Improved interpretability of brain-behaviour CCA with domain-driven dimension reduction

Canonical Correlation Analysis (CCA) has been widely applied to study correlations between neuroimaging data and behavioral data. Practical use of CCA typically requires dimensionality reduction with, for example, Principal Components Analysis (PCA), however, this can result in CCA results that are...

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Bibliographic Details
Main Authors: Smith, SM, Liu, Z, Whittaker, K, Nichols, T
Format: Journal article
Language:English
Published: Frontiers Media 2022