin-troductiontolinearprogramming(optimization)andanintroductio

6、ntoprobabilitytheory.Instructorsmayneedtoaddsomematerialonconvexanalysisdependingonthechoiceofsectionscovered.WechosenottoincludesuchintroductoryviiiPrefacematerialbecausestudents’backgroundsmayvarywidelyandothertextsincludetheseconceptsindetail.Wedid,however,includeanintroduc

7、tiontorandomvariableswhilemodelingstochasticprogramsinSection2.1andshortreviewsoflinearprogramming,duality,andnonlinearprogrammingattheendofChapter2.Thismaterialisgivenasanindicationofthepre-requisitesinthebooktohelpinstructorsprovideanymissingbackground.IntheSubjectIndex,thefi

8、rstreferencetoaconceptiswhereitisdefinedor,forconceptsspecifict

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