PLS shrinks, Journal of Chemometrics, vol.7, issue.4, pp.323-326, 1995. ,
DOI : 10.1002/cem.1180090406
Nonlinear estimation by iterative least squares procedures, pp.411-444, 1966. ,
Analysis of a complex of statistical variables into principal components., Journal of Educational Psychology, vol.24, issue.6, p.417, 1933. ,
DOI : 10.1037/h0071325
The Collinearity Problem in Linear Regression. The Partial Least Squares (PLS) Approach to Generalized Inverses, SIAM Journal on Scientific and Statistical Computing, vol.5, issue.3, pp.735-743, 1984. ,
DOI : 10.1137/0905052
Multivariate calibration A sparse PLS for variable selection when integrating omics data, Genetics and Molecular Biology, vol.7, issue.1, p.35, 1989. ,
PLS regression methods, Journal of Chemometrics, vol.8, issue.3, pp.211-228, 1988. ,
DOI : 10.1002/cem.1180020306
Soft modelling by latent variables: the non-linear iterative partial least squares (NIPALS) approach. Perspectives in Probability and Statistics, Honor of MS Bartlett, pp.117-144, 1975. ,
The multivariate calibration problem in chemistry solved by the PLS method, Proceedings of the Conference on Matrix Pencils. Lectures Notes in Mathematics, pp.286-293, 1983. ,
DOI : 10.1080/00401706.1978.10489693
Consistency of the group Lasso and multiple kernel learning, The Journal of Machine Learning Research, vol.9, pp.1179-1225, 2008. ,
URL : https://hal.archives-ouvertes.fr/hal-00164735
SIMPLS: An alternative approach to partial least squares regression, Chemometrics and Intelligent Laboratory Systems, vol.18, issue.3, pp.251-263, 1993. ,
DOI : 10.1016/0169-7439(93)85002-X
Partial least squares: a versatile tool for the analysis of high-dimensional genomic data, Briefings in Bioinformatics, vol.8, issue.1, pp.32-44, 2007. ,
DOI : 10.1093/bib/bbl016
The objective function of partial least squares regression, Journal of chemometrics, vol.12, issue.1, pp.41-54, 1998. ,
A Modified Principal Component Technique Based on the LASSO, Journal of Computational and Graphical Statistics, vol.12, issue.3, pp.531-547, 2003. ,
DOI : 10.1198/1061860032148
A constrained eigenvalue problem, Linear Algebra and its applications, vol.114, pp.815-839, 1989. ,
Finding a Global Optimal Solution for a Quadratically Constrained Fractional Quadratic Problem with Applications to the Regularized Total Least Squares, SIAM Journal on Matrix Analysis and Applications, vol.28, issue.2, pp.425-445, 2006. ,
DOI : 10.1137/040616851
Principal component analysis PLS fits closer than PCR, Journal of chemometrics, vol.7, issue.6, pp.551-557, 2002. ,
The objective function of partial least squares regression, Journal of chemometrics, vol.12, issue.1, pp.41-54, 1998. ,
Correlated Component Regression: A Prediction/Classification Methodology for Possibly Many Features, Proceedings of the American Statistical Association, 2010. ,