Edit Profile (opens in new tab) Girard, Stéphane Co-Author Distance Author ID: girard.stephane Published as: Girard, Stéphane; Girard, S.; Girard, Séphane more...less Homepage: http://mistis.inrialpes.fr/people/girard/ External Links: MGP · Google Scholar · dblp Documents Indexed: 106 Publications since 1997, including 5 Additional arXiv Preprints 2 Contributions as Editor Co-Authors: 74 Co-Authors with 97 Joint Publications 1,087 Co-Co-Authors all top 5 Co-Authors 5 single-authored 26 Gardes, Laurent 15 Stupfler, Gilles 11 Guillou, Armelle 7 Daouia, Abdelaati 6 Diebolt, Jean 6 Usseglio-Carleve, Antoine 5 Amblard, Cécile 5 Bouveyron, Charles 5 Deme, El Hadji 5 El Methni, Jonathan 5 Forbes, Florence 5 Mazo, Gildas 4 Allouche, Michaël 4 Arbel, Julyan 4 Nazin, Aleksandr V. 4 Saracco, Jérôme 3 Juditsky, Anatoli B. 3 Menneteau, Ludovic 2 Ahmad, Aboubacrène Ag 2 Bernard-Michel, C. 2 Bouchard, Guillaume 2 Chalmond, Bernard 2 Chiancone, Alessandro 2 Dinten, Jean-Marc 2 Diop, Aliou 2 Durante, Fabrizio 2 Dutfoy, Anne 2 Fabián, Zdeněk 2 Fauvel, Mathieu 2 Garrido, Myriam 2 Gobet, Emmanuel 2 Hermann, Philipp 2 Jordanova, Pavlina Kalcheva 2 Lekina, Alexandre 2 Nguyen, Hien Duy 2 Rivera, Andrés M. 2 Schmid, Cordelia 2 Stehlík, Milan 2 Střelec, Luboš 2 Torres, Sebastián 1 Albert, Clément 1 Amsaleg, Laurent 1 Bousebata, Meryem 1 Carreau, Julie 1 Chanussot, Jocelyn 1 Chavent, Marie 1 Chelly, Oussama 1 Constantin, Alexandre 1 Coudret, Raphaël 1 Crispino, Marta 1 Diallo, Aldiouma 1 Diongue, Abdou Kâ 1 El-Aroui, Mhamed-Ali 1 Enjolras, Geoffroy 1 Furon, Teddy 1 Gannoun, Ali 1 Geffroy, Jean Claude 1 Guinot, Christiane 1 Houle, Michael E. 1 Iovleff, Serge 1 Kawarabayashi, Ken-ichi 1 Kiseľák, Jozef 1 Kuentz-Simonet, Vanessa 1 Liquet, Benoit 1 Lorenzo, Hadrien 1 Louhichi, Sana 1 Moins, Théo 1 Nett, Michael 1 Nguyen, Thi Mong Ngoc 1 Sokhna, Cheikh 1 Soza, Ludy Núñez 1 Sylla, Seydou Nourou 1 Vaičiulis, Marijus 1 Vladimirova, Mariia all top 5 Serials 12 Journal of Multivariate Analysis 8 Journal of Statistical Planning and Inference 7 Extremes 5 Communications in Statistics. Theory and Methods 5 Computational Statistics and Data Analysis 5 Statistics and Computing 4 Scandinavian Journal of Statistics 4 Statistics & Probability Letters 4 Test 4 Journal de la Société Française de Statistique 3 Automation and Remote Control 3 Bernoulli 3 European Series in Applied and Industrial Mathematics (ESAIM): Probability and Statistics 3 Comptes Rendus de l’Académie des Sciences. Série I. Mathématique 3 REVSTAT 3 Electronic Journal of Statistics 3 Dependence Modeling 2 Journal of Econometrics 2 Computational Statistics 2 Journal of Nonparametric Statistics 2 Comptes Rendus. Mathématique. Académie des Sciences, Paris 1 Metrika 1 The Annals of Statistics 1 Biometrics 1 Journal of Computational and Applied Mathematics 1 Insurance Mathematics & Economics 1 Journal of Complexity 1 Pattern Recognition 1 Data Mining and Knowledge Discovery 1 Journal of the Royal Statistical Society. Series B. Statistical Methodology 1 Applied Stochastic Models in Business and Industry 1 Stat all top 5 Fields 99 Statistics (62-XX) 19 Probability theory and stochastic processes (60-XX) 