Jean-Yves AUDIBERT

audibert _a_t_ imagine.enpc.fr
+33 1 64 15 21 73

Publications

Curriculum Vitae

Affiliation

IMAGINE, Ecole  des Ponts ParisTech / CSTB, Université Paris Est
6, avenue Blaise Pascal - Cité Descartes, Champs-sur-Marne, 77455 Marne-la-Vallée cedex 2, FRANCE

WILLOW Project (INRIA/ENS/CNRS)

Nonparametric statistics: aggregation of estimators, model selection, theoretical properties of machine learning procedures, getting round the curse of dimensionality (manifold learning, sparsity, …), kernel machines, data-dependent generalization error bounds, concentration inequalities, oracle inequalities, PAC-Bayesian inequalities

Sequential prediction with limited feedback: exploration-exploitation trade-off, stochastic and adversarial bandit problems, policies based on upper confidence bounds, online learning , optimization in face of incertainty

Computer Vision: object detection and recognition, image segmentation, video analysis, content-based image retrievals