Search results for "phase data"

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Model order effects on ICA of resting-state complex-valued fMRI data : application to schizophrenia

2018

Abstract Background Component splitting at higher model orders is a widely accepted finding for independent component analysis (ICA) of functional magnetic resonance imaging (fMRI) data. However, our recent study found that intact components occurred with subcomponents at higher model orders. New method This study investigated model order effects on ICA of resting-state complex-valued fMRI data from 82 subjects, which included 40 healthy controls (HCs) and 42 schizophrenia patients. In addition, we explored underlying causes for distinct component splitting between complex-valued data and magnitude-only data by examining model order effects on ICA of phase fMRI data. A best run selection me…

AdultMalecomplex-valued fMRI dataSchizophrenia (object-oriented programming)RestModels Neurologicalphase datata3112050105 experimental psychology03 medical and health sciences0302 clinical medicinetoiminnallinen magneettikuvausComponent (UML)medicineImage Processing Computer-AssistedHumans0501 psychology and cognitive sciencesDefault mode networkMathematicsta113model orderBrain MappingPrincipal Component AnalysisskitsofreniaResting state fMRImedicine.diagnostic_testModel orderbusiness.industryGeneral Neuroscience05 social sciencesBrainsignaalianalyysiPattern recognitionData applicationcomponent splittingIndependent component analysisMagnetic Resonance ImagingOxygenSchizophreniaFemaleArtificial intelligencebusinessFunctional magnetic resonance imagingindependent component analysis (ICA)030217 neurology & neurosurgery
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