7 Numerical analysis (65-XX) 6 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 4 Computer science (68-XX) 4 Operations research, mathematical programming (90-XX) 2 General and overarching topics; collections (00-XX) 1 Astronomy and astrophysics (85-XX) 1 Geophysics (86-XX) 1 Systems theory; control (93-XX) Publications by Year all cited Publications top 5 cited Publications Citations contained in zbMATH Open 89 Publications have been cited 1,099 times in 548 Documents Cited by ▼ Year ▼ High-dimensional data clustering. Zbl 1452.62433 Bouveyron, C.; Girard, S.; Schmid, C. 86 2007 On kernel smoothing for extremal quantile regression. Zbl 1281.62097 Daouia, Abdelaati; Gardes, Laurent; Girard, Stéphane 68 2013 Kernel estimators of extreme level curves. Zbl 1367.62159 Daouia, Abdelaati; Gardes, Laurent; Girard, Stéphane; Lekina, Alexandre 60 2011 Estimation of tail risk based on extreme expectiles. Zbl 1383.62235 Daouia, Abdelaati; Girard, Stéphane; Stupfler, Gilles 56 2018 Conditional extremes from heavy-tailed distributions: an application to the estimation of extreme rainfall return levels. Zbl 1238.62136 Gardes, Laurent; Girard, Stéphane 42 2010 Symmetry and dependence properties within a semiparametric family of bivariate copulas. Zbl 1019.62046 Amblard, Cécile; Girard, Stéphane 42 2002 A new extension of bivariate FGM copulas. Zbl 1433.62129 Amblard, Cécile; Girard, Stéphane 32 2009 A moving window approach for nonparametric estimation of the conditional tail index. Zbl 1151.62040 Gardes, Laurent; Girard, Stéphane 32 2008 Functional nonparametric estimation of conditional extreme quantiles. Zbl 1178.62055 Gardes, Laurent; Girard, Stéphane; Lekina, Alexandre 29 2010 A Hill type estimator of the Weibull tail-coefficient. Zbl 1066.62052 Girard, Stéphane 29 2004 Tail expectile process and risk assessment. Zbl 1441.62263 Daouia, Abdelaati; Girard, Stéphane; Stupfler, Gilles 27 2020 Extreme M-quantiles as risk measures: from \(L^{1}\) to \(L^{p}\) optimization. Zbl 1442.62106 Daouia, Abdelaati; Girard, Stéphane; Stupfler, Gilles 23 2019 Non-parametric estimation of extreme risk measures from conditional heavy-tailed distributions. Zbl 1305.62199 El Methni, Jonathan; Gardes, Laurent; Girard, Stéphane 23 2014 Bias-reduced estimators of the Weibull tail-coefficient. Zbl 1196.62052 Diebolt, Jean; Gardes, Laurent; Girard, Stéphane; Guillou, Armelle 22 2008 Functional kernel estimators of large conditional quantiles. Zbl 1295.62052 Gardes, Laurent; Girard, Stéphane 22 2012 Comparison of Weibull tail-coefficient estimators. Zbl 1141.62341 Gardes, Laurent; Girard, Stéphane 20 2006 Estimating extreme quantiles of Weibull tail distributions. Zbl 1073.62046 Gardes, Laurent; Girard, Stéphane 19 2005 Estimation of the Weibull tail-coefficient with linear combination of upper order statistics. Zbl 1133.62035 Gardes, Laurent; Girard, Stéphane 18 2008 High-dimensional discriminant analysis. Zbl 1128.62072 Bouveyron, Charles; Girard, Stéphane; Schmid, Cordelia 17 2007 Frontier estimation via kernel regression on high power-transformed data. Zbl 1206.62070 Girard, Stéphane; Jacob, Pierre 16 2008 Quasi-conjugate Bayes estimates