Stéphane Girard

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	All	Since 2016
Citations	4454	2037
h-index	39	23
i10-index	102	60

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Charles BouveyronProfessor of Statistics & AI, Chair at Institut 3IA Côte d'Azur, Inria, Université Côte d'AzurVerified email at math.cnrs.fr
Gilles StupflerLecturer, ENSAI RennesVerified email at ensai.fr
Armelle GuillouProfessor in statistics, Strasbourg UniversityVerified email at math.unistra.fr
Mathieu FauvelCESBIO, University of Toulouse, INRA, INPT, INPT-EI PURPANVerified email at inra.fr
Jerome SaraccoENSC, INP- Bordeaux, FranceVerified email at math.u-bordeaux1.fr
Cordelia SchmidResearch director INRIA Verified email at inria.fr
Jonathan El MethniMaître de Conférence à l'Université Paris DescartesVerified email at parisdescartes.fr
Abdelaati DaouiaProfessor (associate) of Mathematics, University of Toulouse CapitoleVerified email at tse-fr.eu
Florence ForbesDirector of Research, INRIA, Grenoble Rhone-AlpesVerified email at inria.fr
Mailys LopesInstitute of ZoologyVerified email at ioz.ac.uk
Lekina AlexandreITE VeDeCoM / IFSTTAR, FranceVerified email at ifsttar.fr
Serge IovleffUniversité Lille 1Verified email at univ-lille1.fr
Teddy FuronINRIA Rennes - IRISAVerified email at inria.fr
Michael E. HouleNational Institute of Informatics, JapanVerified email at nii.ac.jp
Laurent AmsalegCNRSVerified email at irisa.fr
Marie ChaventAssociate Professor of Statistics, University of BordeauxVerified email at u-bordeaux.fr
benoit liquetprofesseur de statistiqueVerified email at uq.edu.au
Julyan ArbelInriaVerified email at inria.fr
David SheerenAssociate Professor, Toulouse INP-ENSAT, Engineering Faculty of Life Sciences, DYNAFOR Lab.Verified email at ensat.fr
Guillaume BOUCHARDUniversity College LondonVerified email at cs.ucl.ac.uk

Stéphane Girard

Inria, France

Verified email at inrialpes.fr - Homepage

extremes classification dimension reduction nonparametric statistics


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High-dimensional data clustering C Bouveyron, S Girard, C Schmid Computational Statistics & Data Analysis 52 (1), 502-519, 2007	344	2007
High-dimensional discriminant analysis C Bouveyron, S Girard, C Schmid Communications in Statistics—Theory and Methods 36 (14), 2607-2623, 2007	136	2007
On kernel smoothing for extremal quantile regression A Daouia, L Gardes, S Girard Bernoulli 19, 2557--2589, 2013	129	2013
Kernel estimators of extreme level curves A Daouia, L Gardes, S Girard, A Lekina Test 20 (2), 311-333, 2011	126	2011
Conditional extremes from heavy-tailed distributions: An application to the estimation of extreme rainfall return levels L Gardes, S Girard Extremes 13 (2), 177-204, 2010	122	2010
Robust supervised classification with mixture models: Learning from data with uncertain labels C Bouveyron, S Girard Pattern Recognition 42 (11), 2649-2658, 2009	118	2009
Symmetry and dependence properties within a semiparametric family of bivariate copulas C Amblard, S Girard Journal of Nonparametric Statistics 14 (6), 715-727, 2002	98	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	95	2008
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	90	2012
Functional nonparametric estimation of conditional extreme quantiles L Gardes, S Girard, A Lekina Journal of Multivariate Analysis 101 (2), 419-433, 2010	89	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	86	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	81*	2009
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	73	2015
A Hill type estimator of the Weibull tail-coefficient S Girard Communications in Statistics-Theory and Methods 33 (2), 205-234, 2004	73	2004
A new extension of bivariate FGM copulas C Amblard, S Girard Metrika 70 (1), 1-17, 2009	70	2009
Nonlinear modeling of scattered multivariate data and its application to shape change B Chalmond, SC Girard IEEE Transactions on Pattern Analysis and Machine Intelligence 21 (5), 422-432, 1999	70	1999
Bias-reduced estimators of the Weibull tail-coefficient J Diebolt, L Gardes, S Girard, A Guillou Test 17 (2), 311-331, 2008	68	2008
Intrinsic dimension estimation by maximum likelihood in isotropic probabilistic PCA C Bouveyron, G Celeux, S Girard Pattern Recognition Letters 32 (14), 1706-1713, 2011	66*	2011
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	62	2017
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	62	2014

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