Handbook of Functional MRI Data Analysis

Handbook of Functional MRI Data Analysis
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作者: , ,
2011-08
版次: 1
ISBN: 9780521517669
定价: 605.10
装帧: 精装
开本: 其他
纸张: 其他
页数: 238页
正文语种: 英语
  • Functionalmagneticresonanceimaging(fMRI)hasbecomethemostpopularmethodforimagingbrainfunction.HandbookofFunctionalMRIDataAnalysisprovidesacomprehensiveandpracticalintroductiontothemethodsusedforfMRIdataanalysis.Usingminimaljargon,thisbookexplainstheconceptsbehindprocessingfMRIdata,focusingonthetechniquesthataremostcommonlyusedinthefield.ThisbookprovidesbackgroundaboutthemethodsemployedbycommondataanalysispackagesincludingFSL,SPMandAFNI.Someofthenewestcutting-edgetechniques,includingpatternclassificationanalysis,connectivitymodelingandrestingstatenetworkanalysis,arealsodiscussed.Readersofthisbook,whethernewcomerstothefieldorexperiencedresearchers,willobtainadeepandeffectiveknowledgeofhowtoemployfMRIanalysistoaskscientificquestionsandbecomemoresophisticatedusersoffMRIanalysissoftware. DrRussellA.PoldrackistheDirectoroftheImagingResearchCenterandProfessorofPsychologyandNeurobiologyattheUniversityofTexas,Austin.Hehaspublishedmorethan100articlesinthefieldofcognitiveneuroscience,injournalsincludingScience,Nature,Neuron,NatureNeuroscienceandPNAS.Heiswellknownforhiswritingsonhowneuroimagingcanbeusedtomakeinferencesaboutpsychologicalfunction,aswellasforhisresearchusingfMRIandotherimagingtechniquestounderstandthebrainsystemsthatsupportlearningandmemory,decisionmakingandexecutivefunction.DrJeanetteA.MumfordisaResearchAssistantProfessorintheDepartmentofPsychologyattheUniversityofTexas,Austin.Trainedinbiostatistics,herresearchhasfocusedonthedevelopmentandcharacterisationofnewmethodsforstatisticalmodelingandanalysisoffMRIdata.Herworkhasexaminedtheimpactofdifferentgroupmodelingstrategiesanddevelopednewtoolsformodelingnetworkstructureinresting-statefMRIdata.SheisthedeveloperofthefmriPowersoftwarepackage,whichprovidespoweranalysistoolsforfMRIdata.DrThomasE.NicholsistheHeadofNeuroimagingStatisticsattheUniversityofWarwick,UnitedKingdom.Hehasbeenworkinginfunctionalneuroimagingsince1992,whenhejoinedtheUniversityofPittsburgh'sPETFacilityasprogrammerandstatistician.Heisknownforhisworkoninferenceinbrainimaging,usingbothparametricandnonparametricmethods,andheisanactivecontributortotheFSLandSPMsoftwarepackages.In2009hereceivedtheWileyYoungInvestigatorAwardfromtheOrganizationforHumanBrainMappinginrecognitionforhiscontributionstostatisticalmodelingandinferenceofneuroimagingdata.
  • 内容简介:
    Functionalmagneticresonanceimaging(fMRI)hasbecomethemostpopularmethodforimagingbrainfunction.HandbookofFunctionalMRIDataAnalysisprovidesacomprehensiveandpracticalintroductiontothemethodsusedforfMRIdataanalysis.Usingminimaljargon,thisbookexplainstheconceptsbehindprocessingfMRIdata,focusingonthetechniquesthataremostcommonlyusedinthefield.ThisbookprovidesbackgroundaboutthemethodsemployedbycommondataanalysispackagesincludingFSL,SPMandAFNI.Someofthenewestcutting-edgetechniques,includingpatternclassificationanalysis,connectivitymodelingandrestingstatenetworkanalysis,arealsodiscussed.Readersofthisbook,whethernewcomerstothefieldorexperiencedresearchers,willobtainadeepandeffectiveknowledgeofhowtoemployfMRIanalysistoaskscientificquestionsandbecomemoresophisticatedusersoffMRIanalysissoftware.
  • 作者简介:
    DrRussellA.PoldrackistheDirectoroftheImagingResearchCenterandProfessorofPsychologyandNeurobiologyattheUniversityofTexas,Austin.Hehaspublishedmorethan100articlesinthefieldofcognitiveneuroscience,injournalsincludingScience,Nature,Neuron,NatureNeuroscienceandPNAS.Heiswellknownforhiswritingsonhowneuroimagingcanbeusedtomakeinferencesaboutpsychologicalfunction,aswellasforhisresearchusingfMRIandotherimagingtechniquestounderstandthebrainsystemsthatsupportlearningandmemory,decisionmakingandexecutivefunction.DrJeanetteA.MumfordisaResearchAssistantProfessorintheDepartmentofPsychologyattheUniversityofTexas,Austin.Trainedinbiostatistics,herresearchhasfocusedonthedevelopmentandcharacterisationofnewmethodsforstatisticalmodelingandanalysisoffMRIdata.Herworkhasexaminedtheimpactofdifferentgroupmodelingstrategiesanddevelopednewtoolsformodelingnetworkstructureinresting-statefMRIdata.SheisthedeveloperofthefmriPowersoftwarepackage,whichprovidespoweranalysistoolsforfMRIdata.DrThomasE.NicholsistheHeadofNeuroimagingStatisticsattheUniversityofWarwick,UnitedKingdom.Hehasbeenworkinginfunctionalneuroimagingsince1992,whenhejoinedtheUniversityofPittsburgh'sPETFacilityasprogrammerandstatistician.Heisknownforhisworkoninferenceinbrainimaging,usingbothparametricandnonparametricmethods,andheisanactivecontributortotheFSLandSPMsoftwarepackages.In2009hereceivedtheWileyYoungInvestigatorAwardfromtheOrganizationforHumanBrainMappinginrecognitionforhiscontributionstostatisticalmodelingandinferenceofneuroimagingdata.
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