for GPD parameters and application to heavy tails modelling. Zbl 1091.62009 Diebolt, Jean; El-Aroui, Mhamed-Ali; Garrido, Myriam; Girard, Stéphane 15 2005 Weibull tail-distributions revisited: A new look at some tail estimators. Zbl 1197.62049 Gardes, Laurent; Girard, Stéphane; Guillou, Armelle 14 2011 Extreme values and kernel estimates of point processes boundaries. Zbl 1154.60330 Girard, Stéphane; Jacob, Pierre 14 2004 Extreme geometric quantiles in a multivariate regular variation framework. Zbl 1328.62306 Girard, Stéphane; Stupfler, Gilles 13 2015 Extreme conditional expectile estimation in heavy-tailed heteroscedastic regression models. Zbl 1486.62141 Girard, Stéphane; Stupfler, Gilles; Usseglio-Carleve, Antoine 13 2021 Bias-reduced extreme quantile estimators of Weibull tail-distributions. Zbl 1250.62024 Diebolt, Jean; Gardes, Laurent; Girard, Stéphane; Guillou, Armelle 12 2008 Marshall-Olkin type copulas generated by a global shock. Zbl 1328.62305 Durante, Fabrizio; Girard, Stéphane; Mazo, Gildas 12 2016 Copulas based on Marshall-Olkin machinery. Zbl 1365.62188 Durante, Fabrizio; Girard, Stéphane; Mazo, Gildas 12 2015 Weak properties and robustness of t-Hill estimators. Zbl 1354.62002 Jordanova, Pavlina; Fabián, Zdeněk; Hermann, Philipp; Střelec, Luboš; Rivera, Andrés; Girard, Stéphane; Torres, Sebastián; Stehlík, Milan 12 2016 Intriguing properties of extreme geometric quantiles. Zbl 1369.62113 Girard, Stéphane; Stupfler, Gilles 11 2017 On the estimation of the second order parameter for heavy-tailed distributions. Zbl 1314.62117 Deme, El Hadji; Gardes, Laurent; Girard, Stéphane 11 2013 Extreme values and Haar series estimates of point processes boundaries. Zbl 1053.62093 Girard, Stéphane; Jacob, Pierre 11 2003 Central limit theorems for smoothed extreme value estimates of Poisson point processes boundaries. Zbl 1094.60039 Girard, Stéphane; Menneteau, Ludovic 11 2005 Projection estimates of point processes boundaries. Zbl 1023.62098 Girard, Stéphane; Jacob, Pierre 11 2003 Robust supervised classification with mixture models: learning from data with uncertain labels. Zbl 1175.68313 Bouveyron, Charles; Girard, Stéphane 10 2009 Reduced-bias estimator of the Proportional Hazard Premium for heavy-tailed distributions. Zbl 1284.62211 Deme, El Hadji; Girard, Stéphane; Guillou, Armelle 10 2013 Sliced inverse regression in reference curves estimation. Zbl 1429.62138 Gannoun, Ali; Girard, Stéphane; Guinot, Christiane; Saracco, Jérôme 10 2004 A class of multivariate copulas based on products of bivariate copulas. Zbl 1329.62271 Mazo, Gildas; Girard, Stéphane; Forbes, Florence 9 2015 Estimation of extreme quantiles from heavy and light tailed distributions. Zbl 1428.62199 El Methni, Jonathan; Gardes, Laurent; Girard, Stéphane; Guillou, Armelle 9 2012 ExpectHill estimation, extreme risk and heavy tails. Zbl 1464.62279 Daouia, Abdelaati; Girard, Stéphane; Stupfler, Gilles 9 2021 A new sliced inverse regression method for multivariate response. Zbl 1506.62049 Coudret, R.; Girard, S.; Saracco, J. 9 2014 Nonparametric extreme conditional expectile estimation. Zbl 07638423 Girard, Stéphane; Stupfler, Gilles; Usseglio-Carleve, Antoine 