(s)PLS

Case study

For the PLS1 framework, see here.

For the PLS2 framework, see Case Study: sPLS Liver Toxicity

References
  1. Tenenhaus M. (1998) La régression PLS: théorie et pratique. Paris: Editions Technic.
  2. Wold H. (1966) Estimation of principal components and related models by iterative least squares. In: Krishnaiah, P.R. (editors). Multivariate Analysis. Academic Press, N.Y., pp 391-420.
  3. Wold, S., Sjöström, M., and Eriksson, L. (2001). Pls-regression: a basic tool of chemometrics. Chemometrics and intelligent laboratory systems, 58(2), 109–130.
  4. Lê Cao K.-A., Martin P.G.P., Robert-Granié C. and Besse P. (2009) Sparse canonical methods for biological data integration: application to a cross-platform study. BMC Bioinformatics 10(34).
  5. Lê Cao K.-A., Rossouw D., Robert-Granié C. and Besse P. (2008) A sparse PLS for variable selection when integrating Omics data. Statistical Applications in Genetics and Molecular Biology 7, article 35.