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
Jonathan El MethniMaître de Conférence à l'Université Grenoble AlpesVerified email at univ-grenoble-alpes.fr
Jerome SaraccoENSC, INP- Bordeaux, FranceVerified email at math.u-bordeaux1.fr
Julyan ArbelInria - Univ. Grenoble AlpesVerified email at inria.fr
Cordelia SchmidResearch director INRIA Verified email at inria.fr
Abdelaati DaouiaProfessor (associate) of Mathematics, Toulouse School of Economics, University of Toulouse CapitoleVerified email at tse-fr.eu
Florence ForbesDirector of Research, INRIA, Grenoble Rhone-AlpesVerified email at inria.fr
Michael AlloucheVerified email at polytechnique.edu
Antoine Usseglio-CarleveAvignon UniversitéVerified email at univ-avignon.fr
Emmanuel GobetEcole PolytechniqueVerified email at polytechnique.edu
Mailys LopesInstitute of ZoologyVerified email at ioz.ac.uk
Lekina AlexandreITE VeDeCoM / IFSTTAR, FranceVerified email at ifsttar.fr
Mariia VladimirovaResearcher, Criteo AI Lab | ex INRIA, ex MIPTVerified email at criteo.com
Teddy FuronINRIA Rennes - IRISAVerified email at inria.fr
Michael E. HouleNew Jersey Institute of TechnologyVerified email at njit.edu
Annie OuinINP - E.N.S. Agronomique de ToulouseVerified email at toulouse-inp.fr
Serge IovleffUTBMVerified email at utbm.fr

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	485	2007
On kernel smoothing for extremal quantile regression A Daouia, L Gardes, S Girard Bernoulli 19, 2557--2589, 2013	171	2013
High-dimensional discriminant analysis C Bouveyron, S Girard, C Schmid Communications in Statistics—Theory and Methods 36 (14), 2607-2623, 2007	170	2007
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	162	2017
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	161	2015
Robust supervised classification with mixture models: Learning from data with uncertain labels C Bouveyron, S Girard Pattern Recognition 42 (11), 2649-2658, 2009	159	2009
Kernel estimators of extreme level curves A Daouia, L Gardes, S Girard, A Lekina Test 20 (2), 311-333, 2011	154	2011
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	147	2010
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	127	2012
Symmetry and dependence properties within a semiparametric family of bivariate copulas C Amblard, S Girard Journal of Nonparametric Statistics 14 (6), 715-727, 2002	125	2002
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	105	2008
Sub‐Weibull distributions: Generalizing sub‐Gaussian and sub‐Exponential properties to heavier tailed distributions M Vladimirova, S Girard, H Nguyen, J Arbel Stat 9 (1), e318, 2020	102	2020
Functional nonparametric estimation of conditional extreme quantiles L Gardes, S Girard, A Lekina Journal of Multivariate Analysis 101 (2), 419-433, 2010	98	2010
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	95	2014
A new extension of bivariate FGM copulas C Amblard, S Girard Metrika 70 (1), 1-17, 2009	95*	2009
A Hill type estimator of the Weibull tail-coefficient S Girard Communications in Statistics-Theory and Methods 33 (2), 205-234, 2004	92	2004
Reference curves based on non‐parametric quantile regression A Gannoun, S Girard, C Guinot, J Saracco Statistics in Medicine 21 (20), 3119-3135, 2002	89	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	87*	2009
Intrinsic dimension estimation by maximum likelihood in isotropic probabilistic PCA C Bouveyron, G Celeux, S Girard Pattern Recognition Letters 32 (14), 1706-1713, 2011	77*	2011
Comparison of Weibull tail-coefficient estimators L Gardes, S Girard RevStat 4 (2), 163-188, 2006	75*	2006

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