Jean-Yves AUDIBERT
audibert _a_t_ imagine.enpc.fr
+33 1 64 15 21 73
Publications
Curriculum Vitae
Teaching 2009-2010
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)
Research topics
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