I. T. Jolliffe, N. T. Trendafilov, and M. Uddin, A modified principal component technique based on the lasso, Journal of Computational and Graphical Statistics, vol.12, issue.3, pp.531-547, 2003.

H. Zou, T. Hastie, and R. Tibshirani, Sparse principal component analysis, Journal of computational and graphical statistics, vol.15, issue.2, pp.265-286, 2006.

H. Shen and J. Z. Huang, Sparse principal component analysis via regularized low rank matrix approximation, Journal of multivariate analysis, vol.99, issue.6, pp.1015-1034, 2008.

M. Verbanck, J. Josse, and F. Husson, Regularised PCA to denoise and visualise data, Statistics and Computing, pp.1-16, 2013.
URL : https://hal.archives-ouvertes.fr/hal-00832978

E. D. Schifano, L. Li, D. C. Christiani, and X. Lin, Genome-wide association analysis for multiple continuous secondary phenotypes, American journal of human genetics, vol.92, issue.5, pp.744-759, 2013.

D. Beaton, F. M. Filbey, and H. Abdi, Integrating partial least squares correlation and correspondence analysis for nominal data, Proc. in Mathematics and Statistics, vol.56, pp.81-94, 2013.

A. Bernard, C. Guinot, A. Tenehaus, H. Abdi, and G. Saporta, Sparse principal component analysis for multiblock data and its extension to sparse multiple correspondence analysis, Prep
URL : https://hal.archives-ouvertes.fr/hal-01126171