A multiple hold-out framework for Sparse Partial Least Squares

•SPLS framework which tests model reliability by fitting it to several data splits.•Framework was applied to brain anatomy and individual items of the MMSE score.•The adequate number of voxels and clinical items was selected automatically.•SPLS found two associative effects between sparse brain voxe...

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Bibliographic Details
Main Authors: Monteiro, João M., Rao, Anil, Shawe-Taylor, John, Mourão-Miranda, Janaina
Format: Online
Language:English
Published: Elsevier/North-Holland Biomedical Press 2016
Online Access:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5012894/