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1、分类：电气电子工程编号：9781107005587书名：《CompressedSensing：TheoryandApplications》（压缩传感：理论与应用）作者：YoninaC.EldaandGittaKutyniok出版日期：2012年6月29日摘要：Compressedsensingisanexciting,rapidlygrowingfield,attractingconsiderableattentioninelectricalengineering,appliedmathematics,s
2、tatisticsandcomputerscience.Thisbookprovidesthefirstdetailedintroductiontothesubject,highlightingrecenttheoreticaladvancesandarangeofapplications,aswellasoutliningnumerousremainingresearchchallenges.Afterathoroughreviewofthebasictheory,manycutting-edgetec
3、hniquesarepresented,includingadvancedsignalmodeling,sub-Nyquistsamplingofanalogsignals,non-asymptoticanalysisofrandommatrices,adaptivesensing,greedyalgorithmsanduseofgraphicalmodels.Allchaptersarewrittenbyleadingresearchersinthefield,andconsistentstyleand
4、notationareutilizedthroughout.Keybackgroundinformationandcleardefinitionsmakethisanidealresourceforresearchers,graduatestudentsandpractitionerswantingtojointhisexcitingresearcharea.Itcanalsoserveasasupplementarytextbookforcoursesoncomputervision,codingthe
5、ory,signalprocessing,imageprocessingandalgorithmsforefficientdataprocessing目录：1.Introductiontocompressedsensing2.Secondgenerationsparsemodeling:structuredandcollaborativesignalanalysis3.Xampling:compressedsensingofanalogsignals4.Samplingattherateofinnovat
6、ion:theoryandapplications5.Introductiontothenon-asymptoticanalysisofrandommatrices6.Adaptivesensingforsparserecovery7.Fundamentalthresholdsincompressedsensing:ahigh-dimensionalgeometryapproach8.Greedyalgorithmsforcompressedsensing9.Graphicalmodelsconcepts
7、incompressedsensing10.Findingneedlesincompressedhaystacks11.Dataseparationbysparserepresentations12.Facerecognitionbysparserepresentation作者简介：YoninaC.EldarisaProfessorintheDepartmentofElectricalEngineeringattheTechnion,IsraelInstituteofTechnology,aResearc
8、hAffiliatewiththeResearchLaboratoryofElectronicsattheMassachusettsInstituteofTechnology,andaVisitingProfessoratStanfordUniversity.Shehasreceivednumerousawardsforexcellenceinresearchandteaching,includingtheWolfFounda
