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  4. Case-Control Discrimination Through Effective Brain Connectivity
 
conference paper

Case-Control Discrimination Through Effective Brain Connectivity

Crimi, A.
•
Dodero, L.
•
Murino, V.
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2017
2017 Ieee 14Th International Symposium On Biomedical Imaging (Isbi 2017)
IEEE 14th International Symposium on Biomedical Imaging (ISBI) - From Nano to Macro

Functional and structural connectivity convey different information about the brain. The integration of these different approaches is receiving growing attention from the research community, as it can shed new light on brain functions. This manuscript proposes a constrained autoregressive model with different lag-orders generating an "effective" connectivity matrix which models the structural connectivity integrating the functional activity. Multiple orders are investigated to observe how different time dependencies influence the effective connectivity. The proposed approach alters an initial structural connectivity representation according to functional data, by minimizing the reconstruction error of an autoregressive model constrained by the structural prior. The model is further validated in a case-control experiment, which aims at differentiating healthy subject and young patients affected by autism spectrum disorder.

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Type
conference paper
DOI
10.1109/ISBI.2017.7950677
Web of Science ID

WOS:000414283200224

Author(s)
Crimi, A.
Dodero, L.
Murino, V.
Sona, D.
Date Issued

2017

Publisher

Ieee

Publisher place

New York

Published in
2017 Ieee 14Th International Symposium On Biomedical Imaging (Isbi 2017)
ISBN of the book

978-1-5090-1172-8

Total of pages

4

Start page

970

End page

973

Subjects

Connectome

•

Effective connectivity

•

Brain imaging

•

DTI

•

fMRI

•

Autoregressive model

•

Case-control

•

Autism Spectrum Disorder

•

ASD

Editorial or Peer reviewed

REVIEWED

Written at

EPFL

EPFL units
IBI-STI  
Event nameEvent placeEvent date
IEEE 14th International Symposium on Biomedical Imaging (ISBI) - From Nano to Macro

Melbourne, AUSTRALIA

APR 18-21, 2017

Available on Infoscience
January 15, 2018
Use this identifier to reference this record
https://infoscience.epfl.ch/handle/20.500.14299/143875
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