Convex Optimization in Signal Processing and Communications

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1、ThispageintentionallyleftblankConvexOptimizationinSignalProcessingandCommunicationsOverthepasttwodecadestherehavebeensignificantadvancesinthefieldofoptimiza-tion.Inparticular,convexoptimizationhasemergedasapowerfulsignal-processingtool,andtherangeofapplicationsc

2、ontinuestogrowrapidly.Thisbook,writtenbyateamofleadingexperts,setsoutthetheoreticalunderpinningsofthesubjectandprovidestutorialsonawiderangeofconvex-optimizationapplications.Emphasisthroughoutisplacedoncutting-edgeresearchandonformulatingproblemsinconvexform,m

3、akingthisanidealtextbookforadvancedgraduatecoursesandausefulself-studyguide.Topicscovered:•automaticcodegeneration•graphicalmodels•gradient-basedalgorithmsforsignalrecovery•semidefiniteprogramming(SDP)relaxation•radarwaveformdesignviaSDP•blindsourceseparationfo

4、rimageprocessing•modernsamplingtheory•robustbroadbandbeamforming•distributedmultiagentoptimizationfornetworkedsystems•cognitiveradiosystemsviagametheory•thevariational-inequalityapproachforNash-equilibriumsolutionsDanielP.PalomarisanAssistantProfessorintheDepa

5、rtmentofElectronicandComputerEngineeringattheHongKongUniversityofScienceandTechnology(HKUST).HereceivedhisPh.D.fromtheTechnicalUniversityofCatalonia(UPC),Spain,in2003;wasaFulbrightScholaratPrincetonUniversityduring2004–2006;andhassincereceivednumerousawardsinc

6、ludingthe2004YoungAuthorBestPaperAwardbytheIEEESignalProcessingSociety.YoninaC.EldarisaProfessorintheDepartmentofElectricalEngineeringattheTechnion,IsraelInstituteofTechnology,andisalsoaResearchAffiliatewiththeResearchLabo-ratoryofElectronicsatMIT.Shereceivedhe

7、rPh.D.fromtheMassachusettsInstituteofTechnology(MIT)in2001.Shehasreceivedmanyawardsforherresearchandteach-ing,including,theWolfFoundationKrillPrizeforExcellenceinScientificResearch,theHershelRichInnovationAwardandtheMuriel&DavidJacknowAwardforExcellenceinTeachi

8、ng.ConvexOptimizationinSignalProcessingandCommunicationsEditedbyDANIELP.PALOMARHongKongUniversityofScienceandTechnologyandYONINAC.ELDARTechnion–IsraelInstituteofTechnologyCAMBRIDGE