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  4. Connectivity Searchlight: A Novel Approach For Mri Information Mapping Using Multivariate Connectivity
 
conference paper

Connectivity Searchlight: A Novel Approach For Mri Information Mapping Using Multivariate Connectivity

Faridi, Soheil
•
Richiardi, Jonas  
•
Vuilleumier, Patrik
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2013
2013 Ieee 10Th International Symposium On Biomedical Imaging (Isbi)
IEEE 10th International Symposium on Biomedical Imaging - From Nano to Macro (ISBI)

Brain mapping using magnetic resonance imaging (MRI) is traditionally performed using voxel-wise statistical hypothesis testing. Such mass-univariate approach ignores subtle spatial interactions. The searchlight method, in contrast, uses a multivariate predictive model in each local neighborhood in brain space-named the searchlight. The classification performance is then reported at the center of the searchlight to build an information map. We extend the searchlight technique to take into account additional voxels that can be considered as a meaningful network; i.e., we define a criterion of multivariate connectivity to identify voxels that are statistically dependent on those in searchlight. We coin the term "connectivity searchlight" for the extended searchlight. Using simulated data, we empirically show improved performance for brain regions with low signal-to-noise ratio and recovery of underlying network structures that would otherwise remain hidden. The proposed methodology is general and can be applied to both functional and structural data. We also demonstrate promising results on a well-known fMRI dataset where images of different categories are presented.

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Type
conference paper
DOI
10.1109/ISBI.2013.6556464
Web of Science ID

WOS:000326900100068

Author(s)
Faridi, Soheil
Richiardi, Jonas  
Vuilleumier, Patrik
Van De Ville, Dimitri  
Date Issued

2013

Publisher

Ieee

Publisher place

New York

Published in
2013 Ieee 10Th International Symposium On Biomedical Imaging (Isbi)
ISBN of the book

978-1-4673-6455-3

Total of pages

4

Series title/Series vol.

IEEE International Symposium on Biomedical Imaging

Start page

270

End page

273

Subjects

Magnetic resonance imaging

•

pattern recognition

•

multivariate analysis

•

functional connectivity

Editorial or Peer reviewed

REVIEWED

Written at

EPFL

EPFL units
MIPLAB  
Event nameEvent placeEvent date
IEEE 10th International Symposium on Biomedical Imaging - From Nano to Macro (ISBI)

San Francisco, CA

APR 07-11, 2013

Available on Infoscience
January 9, 2014
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/99070
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