| A probabilistic theory of pattern recognition L Devroye, L Györfi, G Lugosi Springer Science & Business Media, 2013 | 5718 | 2013 |
| Prediction, learning, and games N Cesa-Bianchi, G Lugosi Cambridge university press, 2006 | 5617 | 2006 |
| Concentration inequalities S Boucheron, G Lugosi, P Massart Summer school on machine learning, 2013 | 5220* | 2013 |
| Benign overfitting in linear regression PL Bartlett, PM Long, G Lugosi, A Tsigler Proceedings of the National Academy of Sciences 117 (48), 30063-30070, 2020 | 1240 | 2020 |
| Combinatorial methods in density estimation L Devroye, G Lugosi Springer Science & Business Media, 2001 | 1125 | 2001 |
| Introduction to statistical learning theory O Bousquet, S Boucheron, G Lugosi Summer school on machine learning, 169-207, 2003 | 928 | 2003 |
| Theory of classification: A survey of some recent advances S Boucheron, O Bousquet, G Lugosi ESAIM: probability and statistics 9, 323-375, 2005 | 908 | 2005 |
| Consistency of random forests and other averaging classifiers. G Biau, L Devroye, G Lugosi Journal of Machine Learning Research 9 (9), 2008 | 877 | 2008 |
| Combinatorial bandits N Cesa-Bianchi, G Lugosi Journal of Computer and System Sciences 78 (5), 1404-1422, 2012 | 593 | 2012 |
| Model selection and error estimation PL Bartlett, S Boucheron, G Lugosi Machine Learning 48 (1), 85-113, 2002 | 519 | 2002 |
| Ranking and Empirical Minimization of U-statistics S Clémençon, G Lugosi, N Vayatis | 474 | 2008 |
| On the strong universal consistency of nearest neighbor regression function estimates L Devroye, L Györfi, A Krzyżak, G Lugosi The annals of Statistics, 1371-1385, 1994 | 450 | 1994 |
| Bandits with heavy tail S Bubeck, N Cesa-Bianchi, G Lugosi IEEE Transactions on Information Theory 59 (11), 7711-7717, 2013 | 390 | 2013 |
| Mean estimation and regression under heavy-tailed distributions: A survey G Lugosi, S Mendelson Foundations of Computational Mathematics 19 (5), 1145-1190, 2019 | 342 | 2019 |
| On the Bayes-risk consistency of regularized boosting methods G Lugosi, N Vayatis The Annals of statistics 32 (1), 30-55, 2004 | 305 | 2004 |
| Concentration inequalities using the entropy method S Boucheron, G Lugosi, P Massart The Annals of Probability 31 (3), 1583-1614, 2003 | 304 | 2003 |
| Regret in online combinatorial optimization JY Audibert, S Bubeck, G Lugosi Mathematics of Operations Research 39 (1), 31-45, 2014 | 291 | 2014 |
| Boltzmann exploration done right N Cesa-Bianchi, C Gentile, G Lugosi, G Neu Advances in neural information processing systems 30, 2017 | 290 | 2017 |
| A sharp concentration inequality with applications S Boucheron, G Lugosi, P Massart Random Structures & Algorithms 16 (3), 277-292, 2000 | 287 | 2000 |
| Consistency of data-driven histogram methods for density estimation and classification G Lugosi, A Nobel The Annals of Statistics 24 (2), 687-706, 1996 | 274 | 1996 |
Luc DevroyeMcGill UniversityVerified email at cs.mcgill.ca
