• 
  Niao He, Anatoli B. Juditsky, Arkadii S. Nemirovskii. Mirror Prox Algorithm for Multi-Term Composite Minimization and Semi-Separable Problems. Computational Optimization and Applications, 2015, 61 (2), pp.275-319. ⟨10.1007/s10589-014-9723-3⟩. ⟨hal-01335905⟩
• 
  Zaid Harchaoui, Anatoli B. Juditsky, Arkadii S. Nemirovski. Conditional Gradient Algorithms for Norm-Regularized Smooth Convex Optimization. Mathematical Programming, Series A, 2015, 152 (1-2), pp.75-112. ⟨10.1007/s10107-014-0778-9⟩. ⟨hal-00978368⟩
• 
  Bruce Cox, Anatoli B. Juditsky, Arkadii S. Nemirovski. Dual subgradient algorithms for large-scale nonsmooth learning problems. Mathematical Programming, 2014, 148 (1), pp.143-180. ⟨10.1007/s10107-013-0725-1⟩. ⟨hal-00978358⟩
• 
  Sophie Donnet, Adeline Samson. Using PMCMC in EM algorithm for stochastic mixed models: theoretical and practical issues. Journal de la Société Française de Statistique, 2014, 155 (1), pp.49-72. ⟨hal-00950760v2⟩
• 
  Caroline Bazzoli, Sophie Lambert-Lacroix. A Comparison of Methods for Analysing Logistic Regression Models with both Clinical and Genomic Variables. ERCIM 2014 - 7th International Conference of the ERCIM Working Group on Computational and Methodological Statistics, Dec 2014, Pise, Italy. ⟨hal-01905592⟩
• 
  Chloé Friguet, Frédérique Letué, Vincent Vandewalle. Table ronde : “pourquoi et comment enseigner l’analyse de données massives (big data)”. 47èmes Journées de Statistique de la SFdS, Jun 2015, Lille, France. ⟨hal-01250812⟩
• 
  Zaid Harchaoui, Anatoli B. Juditsky, Arkadi Nemirovski, Dmitry Ostrovsky. Adaptive Recovery of Signals by Convex Optimization. JMLR Workshop and Conference Proceedings, Jul 2015, Paris, France. pp.929-955. ⟨hal-01250215⟩
• 
  Ahmed Kebaier, Jérôme Lelong. Coupling Importance Sampling and Multilevel Monte Carlo using Sample Average Approximation. 2015. ⟨hal-01214840v1⟩
• 
  Kévin Polisano, Marianne Clausel, Valérie Perrier, Laurent Condat. Modélisations de textures par champ gaussien à orientation locale prescrite. GRETSI 2015 - XXVème Colloque francophone de traitement du signal et des images, Sep 2015, Lyon, France. ⟨hal-01133948v2⟩
• 
  Charlotte Dion. Nonparametric estimation in a mixed-effect Ornstein-Uhlenbeck model. 2015. ⟨hal-01023300v4⟩
• 
  Joyce Giacofci. Classification non supervisée et sélection de variables dans les modèles mixtes fonctionnels. Applications à la biologie moléculaire. Mathématiques générales [math.GM]. Université de Grenoble, 2013. Français. ⟨NNT : 2013GRENM025⟩. ⟨tel-00987441v2⟩
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  Anestis Antoniadis, Yannig Goude, Jean-Michel Poggi, Vincent Thouvenot. Sélection de variables dans les modèles additifs avec des estimateurs en plusieurs étapes. [Rapport Technique] Université d'Orsay; EDF R&D; Université Joseph Fourier; Université Cap Town; Université Paris Descartes. 2015. ⟨hal-01116100⟩
• 
  Charlotte Dion, Valentine Genon-Catalot. Bidimensional Random Effect Estimation in Mixed Stochastic Differential Model. 2015. ⟨hal-01103303v1⟩
• 
  Brigitte Bidégaray-Fesquet, Marianne Clausel. Data driven sampling of oscillating signals. Sampling Theory in Signal and Image Processing, 2014, 13 (2), pp.175-187. ⟨10.1007/BF03549578⟩. ⟨hal-00905184v2⟩
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  Federico Zertuche, Celine Helbert, Anestis Antoniadis. Multi-fidelity regression using a non-parametric relationship. MASCOT 2014 - Méthodes d'Analyse Statistique pour les COdes et Traitements numériques, Apr 2014, Zurich, Switzerland. ⟨hal-01096661⟩
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  Maud Delattre, Valentine Genon-Catalot, Adeline Samson. Estimation of population parameters in stochastic differential equations with random effects in the diffusion coefficient. ESAIM: Probability and Statistics, 2015, 19, pp.671-688. ⟨10.1051/ps/2015006⟩. ⟨hal-01056917v2⟩
• 
  Delphine David, Julien Grepat Grépat. Limit Behavior of Shortfall Risk in Incomplete Market with an Untradable Asset. 2014. ⟨hal-01091523⟩
• 
  Agnès Hamon, Marie Tosolini, Bernard Ycart, Frédéric Pont, Jean-Jacques Fournié. Simultaneous growth of two cancer cell lines evidences variability in growth rates. Open Access Medical Statistics, 2014, 4, pp.29-37. ⟨10.2147/OAMS.S68945⟩. ⟨hal-01071766⟩
• 
  Maud Delattre, Valentine Genon-Catalot, Adeline Samson. Estimation of population parameters in stochastic differential equations with random effects in the diffusion coefficient. ESAIM: Probability and Statistics, 2015, 19, pp.671-688. ⟨10.1051/ps/2015006⟩. ⟨hal-01056917v1⟩
• 
  Marianne Clausel, François Roueff, Murad Taqqu. Large scale reduction principle and application to hypothesis testing. Electronic Journal of Statistics , 2015, 9 (1), pp.153-203. ⟨10.1214/15-EJS987⟩. ⟨hal-01030799⟩

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