Search results for "noncircularity"

showing 1 items of 1 documents

Adaptive independent vector analysis for multi-subject complex-valued fMRI data.

2017

Abstract Background Complex-valued fMRI data can provide additional insights beyond magnitude-only data. However, independent vector analysis (IVA), which has exhibited great potential for group analysis of magnitude-only fMRI data, has rarely been applied to complex-valued fMRI data. The main challenges in this application include the extremely noisy nature and large variability of the source component vector (SCV) distribution. New method To address these challenges, we propose an adaptive fixed-point IVA algorithm for analyzing multiple-subject complex-valued fMRI data. We exploited a multivariate generalized Gaussian distribution (MGGD)- based nonlinear function to match varying SCV dis…

Multivariate statisticscomplex-valued fMRI dataComputer scienceSpeech recognitionRestModels Neurological02 engineering and technologyMotor Activityta3112Shape parameterFingers03 medical and health sciencesMatrix (mathematics)0302 clinical medicine0202 electrical engineering electronic engineering information engineeringHumansComputer SimulationGeneralized normal distributionDefault mode networkta217ta113shape parametersubspace de-noisingBrain MappingLikelihood Functionsbusiness.industryGeneral NeuroscienceBrain020206 networking & telecommunicationsPattern recognitionMagnetic Resonance ImagingNonlinear systemNonlinear Dynamicsindependent vector analysis (IVA)MGGDMultivariate AnalysisAuditory PerceptionnoncircularityArtificial intelligenceNoise (video)businessArtifactspost-IVA phase de-noising030217 neurology & neurosurgerySubspace topologyAlgorithmsJournal of neuroscience methods
researchProduct