Jean-Yves AUDIBERT
audibertjy _a_t_ gmail.com
Publications
Enseignements
Dernières affiliations académiques
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
SIERRA
Project (INRIA/ENS/CNRS)
Affiliation actuelle: Capital Fund Management
Academic 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: exploration-exploitation
trade-off, stochastic and adversarial bandit problems, policies based
on upper
confidence bounds, online learning , optimism in face of uncertainty
Computer Vision: object detection
and recognition, image segmentation, video analysis, content-based
image
retrievals