9 2022 A nonlinear PCA based on manifold approximation. Zbl 0976.62056 Girard, Stéphane 8 2000 Sub-Weibull distributions: generalizing sub-Gaussian and sub-exponential properties to heavier tailed distributions. Zbl 07851202 Vladimirova, Mariia; Girard, Stéphane; Nguyen, Hien; Arbel, Julyan 8 2020 A sliced inverse regression approach for data stream. Zbl 1306.65040 Chavent, Marie; Girard, Stéphane; Kuentz-Simonet, Vanessa; Liquet, Benoit; Nguyen, Thi Mong Ngoc; Saracco, Jérôme 7 2014 On the estimation of the functional Weibull tail-coefficient. Zbl 1334.62094 Gardes, Laurent; Girard, Stéphane 7 2016 A note on sliced inverse regression with regularizations. Zbl 1145.62351 Bernard-Michel, C.; Gardes, L.; Girard, S. 7 2008 Student sliced inverse regression. Zbl 1464.62047 Chiancone, Alessandro; Forbes, Florence; Girard, Stéphane 7 2017 On automatic bias reduction for extreme expectile estimation. Zbl 1495.62010 Girard, Stéphane; Stupfler, Gilles; Usseglio-Carleve, Antoine 7 2022 Kernel discriminant analysis and clustering with parsimonious Gaussian process models. Zbl 1331.62302 Bouveyron, C.; Fauvel, M.; Girard, S. 6 2015 A flexible and tractable class of one-factor copulas. Zbl 1505.62281 Mazo, Gildas; Girard, Stéphane; Forbes, Florence 6 2016 Nonparametric estimation of the conditional tail copula. Zbl 1329.62166 Gardes, Laurent; Girard, Stéphane 6 2015 Frontier estimation with kernel regression on high order moments. Zbl 1277.62111 Girard, Stéphane; Guillou, Armelle; Stupfler, Gilles 6 2013 Estimating an endpoint with high-order moments. Zbl 1284.62298 Girard, Stéphane; Guillou, Armelle; Stupfler, Gilles 6 2012 Reduced-bias estimator of the conditional tail expectation of heavy-tailed distributions. Zbl 1320.62068 Deme, El Hadji; Girard, Stéphane; Guillou, Armelle 6 2015 Kernel estimation of extreme regression risk measures. Zbl 1388.62141 El Methni, Jonathan; Gardes, Laurent; Girard, Stéphane 5 2018 Weighted least-squares inference for multivariate copulas based on dependence coefficients. Zbl 1392.62157 Mazo, Gildas; Girard, Stéphane; Forbes, Florence 5 2015 Consistency of the ET method and smooth variations. Zbl 0934.62048 Girard, Stéphane; Diebolt, Jean 5 1999 \(L_1\)-optimal nonparametric frontier estimation via linear programming. Zbl 1267.62048 Girard, S.; Iouditski, A.; Nazin, A. V. 5 2005 Beyond tail median and conditional tail expectation: extreme risk estimation using tail \(L^p\)-optimization. Zbl 1454.62143 Gardes, Laurent; Girard, Stéphane; Stupfler, Gilles 5 2020 Estimation of extreme quantiles from heavy-tailed distributions in a location-dispersion regression model. Zbl 1460.62065 Ahmad, Aboubacrène Ag; Deme, El Hadji; Diop, Aliou; Girard, Stéphane; Usseglio-Carleve, Antoine 5 2020 Extreme-value-theoretic estimation of local intrinsic dimensionality. Zbl 1428.60071 Amsaleg, Laurent; Chelly, Oussama; Furon, Teddy; Girard, Stéphane; Houle, Michael E.; Kawarabayashi, Ken-ichi; Nett, Michael 4 2018 A semiparametric family of symmetric bivariate copulas. (Une famille semi-paramétrique de copules symétriques bivariées.) Zbl 1012.60015 Amblard, Cécile; Girard, Stéphane 4 2001 On the strong consistency