The End of Theory: The Data Deluge Makes the Scientific Method Obsolete, 2008. ,
Counterfactual Reasoning and Learning Systems: The Example of Computational Advertising, Journal of Machine Learning Research, vol.14, pp.3207-3260, 2013. ,
, Stacked Regressions. Machine Learning, vol.24, pp.49-64, 1996.
Statistical Modeling: The Two Cultures, Statistical Science, vol.16, pp.199-231, 2001. ,
Comparing Bayes Model Averaging and Stacking When ModelApproximation Error Cannot be Ignored, Journal of Machine Learning Research, vol.4, pp.683-712, 2003. ,
50 years of Data Science, Tukey Centennial workshop, 2015. ,
Variable importance in regression models, WIREs Computational Statistics, vol.7, pp.137-152, 2015. ,
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
Training data scientists: a few challenges, International Journal of Data Science and Analytics, vol.6, issue.3, pp.201-204, 2018. ,
URL : https://hal.archives-ouvertes.fr/hal-02470032
To explain or to predict?, Statistical Science, vol.25, pp.289-310, 2010. ,
Estimation of Dependences Based on Empirical Data, 2006. ,
Big Data: New Tricks for Econometrics, Journal of Economic Perspectives, vol.28, pp.3-28, 2014. ,
Causal inference in economics and marketing, vol.113, pp.7310-7315, 2016. ,
Using Explained Variance Allocation to analyse Importance of Predictors, 16 th ASMDA conference proceedings, pp.1043-1054, 2015. ,