Concentration inequalities S Boucheron, G Lugosi, O Bousquet Summer school on machine learning, 208-240, 2003 | 4237 | 2003 |
Theory of classification: A survey of some recent advances S Boucheron, O Bousquet, G Lugosi ESAIM: Probability and Statistics 9 (1), 323-375, 2005 | 839 | 2005 |
Introduction to statistical learning theory O Bousquet, S Boucheron, G Lugosi Summer school on machine learning, 169-207, 2003 | 836 | 2003 |
Model selection and error estimation PL Bartlett, S Boucheron, G Lugosi Machine Learning 48, 85-113, 2002 | 476 | 2002 |
Concentration inequalities using the entropy method S Boucheron, G Lugosi, P Massart The Annals of Probability 31 (3), 1583-1614, 2003 | 280 | 2003 |
A sharp concentration inequality with applications S Boucheron, G Lugosi, P Massart Random Structures & Algorithms 16 (3), 277-292, 2000 | 267 | 2000 |
Moment inequalities for functions of independent random variables S Boucheron, O Bousquet, G Lugosi, P Massart | 205 | 2005 |
Noise injection: Theoretical prospects Y Grandvalet, S Canu, S Boucheron Neural Computation 9 (5), 1093-1108, 1997 | 162 | 1997 |
Optimal error exponents in hidden Markov models order estimation E Gassiat, S Boucheron IEEE Transactions on Information Theory 49 (4), 964-980, 2003 | 88 | 2003 |
Concentration inequalities for order statistics S Boucheron, M Thomas | 83 | 2012 |
Concentration inequalities in the infinite urn scheme for occupancy counts and the missing mass, with applications A Ben-Hamou, S Boucheron, MI Ohannessian | 81 | 2017 |
On concentration of self-bounding functions S Boucheron, G Lugosi, P Massart | 75 | 2009 |
About priority encoding transmission S Boucheron, MR Salamatian IEEE Transactions on Information Theory 46 (2), 699-705, 2000 | 70 | 2000 |
A high-dimensional Wilks phenomenon S Boucheron, P Massart Probability theory and related fields 150 (3), 405-433, 2011 | 65 | 2011 |
A Bernstein-von Mises theorem for discrete probability distributions S Boucheron, E Gassiat | 63 | 2009 |
Coding on countably infinite alphabets S Boucheron, A Garivier, E Gassiat IEEE Transactions on Information Theory 55 (1), 358-373, 2008 | 58 | 2008 |
On the fluctuations of the giant component D Barraez, S Boucheron, W Fernandez De La Vega Combinatorics, Probability and Computing 9 (04), 287-304, 2000 | 40 | 2000 |
Théories formelles de l\'apprentissage: de l\'approche formelle aux enjeux cognitifs S Boucheron Hermès, 1992 | 34* | 1992 |
An information-theoretic perspective on order estimation S Boucheron, E Gassiat Inference in hidden Markov models, 565-600, 2005 | 31* | 2005 |
Tail index estimation, concentration and adaptivity S Boucheron, M Thomas | 29 | 2015 |