A Wavelet Tour of Signal Processing, Third Edition:The Sparse Way

A Wavelet Tour of Signal Processing, Third Edition:The Sparse Way
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作者:
出版社: Academic Press
2008-12
版次: 3
ISBN: 9780123743701
定价: 1172.30
装帧: 精装
开本: 其他
纸张: 其他
页数: 832页
正文语种: 英语
  • 'Mallat'sbookistheundisputedreferenceinthisfield-itistheonlyonethatcoverstheessentialmaterialinsuchbreadthanddepth'-LaurentDemanet,StanfordUniversity.Theneweditionofthisclassicbookgivesallthemajorconcepts,techniquesandapplicationsofsparserepresentation,reflectingthekeyrolethesubjectplaysintoday'ssignalprocessing.ThebookclearlypresentsthestandardrepresentationswithFourier,waveletandtime-frequencytransforms,andtheconstructionoforthogonalbaseswithfastalgorithms.Thecentralconceptofsparsityisexplainedandappliedtosignalcompression,noisereduction,andinverseproblems,whilecoverageisgiventosparserepresentationsinredundantdictionaries,super-resolutionandcompressivesensingapplications.Thisbookbalancespresentationofthemathematicswithapplicationstosignalprocessing.AlgorithmsandnumericalexamplesareimplementedinWaveLab,aMATLABtoolbox.Companionwebsiteforinstructorsandselectedsolutionsandcodeareavailableforstudents.Thefeaturesnewinthiseditioninclude:sparsesignalrepresentationsindictionaries;compressivesensing,super-resolutionandsourceseparation;geometricimageprocessingwithcurveletsandbandlets;waveletsforcomputergraphicswithliftingonsurfaces;time-frequencyaudioprocessinganddenoising;imagecompressionwithJPEG-2000;and,newandupdatedexercises."AWaveletTourofSignalProcessing:TheSparseWay,ThirdEdition",isaninvaluableresourceforresearchersandR&Dengineerswishingtoapplythetheoryinfieldssuchasimageprocessing,videoprocessingandcompression,bio-sensing,medicalimaging,machinevisionandcommunicationsengineering.StephaneMallatisProfessorinAppliedMathematicsatEcolePolytechnique,Paris,France.From1986to1996hewasaProfessorattheCourantInstituteofMathematicalSciencesatNewYorkUniversity,andbetween2001and2007,heco-foundedandbecameCEOofanimageprocessingsemiconductorcompany.Thecompanionwebsite:ANumericalTourofSignalProcessingincludesallthelatestdevelopmentssincethebookwaspublishedin1999,includingitsapplicationtoJPEG2000andMPEG-4.AlgorithmsandnumericalexamplesareimplementedinWavelab,aMATLABtoolbox. StéphaneMallatisaProfessorintheComputerScienceDepartmentoftheCourantInstituteofMathematicalSciencesatNewYorkUniversity,andaProfessorintheAppliedMathematicsDepartmentatccolePolytechnique,Paris,France.HehasbeenavisitingprofessorintheElectricalEngineeringDepartmentatMassachusettsInstituteofTechnologyandintheAppliedMathematicsDepartmentattheUniversityofTelAviv.Dr.Mallatreceivedthe1990IEEESignalProcessingSociety'spaperaward,the1993AlfredSloanfellowshipinMathematics,the1997OutstandingAchievementAwardfromtheSPIEOpticalEngineeringSociety,andthe1997BlaisePascalPrizeinappliedmathematics,fromtheFrenchAcademyofSciences.
  • 内容简介:
    'Mallat'sbookistheundisputedreferenceinthisfield-itistheonlyonethatcoverstheessentialmaterialinsuchbreadthanddepth'-LaurentDemanet,StanfordUniversity.Theneweditionofthisclassicbookgivesallthemajorconcepts,techniquesandapplicationsofsparserepresentation,reflectingthekeyrolethesubjectplaysintoday'ssignalprocessing.ThebookclearlypresentsthestandardrepresentationswithFourier,waveletandtime-frequencytransforms,andtheconstructionoforthogonalbaseswithfastalgorithms.Thecentralconceptofsparsityisexplainedandappliedtosignalcompression,noisereduction,andinverseproblems,whilecoverageisgiventosparserepresentationsinredundantdictionaries,super-resolutionandcompressivesensingapplications.Thisbookbalancespresentationofthemathematicswithapplicationstosignalprocessing.AlgorithmsandnumericalexamplesareimplementedinWaveLab,aMATLABtoolbox.Companionwebsiteforinstructorsandselectedsolutionsandcodeareavailableforstudents.Thefeaturesnewinthiseditioninclude:sparsesignalrepresentationsindictionaries;compressivesensing,super-resolutionandsourceseparation;geometricimageprocessingwithcurveletsandbandlets;waveletsforcomputergraphicswithliftingonsurfaces;time-frequencyaudioprocessinganddenoising;imagecompressionwithJPEG-2000;and,newandupdatedexercises."AWaveletTourofSignalProcessing:TheSparseWay,ThirdEdition",isaninvaluableresourceforresearchersandR&Dengineerswishingtoapplythetheoryinfieldssuchasimageprocessing,videoprocessingandcompression,bio-sensing,medicalimaging,machinevisionandcommunicationsengineering.StephaneMallatisProfessorinAppliedMathematicsatEcolePolytechnique,Paris,France.From1986to1996hewasaProfessorattheCourantInstituteofMathematicalSciencesatNewYorkUniversity,andbetween2001and2007,heco-foundedandbecameCEOofanimageprocessingsemiconductorcompany.Thecompanionwebsite:ANumericalTourofSignalProcessingincludesallthelatestdevelopmentssincethebookwaspublishedin1999,includingitsapplicationtoJPEG2000andMPEG-4.AlgorithmsandnumericalexamplesareimplementedinWavelab,aMATLABtoolbox.
  • 作者简介:
    StéphaneMallatisaProfessorintheComputerScienceDepartmentoftheCourantInstituteofMathematicalSciencesatNewYorkUniversity,andaProfessorintheAppliedMathematicsDepartmentatccolePolytechnique,Paris,France.HehasbeenavisitingprofessorintheElectricalEngineeringDepartmentatMassachusettsInstituteofTechnologyandintheAppliedMathematicsDepartmentattheUniversityofTelAviv.Dr.Mallatreceivedthe1990IEEESignalProcessingSociety'spaperaward,the1993AlfredSloanfellowshipinMathematics,the1997OutstandingAchievementAwardfromtheSPIEOpticalEngineeringSociety,andthe1997BlaisePascalPrizeinappliedmathematics,fromtheFrenchAcademyofSciences.
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