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Finding the needle in a high-dimensional haystack: Canonical correlation analysis for neuroscientists

Authors :
Janaina Mourao-Miranda
Theodore D. Satterthwaite
Hao-Ting Wang
Danielle S. Bassett
Danilo Bzdok
Cedric Huchuan Xia
Jonathan Smallwood
Department of Psychology [York, UK]
University of York [York, UK]
Perelman School of Medicine
University of Pennsylvania
Montreal Institute for Learning Algorithms [Montréal] (MILA)
Centre de Recherches Mathématiques [Montréal] (CRM)
Université de Montréal (UdeM)-Université de Montréal (UdeM)
Modelling brain structure, function and variability based on high-field MRI data (PARIETAL)
Service NEUROSPIN (NEUROSPIN)
Université Paris-Saclay-Direction de Recherche Fondamentale (CEA) (DRF (CEA))
Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Université Paris-Saclay-Direction de Recherche Fondamentale (CEA) (DRF (CEA))
Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Inria Saclay - Ile de France
Institut National de Recherche en Informatique et en Automatique (Inria)-Institut National de Recherche en Informatique et en Automatique (Inria)
Montreal Neurological Hospital
McGill University Health Center [Montreal] (MUHC)
University of Pennsylvania [Philadelphia]
Inria Saclay - Ile de France
Institut National de Recherche en Informatique et en Automatique (Inria)-Institut National de Recherche en Informatique et en Automatique (Inria)-Service NEUROSPIN (NEUROSPIN)
Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)
Source :
NeuroImage: a journal of brain function 216, 116745 (2020). doi:10.1016/j.neuroimage.2020.116745, NeuroImage, NeuroImage, 2020, NeuroImage, Elsevier, 2020, NeuroImage, Vol 216, Iss, Pp 116745-(2020)
Publication Year :
2020
Publisher :
Academic Press, 2020.

Abstract

NeuroImage: a journal of brain function 216, 116745 (2020). doi:10.1016/j.neuroimage.2020.116745<br />Published by Academic Press, Orlando, Fla

Subjects

Subjects :
Big Data
Computer science
Modality fusion
Cognitive Neuroscience
Neuroimaging
050105 experimental psychology
lcsh:RC321-571
Machine Learning
03 medical and health sciences
0302 clinical medicine
Humans
0501 psychology and cognitive sciences
[MATH]Mathematics [math]
lcsh:Neurosciences. Biological psychiatry. Neuropsychiatry
Systems neuroscience
Models, Statistical
05 social sciences
Data Science
Neurosciences
Deep phenotyping
Data science
Variable (computer science)
ComputingMethodologies_PATTERNRECOGNITION
Neurology
Haystack
Canonical correlation
030217 neurology & neurosurgery
Neuroscience

Details

Language :
English
ISSN :
10538119 and 10959572
Database :
OpenAIRE
Journal :
NeuroImage: a journal of brain function 216, 116745 (2020). doi:10.1016/j.neuroimage.2020.116745, NeuroImage, NeuroImage, 2020, NeuroImage, Elsevier, 2020, NeuroImage, Vol 216, Iss, Pp 116745-(2020)
Accession number :
edsair.doi.dedup.....fa693cd4fc04bf1aad7c2d0846de09be
Full Text :
https://doi.org/10.1016/j.neuroimage.2020.116745
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