WorldCat Identities

Lugosi, Gábor

Overview
Works: 42 works in 174 publications in 2 languages and 2,900 library holdings
Genres: Conference papers and proceedings 
Roles: Editor, Author, Thesis advisor, Other, Opponent, Honoree, 958
Classifications: Q327, 003.52015192
Publication Timeline
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Most widely held works by Gábor Lugosi
A probabilistic theory of pattern recognition by Luc Devroye( Book )

19 editions published between 1995 and 2008 in English and held by 453 WorldCat member libraries worldwide

Wherever possible, distribution-free properties and inequalities are derived. A substantial portion of the results or the analysis is new. Over 430 problems and exercises complement the material
Prediction, learning, and games by Nicolò Cesa-Bianchi( Book )

15 editions published between 2006 and 2010 in English and held by 317 WorldCat member libraries worldwide

This text and reference for researchers and students in machine learning, game theory, statistics and information theory offers a comprehensive treatment of the problem of predicting individual sequences
Combinatorial methods in density estimation by Luc Devroye( Book )

15 editions published between 2000 and 2001 in English and held by 300 WorldCat member libraries worldwide

Density estimation has evolved enormously since the days of bar plots and histograms, but researchers and users are still struggling with the problem of the selection of the bin widths. This text explores a new paradigm for the data-based or automatic selection of the free parameters of density estimates in general so that the expected error is within a given constant multiple of the best possible error. The paradigm can be used in nearly all density estimates and for most model selection problems, both parametric and nonparametric. It is the first book on this topic. The text is intended for first-year graduate students in statistics and learning theory, and offers a host of opportunities for further research and thesis topics. Each chapter corresponds roughly to one lecture, and is supplemented with many classroom exercises. A one year course in probability theory at the level of Feller's Volume 1 should be more than adequate preparation. Gabor Lugosi is Professor at Universitat Pompeu Fabra in Barcelona, and Luc Debroye is Professor at McGill University in Montreal. In 1996, the authors, together with Lászlo Györfi, published the successful text, A Probabilistic Theory of Pattern Recognition with Springer-Verlag. Both authors have made many contributions in the area of nonparametric estimation
Concentration inequalities : a nonasymptotic theory of independence by Stéphane Boucheron( Book )

22 editions published between 2013 and 2016 in English and held by 206 WorldCat member libraries worldwide

Describes the interplay between the probabilistic structure (independence) and a variety of tools ranging from functional inequalities to transportation arguments to information theory. Applications to the study of empirical processes, random projections, random matrix theory, and threshold phenomena are also presented
Learning theory : 19th Annual Conference on Learning Theory, COLT 2006, Pittsburgh, PA, USA, June 22-25, 2006 : proceedings by Gábor Lugosi( Book )

16 editions published in 2006 in English and held by 153 WorldCat member libraries worldwide

Algorithmic Learning Theory : 20th International Conference, ALT 2009, Porto, Portugal, October 3-5, 2009. Proceedings by Ricard Gavaldà( )

7 editions published in 2009 in English and Undetermined and held by 37 WorldCat member libraries worldwide

This book constitutes the refereed proceedings of the 20th International Conference on Algorithmic Learning Theory, ALT 2009, held in Porto, Portugal, in October 2009, co-located with the 12th International Conference on Discovery Science, DS 2009. The 26 revised full papers presented together with the abstracts of 5 invited talks were carefully reviewed and selected from 60 submissions. The papers are divided into topical sections of papers on online learning, learning graphs, active learning and query learning, statistical learning, inductive inference, and semisupervised and unsupervised learning. The volume also contains abstracts of the invited talks: Sanjoy Dasgupta, The Two Faces of Active Learning; Hector Geffner, Inference and Learning in Planning; Jiawei Han, Mining Heterogeneous; Information Networks By Exploring the Power of Links, Yishay Mansour, Learning and Domain Adaptation; Fernando C.N. Pereira, Learning on the Web
Algorithmic learning theory : (ALT 2009) by 2009, Porto> ALT. <20( Book )

