Stability test of canonical correlation analysis for studying brain-behavior relationships: The effects of subject-to-variable ratios and correlation strengths

Stability test of canonical correlation analysis for studying brain-behavior relationships: The effects of subject-to-variable ratios and correlation strengths

Canonical correlation analysis (CCA), a multivariate approach to identifying correlations between two sets of variables, is becoming increasingly popular in neuroimaging studies on brain-behavior relationships. However, the CCA stability in neuroimaging applications has not been systematically inves...

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Bibliographic Details
Main Authors: Liang, M. (Author), Liu, F. (Author), Qin, W. (Author), Song, Y. (Author), Yang, Q. (Author), Yu, C. (Author), Zhang, X. (Author)
Format: Article
Language:English
Published: John Wiley and Sons Inc 2021
Subjects:
adolescent
Adolescent
adult
Adult
anatomy and histology
article
behaviors
brain
Brain
canonical correlation analysis
Canonical Correlation Analysis
controlled study
correlation analysis
diagnostic imaging
female
Female
functional neuroimaging
Functional Neuroimaging
gray matter
Gray Matter
human
human experiment
Humans
Magnetic Resonance Imaging
major clinical study
male
Male
neuroimaging
Neuroimaging
nuclear magnetic resonance imaging
physiology
practice guideline
procedures
quantitative analysis
reliability
reproducibility
Reproducibility of Results
stability
structure activity relation
validation process
young adult
Young Adult
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