Probabilistic partial least squares model: Identifiability, estimation and application

Author:

el Bouhaddani Said,Uh Hae-Won,Hayward Caroline,Jongbloed Geurt,Houwing-Duistermaat Jeanine

Funder

European Union’s Seventh Framework Programme

Medical Research Council

FP7

Croatian Science Foundation

Republic of Croatia Ministry of Science, Education and Sports

European Commission HighGlycan

MIMOmics

HTP-GlycoMet

IntegraLife

Publisher

Elsevier BV

Subject

Statistics, Probability and Uncertainty,Numerical Analysis,Statistics and Probability

Reference30 articles.

1. Partial least squares regression and projection on latent structure regression (PLS regression);Abdi;Wiley Interdiscip. Rev. Comput. Stat.,2010

2. A Probabilistic Interpretation of Canonical Correlation Analysis, vol. 688;Bach,2005

3. Partial least squares: A versatile tool for the analysis of high-dimensional genomic data;Boulesteix;Br. Bioinform,2007

4. Simultaneous envelopes for multivariate linear regression;Cook;Technometrics,2015

5. Maximum likelihood from incomplete data via the EM algorithm;Dempster;J. R. Stat. Soc. Ser. B Stat. Methodol.,1977

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