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Learning Heteroscedastic Models by Convex Programming under Group Sparsity Dalalyan A. S., Hebiri M., Méziani K., Salmon J. Proceedings of the 30 th International Conference on Machine Learning (2013) http://icml.cc/2013/?page_id=43 [hal-00813908 - version 1]

Tight conditions for consistency of variable selection in the context of high dimensionality Comminges L., Dalalyan A. Annals of Statistics 40, 5 (2012) 2667-2696 [hal-00602211 - version 3]

Wilks' phenomenon and penalized likelihood-ratio test for nonparametric curve registration Collier O., Dalalyan A. Journal of machine Learning Research W&CP 22 (2012) 264-272 [hal-00705796 - version 1]

ProDiGe: PRioritization Of Disease Genes with multitask machine learning from positive and unlabeled examples Mordelet F., Vert J.-P. [hal-00594774 - version 1] (2011-05-31)

PAC-Bayesian Bounds for Randomized Empirical Risk Minimizers Alquier P. Mathematical Methods of Statistics 17, 4 (2008) 279-304 [hal-00195698 - version 3]