of the kernel estimator of extreme conditional quantiles. Zbl 1331.62228 Girard, Stéphane; Louhichi, Sana 3 2015 A note on the asymptotic normality of the ET method for extreme quantile estimation. Zbl 1116.62316 Diebolt, Jean; Girard, Stéphane 3 2003 Nonparametric frontier estimation by linear programming. Zbl 1062.62057 Bouchard, G.; Girard, S.; Iouditski, A. B.; Nazin, A. V. 3 2004 Advanced topics in sliced inverse regression. Zbl 1493.62306 Girard, Stéphane; Lorenzo, Hadrien; Saracco, Jérôme 3 2022 A refined Weissman estimator for extreme quantiles. Zbl 07730786 Allouche, Michaël; El Methni, Jonathan; Girard, Stéphane 3 2023 Estimating an endpoint with high order moments in the Weibull domain of attraction. Zbl 1471.62354 Girard, Stéphane; Guillou, Armelle; Stupfler, Gilles 3 2012 On the estimation of the variability in the distribution tail. Zbl 1478.62107 Gardes, Laurent; Girard, Stéphane 3 2021 Smoothed extreme value estimators of non-uniform point processes boundaries with application to star-shaped supports estimation. Zbl 1135.62038 Girard, Stéphane; Menneteau, Ludovic 2 2008 Uniform strong consistency of a frontier estimator using kernel regression on high order moments. Zbl 1310.62046 Girard, Stéphane; Guillou, Armelle; Stupfler, Gilles 2 2014 Some linear programming methods for frontier estimation. Zbl 1090.62034 Bouchard, G.; Girard, S.; Iouditski, A.; Nazin, A. 2 2005 Extreme partial least-squares. Zbl 1520.62040 Bousebata, Meryem; Enjolras, Geoffroy; Girard, Stéphane 2 2023 Extreme quantile estimation for Weibull-tail distributions: an overview. (Estimation de quantiles extrêmes pour les lois à queue de type Weibull: une synthése bibliographique.) Zbl 1316.62064 Gardes, Laurent; Girard, Stéphane 1 2013 \(L_{1}\)-optimal linear programming estimator for periodic frontier functions with Hölder continuous derivative. Zbl 1327.93372 Nazin, A. V.; Girard, S. 1 2014 Spatial extreme quantile estimation using a weighted log-likelihood approach. Zbl 1316.62062 Carreau, Julie; Girard, Stéphane 1 2011 Collaborative sliced inverse regression. Zbl 1462.62053 Chiancone, Alessandro; Girard, Stéphane; Chanussot, Jocelyn 1 2017 A \(\Gamma\)-moment approach to monotonic boundary estimation. Zbl 1293.62110 Daouia, Abdelaati; Girard, Stéphane; Guillou, Armelle 1 2014 Transformation of a copula using the associated co-copula. Zbl 1434.62081 Girard, Stéphane 1 2018 Dependence properties and Bayesian inference for asymmetric multivariate copulas. Zbl 1428.62253 Arbel, Julyan; Crispino, Marta; Girard, Stéphane 1 2019 Auto-associative models and generalized principal component analysis. Zbl 1087.62075 Girard, Stéphane; Iovleff, Serge 1 2005 Asymptotic normality of the ET method – application to the ET test. Zbl 1037.62043 Diebolt, Jean; Garrido, Myriam; Girard, Stéphane 1 2003 Asymptotic distribution of a Pickands-type estimator of the extreme-value index. Zbl 1065.62018 Gardes, Laurent; Girard, Stéphane 1 2005 On the asymptotic normality of the \(L_1\)-error for Haar series estimates of Poisson point processes boundaries. Zbl 1116.60334 Girard, Stéphane 1 2004 Position of principal component analysis among auto-associative