Stéphane Girard
Stéphane Girard
Inria, France
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Cited by
Cited by
High-dimensional data clustering
C Bouveyron, S Girard, C Schmid
Computational statistics & data analysis 52 (1), 502-519, 2007
High-dimensional discriminant analysis
C Bouveyron, S Girard, C Schmid
Communications in Statistics—Theory and Methods 36 (14), 2607-2623, 2007
On kernel smoothing for extremal quantile regression
A Daouia, L Gardes, S Girard
Bernoulli 19, 2557--2589, 2013
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
Robust supervised classification with mixture models: Learning from data with uncertain labels
C Bouveyron, S Girard
Pattern Recognition 42 (11), 2649-2658, 2009
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
Kernel estimators of extreme level curves
A Daouia, L Gardes, S Girard, A Lekina
Test 20 (2), 311-333, 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
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
Symmetry and dependence properties within a semiparametric family of bivariate copulas
C Amblard, S Girard
Journal of Nonparametric Statistics 14 (6), 715-727, 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
Functional nonparametric estimation of conditional extreme quantiles
L Gardes, S Girard, A Lekina
Journal of Multivariate Analysis 101 (2), 419-433, 2010
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
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
A new extension of bivariate FGM copulas
C Amblard, S Girard
Metrika 70 (1), 1-17, 2009
A Hill type estimator of the Weibull tail-coefficient
S Girard
Communications in Statistics-Theory and Methods 33 (2), 205-234, 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
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
Intrinsic dimension estimation by maximum likelihood in isotropic probabilistic PCA
C Bouveyron, G Celeux, S Girard
Pattern Recognition Letters 32 (14), 1706-1713, 2011
Comparison of Weibull tail-coefficient estimators
L Gardes, S Girard
RevStat 4 (2), 163-188, 2006
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