High-dimensional data clustering C Bouveyron, S Girard, C Schmid Computational statistics & data analysis 52 (1), 502-519, 2007 | 481 | 2007 |
High-dimensional discriminant analysis C Bouveyron, S Girard, C Schmid Communications in Statistics—Theory and Methods 36 (14), 2607-2623, 2007 | 170 | 2007 |
On kernel smoothing for extremal quantile regression A Daouia, L Gardes, S Girard Bernoulli 19, 2557--2589, 2013 | 169 | 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 | 158 | 2015 |
Robust supervised classification with mixture models: Learning from data with uncertain labels C Bouveyron, S Girard Pattern Recognition 42 (11), 2649-2658, 2009 | 157 | 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 | 154 | 2017 |
Kernel estimators of extreme level curves A Daouia, L Gardes, S Girard, A Lekina Test 20 (2), 311-333, 2011 | 153 | 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 | 144 | 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 | 126 | 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 |
Functional nonparametric estimation of conditional extreme quantiles L Gardes, S Girard, A Lekina Journal of Multivariate Analysis 101 (2), 419-433, 2010 | 98 | 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 | 96 | 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 | 93 | 2014 |
A new extension of bivariate FGM copulas C Amblard, S Girard Metrika 70 (1), 1-17, 2009 | 92* | 2009 |
A Hill type estimator of the Weibull tail-coefficient S Girard Communications in Statistics-Theory and Methods 33 (2), 205-234, 2004 | 89 | 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 | 76* | 2011 |
Comparison of Weibull tail-coefficient estimators L Gardes, S Girard RevStat 4 (2), 163-188, 2006 | 74* | 2006 |