composite models. Zbl 0910.68054 Girard, Stéphane; Chalmond, Bernard; Dinten, Jean-Marc 1 1998 Asymptotic normality of the \(L_1\)-error of a boundary estimator. Zbl 1096.62048 Geffroy, Jean; Girard, Stéphane; Jacob, Pierre 1 2006 Extreme \(L^p\) -quantile kernel regression. Zbl 07645402 Girard, Stéphane; Stupfler, Gilles; Usseglio-Carleve, Antoine 1 2021 Reparameterization of extreme value framework for improved Bayesian workflow. Zbl 07737941 Moins, Théo; Arbel, Julyan; Girard, Stéphane; Dutfoy, Anne 1 2023 A refined Weissman estimator for extreme quantiles. Zbl 07730786 Allouche, Michaël; El Methni, Jonathan; Girard, Stéphane 3 2023 Extreme partial least-squares. Zbl 1520.62040 Bousebata, Meryem; Enjolras, Geoffroy; Girard, Stéphane 2 2023 Reparameterization of extreme value framework for improved Bayesian workflow. Zbl 07737941 Moins, Théo; Arbel, Julyan; Girard, Stéphane; Dutfoy, Anne 1 2023 Nonparametric extreme conditional expectile estimation. Zbl 07638423 Girard, Stéphane; Stupfler, Gilles; Usseglio-Carleve, Antoine 9 2022 On automatic bias reduction for extreme expectile estimation. Zbl 1495.62010 Girard, Stéphane; Stupfler, Gilles; Usseglio-Carleve, Antoine 7 2022 Advanced topics in sliced inverse regression. Zbl 1493.62306 Girard, Stéphane; Lorenzo, Hadrien; Saracco, Jérôme 3 2022 Extreme conditional expectile estimation in heavy-tailed heteroscedastic regression models. Zbl 1486.62141 Girard, Stéphane; Stupfler, Gilles; Usseglio-Carleve, Antoine 13 2021 ExpectHill estimation, extreme risk and heavy tails. Zbl 1464.62279 Daouia, Abdelaati; Girard, Stéphane; Stupfler, Gilles 9 2021 On the estimation of the variability in the distribution tail. Zbl 1478.62107 Gardes, Laurent; Girard, Stéphane 3 2021 Extreme \(L^p\) -quantile kernel regression. Zbl 07645402 Girard, Stéphane; Stupfler, Gilles; Usseglio-Carleve, Antoine 1 2021 Tail expectile process and risk assessment. Zbl 1441.62263 Daouia, Abdelaati; Girard, Stéphane; Stupfler, Gilles 27 2020 Sub-Weibull distributions: generalizing sub-Gaussian and sub-exponential properties to heavier tailed distributions. Zbl 07851202 Vladimirova, Mariia; Girard, Stéphane; Nguyen, Hien; Arbel, Julyan 8 2020 Beyond tail median and conditional tail expectation: extreme risk estimation using tail \(L^p\)-optimization. Zbl 1454.62143 Gardes, Laurent; Girard, Stéphane; Stupfler, Gilles 5 2020 Estimation of extreme quantiles from heavy-tailed distributions in a location-dispersion regression model. Zbl 1460.62065 Ahmad, Aboubacrène Ag; Deme, El Hadji; Diop, Aliou; Girard, Stéphane; Usseglio-Carleve, Antoine 5 2020 Extreme M-quantiles as risk measures: from \(L^{1}\) to \(L^{p}\) optimization. Zbl 1442.62106 Daouia, Abdelaati; Girard, Stéphane; Stupfler, Gilles 23 2019 Dependence properties and Bayesian inference for asymmetric multivariate copulas. Zbl 1428.62253 Arbel, Julyan; Crispino, Marta; Girard, Stéphane 1 2019 Estimation of tail risk based on extreme expectiles. Zbl 1383.62235 Daouia, Abdelaati; Girard, Stéphane; Stupfler, Gilles 56 2018 Kernel estimation of extreme regression risk measures. Zbl 1388.62141 El Methni, Jonathan; Gardes, Laurent; Girard, Stéphane 5 