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Prediction of Quantiles by Statistical Learning and Application to GDP Forecasting Alquier P. et al Dans Discovery Science. 15th International Conference, DS 2012, Lyon, France, October 29-31, 2012, Proceedings - 15th International Conference on Discovery Science, DS 2012,, France (2012) [hal-00777482 - version 1]

Model Selection for Weakly Dependent Time Series Forecasting Alquier P. et al Bernoulli 18, 3 (2012) 883-913 [hal-00717618 - version 1]

Transductive versions of the LASSO and the Dantzig Selector Alquier P. et al Journal of Statistical Planning and Inference 142, 9 (2012) 2485-2500 [hal-00717615 - version 1]

Sparsity Considerations for Dependent Observations Alquier P. et al Electronic Journal of Statistics 5 (2011) 750-774 [hal-00659564 - version 1]

Generalization of L1 Constraints for High Dimensional Regression Problems Alquier P. et al Statistics and Probability Letters 81 (2011) 1760-1765 [hal-00659562 - version 1]

Inverse Problems and High-Dimensional Estimation. Stats in the Chateau Summer School, August 31 - September 4, 2009 Alquier P. et al (2011) xiii-198 p. [hal-00612097 - version 1]

PAC-Bayesian Theorems for Sparse Regression Estimation with Exponential Weights Alquier P. et al Electronic Journal of Statistics 5 (2011) 127-145 [hal-00607297 - version 1]

An algorithm for iterative selection of blocks of features Alquier P. Dans Algorithmic learning theory - 21st International Conference ALT'10, Australie (2010) [hal-00559706 - version 1]

Iterative feature selection and the correlation selector: Oracle inequalities and numerical performances Alquier P. Electronic Journal of Statistics 2 (2008) 1129-1152 [hal-00354923 - version 1]

PAC-Bayesian bounds for randomized empirical risk minimizers Alquier P. Mathematical Methods of Statistics 17, 4 (2008) 279-304 [hal-00354922 - version 1]

Density estimation with quadratic loss: a confidence intervals method Alquier P. ESAIM: Probability and Statistics 12 (2008) 438-463 [hal-00312762 - version 1]

Iterative feature selection in regression estimation Alquier P. Annales de l'Institut Henri Poincare (B) Probability and Statistics 44, 1 (2008) 47-88 [hal-00292055 - version 1]