Jean-Yves

Jean-Yves AUDIBERT

audibert _a_t_ imagine.enpc.fr

Publications

Enseignements

Dernières affiliations académiques 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