2018 Extreme-value-theoretic estimation of local intrinsic dimensionality. Zbl 1428.60071 Amsaleg, Laurent; Chelly, Oussama; Furon, Teddy; Girard, Stéphane; Houle, Michael E.; Kawarabayashi, Ken-ichi; Nett, Michael 4 2018 Transformation of a copula using the associated co-copula. Zbl 1434.62081 Girard, Stéphane 1 2018 Intriguing properties of extreme geometric quantiles. Zbl 1369.62113 Girard, Stéphane; Stupfler, Gilles 11 2017 Student sliced inverse regression. Zbl 1464.62047 Chiancone, Alessandro; Forbes, Florence; Girard, Stéphane 7 2017 Collaborative sliced inverse regression. Zbl 1462.62053 Chiancone, Alessandro; Girard, Stéphane; Chanussot, Jocelyn 1 2017 Marshall-Olkin type copulas generated by a global shock. Zbl 1328.62305 Durante, Fabrizio; Girard, Stéphane; Mazo, Gildas 12 2016 Weak properties and robustness of t-Hill estimators. Zbl 1354.62002 Jordanova, Pavlina; Fabián, Zdeněk; Hermann, Philipp; Střelec, Luboš; Rivera, Andrés; Girard, Stéphane; Torres, Sebastián; Stehlík, Milan 12 2016 On the estimation of the functional Weibull tail-coefficient. Zbl 1334.62094 Gardes, Laurent; Girard, Stéphane 7 2016 A flexible and tractable class of one-factor copulas. Zbl 1505.62281 Mazo, Gildas; Girard, Stéphane; Forbes, Florence 6 2016 Extreme geometric quantiles in a multivariate regular variation framework. Zbl 1328.62306 Girard, Stéphane; Stupfler, Gilles 13 2015 Copulas based on Marshall-Olkin machinery. Zbl 1365.62188 Durante, Fabrizio; Girard, Stéphane; Mazo, Gildas 12 2015 A class of multivariate copulas based on products of bivariate copulas. Zbl 1329.62271 Mazo, Gildas; Girard, Stéphane; Forbes, Florence 9 2015 Kernel discriminant analysis and clustering with parsimonious Gaussian process models. Zbl 1331.62302 Bouveyron, C.; Fauvel, M.; Girard, S. 6 2015 Nonparametric estimation of the conditional tail copula. Zbl 1329.62166 Gardes, Laurent; Girard, Stéphane 6 2015 Reduced-bias estimator of the conditional tail expectation of heavy-tailed distributions. Zbl 1320.62068 Deme, El Hadji; Girard, Stéphane; Guillou, Armelle 6 2015 Weighted least-squares inference for multivariate copulas based on dependence coefficients. Zbl 1392.62157 Mazo, Gildas; Girard, Stéphane; Forbes, Florence 5 2015 On the strong consistency of the kernel estimator of extreme conditional quantiles. Zbl 1331.62228 Girard, Stéphane; Louhichi, Sana 3 2015 Non-parametric estimation of extreme risk measures from conditional heavy-tailed distributions. Zbl 1305.62199 El Methni, Jonathan; Gardes, Laurent; Girard, Stéphane 23 2014 A new sliced inverse regression method for multivariate response. Zbl 1506.62049 Coudret, R.; Girard, S.; Saracco, J. 9 2014 A sliced inverse regression approach for data stream. Zbl 1306.65040 Chavent, Marie; Girard, Stéphane; Kuentz-Simonet, Vanessa; Liquet, Benoit; Nguyen, Thi Mong Ngoc; Saracco, Jérôme 7 2014 Uniform strong consistency of a frontier estimator using kernel regression on high order moments. Zbl 1310.62046 Girard, Stéphane; Guillou, Armelle; Stupfler, Gilles 2 2014 \(L_{1}\)-optimal linear programming estimator for periodic frontier functions with Hölder continuous derivative. Zbl 1327.93372 