ICIP 2006, Atlanta, GA
 

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Paper Detail

Paper:WP-L2.5
Session:Magnetic Resonance Imaging
Time:Wednesday, October 11, 16:00 - 16:20
Presentation: Lecture
Topic: Biomedical Imaging: Magnetic resonance imaging
Title: SPATIALLY LOCAL AND TEMPORALLY SMOOTH PCA FOR FMRI
Authors: Magnus Ulfarsson; University of Michigan 
 Victor Solo; University of Michigan 
Abstract: PCA has found use a an exploratory technique for fMRI analysis. However underlying it is an implicit model that while allowing temporal non-stationary covariance assumes the same covariance structure for all voxels. Here we relax this assumption for the first time by developing a version of PCA that allows the covariance structure to vary spatially. The new method is applied to some real data and provides one interesting new insight.