4 editions published in 2011 in English and Undetermined and held by 7 WorldCat member libraries worldwide

Strong minimax lower bounds for learning by András Antos( Book )

3 editions published in 1997 in English and held by 4 WorldCat member libraries worldwide

Minimax lower bounds for the two-armed bandit problem by Sanjeev Kulkarni( Book )

3 editions published in 1997 in English and held by 4 WorldCat member libraries worldwide

A data-dependent skeleton estimate and a scale-sensitive dimension for classification by Márta Horváth( Book )

5 editions published between 1996 and 1997 in English and held by 4 WorldCat member libraries worldwide

The minimax distortion redundancy in empirical quantizer design by Peter Bartlett( Book )

3 editions published in 1997 in English and held by 4 WorldCat member libraries worldwide

Learning theory : 19th Annual Conference on Learning Theory, COLT 2006, Pittsburgh, PA, USA, June 22-25, 2006 ; proceedings( Visual )

1 edition published in 2006 in English and held by 3 WorldCat member libraries worldwide

Learning Theory (vol. # 4005) by Hans Ulrich Simon( Book )

7 editions published in 2006 in English and Undetermined and held by 3 WorldCat member libraries worldwide

A simple randomized algorithm for consistent sequential prediction of ergodic time series by László Györfi( Book )

3 editions published in 1998 in English and held by 3 WorldCat member libraries worldwide

A sharp concentration inequality with applications by Stéphane Boucheron( Book )

4 editions published in 1999 in English and held by 2 WorldCat member libraries worldwide

On prediction of individual sequences by Nicolò Cesa-Bianchi( Book )

3 editions published in 1998 in English and held by 2 WorldCat member libraries worldwide

Estimation robuste pour des distributions à queue lourde by Emilien Joly( )

1 edition published in 2015 in French and held by 2 WorldCat member libraries worldwide

Nous nous intéressons à estimer la moyenne d'une variable aléatoire de loi à queue lourde. Nous adoptons une approche plus robuste que la moyenne empirique classique communément utilisée. L'objectif est de développer des inégalités de concentration de type sous-gaussien sur l'erreur d'estimation. En d'autres termes, nous cherchons à garantir une forte concentration sous une hypothèse plus faible que la bornitude : une variance finie. Deux estimateurs de la moyenne pour une loi à support réel sont invoqués et leurs résultats de concentration sont rappelés. Plusieurs adaptations en dimension supérieure sont envisagées. L'utilisation appropriée de ces estimateurs nous permet d'introduire une nouvelle technique de minimisation du risque empirique pour des variables aléatoires à queue lourde. Quelques applications de cette technique sont développées. Nous appuyons ces résultats sur des simulations sur des jeux de données simulées. Dans un troisième temps, nous étudions un problème d'estimation multivarié dans le cadre des U-statistiques où les estimateurs précédents offrent, là aussi, une généralisation naturelle d'estimateurs présents dans la littérature
Worst-case bounds for the logarithmic loss of predictors by Nicolò Cesa-Bianchi( Book )

3 editions published in 1999 in English and held by 1 WorldCat member library worldwide

A note on robust detection by Luc Devroye( Book )

3 editions published in 2000 in English and held by 1 WorldCat member library worldwide

Almost sure testability of classes of densities by Luc Devroye( Book )

3 editions published in 1999 in English and held by 1 WorldCat member library worldwide

 
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A probabilistic theory of pattern recognition
Alternative Names
Lugosi, G.

Lugosi, G. 1964-

Lugosi, Gabor

Languages
English (136)

French (1)

Covers
Prediction, learning, and gamesCombinatorial methods in density estimationLearning theory : 19th Annual Conference on Learning Theory, COLT 2006, Pittsburgh, PA, USA, June 22-25, 2006 : proceedingsAlgorithmic Learning Theory : 20th International Conference, ALT 2009, Porto, Portugal, October 3-5, 2009. ProceedingsLearning theory : 19th Annual Conference on Learning Theory, COLT 2006, Pittsburgh, PA, USA, June 22-25, 2006 ; proceedingsLearning Theory (vol. # 4005)