End of Theory : the Data Deluge makes the Scientific Method Obsolete », Wired Magazine, 2008. ,
« Topics in the investigation of linear relations, J. Roy. Stat. Soc, vol.29, pp.1-52, 1967. ,
Analyse des Données, 1972. ,
Sparse principal component analysis for multiblock data and its extension to sparse multiple correspondence analysis, Compstat Proceedings, pp.99-106, 2012. ,
, Counterfactual Reasoning and Learning Systems: The Example of Computational Advertising », vol.14, pp.3207-3260, 2013.
, Stacked Regressions, vol.24, pp.49-64, 1996.
« Statistical modeling: The two cultures, Statistical Science, vol.16, pp.199-215, 2001. ,
« 50 years of Data Science », Tukey Centennial workshop, 2015. ,
« Why data mining is more than statistics write large, 1999. ,
, The Elements of Statistical Learning, 2009.
« The initial examination of data, Journal of the Royal Statistical Society, Series A, vol.148, pp.214-253, 1985. ,
Improving Stacking Methodology for Combining Classifiers; Applications to Cosmetic Industry, Electronic Journal of Applied Statistical Analysis, vol.9, issue.2, pp.340-361, 2016. ,
Models for Understanding versus Models for Prediction, Compstat Proceedings, pp.315-322, 2008. ,
URL : https://hal.archives-ouvertes.fr/hal-01125563
, Probabilités, Analyse des données et statistique, 3 e édition, 2011.
, To explain or to predict? », Statistical Science, vol.25, pp.289-310, 2010.
, La régression PLS, 1998.
Regression shrinkage and selection via the Lasso », Journal of the Royal Statistical Society, Series B, vol.58, pp.267-288, 1996. ,
Estimation of Dependences Based on Empirical Data, 2 e édition, 2006. ,
, Big Data: New Tricks for Econometrics, vol.28, pp.3-28, 2014.
« Stacked Generalization, Neural Networks, vol.5, pp.241-259, 1992. ,