Multi-output predictions from neuroimaging: assessing reduced-rank linear models

Abstract : Typical neuroimaging studies analyze associations between physiological or behavioral traits and brain structure or function. Some rely on predicting these scores from neuroimaging data. To explain association between brain features and multiple traits, reduced-rank regression (RRR) models are often used, such as canonical correlation analysis (CCA) and partial least squares (PLS). These methods estimate latent variables, or canonical modes, that maximize the covariations between neuroimaging features and behavioral scores. Here, we investigate theoretically and empirically the extent to which reduced-rank models predict out-of-sample clinical scores from functional connectivity. Experiments on a schizophrenia dataset show that i) significant correlations between canonical modes do not necessarily mean accurate generalization on unseen data, and ii) better accuracy is achieved when taking into account regularized covariance between scores.
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PRNI 2017 - The 7th International Workshop on Pattern Recognition in Neuroimaging, Jun 2017, Toronto, Canada. pp.1 - 4, 2017, 〈https://sites.google.com/site/prni2017/home〉. 〈10.1109/PRNI.2017.7981504〉
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Contributeur : Mehdi Rahim <>
Soumis le : lundi 30 octobre 2017 - 13:41:03
Dernière modification le : samedi 25 novembre 2017 - 01:20:36

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Mehdi Rahim, Bertrand Thirion, Gaël Varoquaux. Multi-output predictions from neuroimaging: assessing reduced-rank linear models. PRNI 2017 - The 7th International Workshop on Pattern Recognition in Neuroimaging, Jun 2017, Toronto, Canada. pp.1 - 4, 2017, 〈https://sites.google.com/site/prni2017/home〉. 〈10.1109/PRNI.2017.7981504〉. 〈hal-01547572v2〉

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