Stéphane Girard

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Charles BouveyronProfessor of Statistics & AI, Director of Institut 3IA Côte d'Azur, Inria, Université Côte d'AzurVerified email at inria.fr
Gilles StupflerProfessor of Statistics, University of AngersVerified email at univ-angers.fr
Armelle GuillouProfessor in statistics, Strasbourg UniversityVerified email at math.unistra.fr
Mathieu FauvelCESBIO, University of Toulouse, INRA, INPT, INPT-EI PURPANVerified email at inrae.fr
Jerome SaraccoENSC, INP- Bordeaux, FranceVerified email at math.u-bordeaux1.fr
Jonathan El MethniMaître de Conférence à l'Université Paris CitéVerified email at parisdescartes.fr
Cordelia SchmidResearch director INRIA Verified email at inria.fr
Abdelaati DaouiaProfessor (associate) of Mathematics, University of Toulouse CapitoleVerified email at tse-fr.eu
Julyan ArbelInriaVerified email at inria.fr
Florence ForbesDirector of Research, INRIA, Grenoble Rhone-AlpesVerified email at inria.fr
Mailys LopesInstitute of ZoologyVerified email at ioz.ac.uk
Antoine Usseglio-CarleveAvignon UniversitéVerified email at univ-avignon.fr
Lekina AlexandreITE VeDeCoM / IFSTTAR, FranceVerified email at ifsttar.fr
Teddy FuronINRIA Rennes - IRISAVerified email at inria.fr
Michael E. HoulePrincipal Fellow, School of Computing and Information Systems, University of MelbourneVerified email at unimelb.edu.au
Serge IovleffUTBMVerified email at utbm.fr
Mariia VladimirovaResearcher, Criteo AI Lab | ex INRIA, ex MIPTVerified email at criteo.com
Annie OuinINP - E.N.S. Agronomique de ToulouseVerified email at toulouse-inp.fr
Emmanuel GobetEcole PolytechniqueVerified email at polytechnique.edu
Oussama ChellyMicrosoft AI & IoT Insider Lab EuropeVerified email at microsoft.com

Stéphane Girard

Inria, France

Verified email at inrialpes.fr - Homepage

extreme value theory classification dimension reduction nonparametric statistics


Title Sort by citations Sort by year Sort by title	Cited by Cited by	Year
High-dimensional data clustering C Bouveyron, S Girard, C Schmid Computational statistics & data analysis 52 (1), 502-519, 2007	435	2007
On kernel smoothing for extremal quantile regression A Daouia, L Gardes, S Girard Bernoulli 19, 2557--2589, 2013	169	2013
High-dimensional discriminant analysis C Bouveyron, S Girard, C Schmid Communications in Statistics—Theory and Methods 36 (14), 2607-2623, 2007	163	2007
Kernel estimators of extreme level curves A Daouia, L Gardes, S Girard, A Lekina Test 20 (2), 311-333, 2011	153	2011
Robust supervised classification with mixture models: Learning from data with uncertain labels C Bouveyron, S Girard Pattern Recognition 42 (11), 2649-2658, 2009	148	2009
Conditional extremes from heavy-tailed distributions: An application to the estimation of extreme rainfall return levels L Gardes, S Girard Extremes 13, 177-204, 2010	142	2010
Estimating local intrinsic dimensionality L Amsaleg, O Chelly, T Furon, S Girard, ME Houle, K Kawarabayashi, ... Proceedings of the 21th ACM SIGKDD International Conference on Knowledge …, 2015	136	2015
Estimation of tail risk based on extreme expectiles A Daouia, S Girard, G Stupfler Journal of the Royal Statistical Society, series B 80, 262--292, 2017	120	2017
Symmetry and dependence properties within a semiparametric family of bivariate copulas C Amblard, S Girard Journal of Nonparametric Statistics 14 (6), 715-727, 2002	118	2002
HDclassif: An R package for model-based clustering and discriminant analysis of high-dimensional data L Bergé, C Bouveyron, S Girard Journal of Statistical Software 46 (6), 1--29, 2012	117	2012
A moving window approach for nonparametric estimation of the conditional tail index L Gardes, S Girard Journal of Multivariate Analysis 99 (10), 2368-2388, 2008	103	2008
Functional nonparametric estimation of conditional extreme quantiles L Gardes, S Girard, A Lekina Journal of Multivariate Analysis 101 (2), 419-433, 2010	101	2010
Reference curves based on non‐parametric quantile regression A Gannoun, S Girard, C Guinot, J Saracco Statistics in Medicine 21 (20), 3119-3135, 2002	90	2002
Retrieval of Mars surface physical properties from OMEGA hyperspectral images using Regularized Sliced Inverse Regression. C Bernard-Michel, S Douté, M Fauvel, L Gardes, S Girard Journal of geophysical research 114 (E6), E06005.1-E06005.14, 2009	86*	2009
A new extension of bivariate FGM copulas C Amblard, S Girard Metrika 70 (1), 1-17, 2009	85*	2009
Nonparametric estimation of extreme risk measures from conditional heavy-tailed distributions J El Methni, L Gardes, S Girard Scandinavian Journal of Statistics 41 (4), 988--1012, 2014	82	2014
A Hill type estimator of the Weibull tail-coefficient S Girard Communications in Statistics-Theory and Methods 33 (2), 205-234, 2004	81	2004
Intrinsic dimension estimation by maximum likelihood in isotropic probabilistic PCA C Bouveyron, G Celeux, S Girard Pattern Recognition Letters 32 (14), 1706-1713, 2011	71	2011
Functional kernel estimators of large conditional quantiles L Gardes, S Girard Electronic Journal of Statistics 6, 1715-1744, 2012	70*	2012
Bias-reduced estimators of the Weibull tail-coefficient J Diebolt, L Gardes, S Girard, A Guillou Test 17, 311-331, 2008	70	2008

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