Nazin, A. V.; Girard, S. 1 2014 A \(\Gamma\)-moment approach to monotonic boundary estimation. Zbl 1293.62110 Daouia, Abdelaati; Girard, Stéphane; Guillou, Armelle 1 2014 On kernel smoothing for extremal quantile regression. Zbl 1281.62097 Daouia, Abdelaati; Gardes, Laurent; Girard, Stéphane 68 2013 On the estimation of the second order parameter for heavy-tailed distributions. Zbl 1314.62117 Deme, El Hadji; Gardes, Laurent; Girard, Stéphane 11 2013 Reduced-bias estimator of the Proportional Hazard Premium for heavy-tailed distributions. Zbl 1284.62211 Deme, El Hadji; Girard, Stéphane; Guillou, Armelle 10 2013 Frontier estimation with kernel regression on high order moments. Zbl 1277.62111 Girard, Stéphane; Guillou, Armelle; Stupfler, Gilles 6 2013 Extreme quantile estimation for Weibull-tail distributions: an overview. (Estimation de quantiles extrêmes pour les lois à queue de type Weibull: une synthése bibliographique.) Zbl 1316.62064 Gardes, Laurent; Girard, Stéphane 1 2013 Functional kernel estimators of large conditional quantiles. Zbl 1295.62052 Gardes, Laurent; Girard, Stéphane 22 2012 Estimation of extreme quantiles from heavy and light tailed distributions. Zbl 1428.62199 El Methni, Jonathan; Gardes, Laurent; Girard, Stéphane; Guillou, Armelle 9 2012 Estimating an endpoint with high-order moments. Zbl 1284.62298 Girard, Stéphane; Guillou, Armelle; Stupfler, Gilles 6 2012 Estimating an endpoint with high order moments in the Weibull domain of attraction. Zbl 1471.62354 Girard, Stéphane; Guillou, Armelle; Stupfler, Gilles 3 2012 Kernel estimators of extreme level curves. Zbl 1367.62159 Daouia, Abdelaati; Gardes, Laurent; Girard, Stéphane; Lekina, Alexandre 60 2011 Weibull tail-distributions revisited: A new look at some tail estimators. Zbl 1197.62049 Gardes, Laurent; Girard, Stéphane; Guillou, Armelle 14 2011 Spatial extreme quantile estimation using a weighted log-likelihood approach. Zbl 1316.62062 Carreau, Julie; Girard, Stéphane 1 2011 Conditional extremes from heavy-tailed distributions: an application to the estimation of extreme rainfall return levels. Zbl 1238.62136 Gardes, Laurent; Girard, Stéphane 42 2010 Functional nonparametric estimation of conditional extreme quantiles. Zbl 1178.62055 Gardes, Laurent; Girard, Stéphane; Lekina, Alexandre 29 2010 A new extension of bivariate FGM copulas. Zbl 1433.62129 Amblard, Cécile; Girard, Stéphane 32 2009 Robust supervised classification with mixture models: learning from data with uncertain labels. Zbl 1175.68313 Bouveyron, Charles; Girard, Stéphane 10 2009 A moving window approach for nonparametric estimation of the conditional tail index. Zbl 1151.62040 Gardes, Laurent; Girard, Stéphane 32 2008 Bias-reduced estimators of the Weibull tail-coefficient. Zbl 1196.62052 Diebolt, Jean; Gardes, Laurent; Girard, Stéphane; Guillou, Armelle 22 2008 Estimation of the Weibull tail-coefficient with linear combination of upper order statistics. Zbl 1133.62035 Gardes, Laurent; Girard, Stéphane 18 2008 Frontier estimation via kernel regression on high power-transformed data. Zbl 1206.62070 Girard, Stéphane; Jacob, Pierre 16 2008 Bias-reduced extreme quantile estimators of Weibull tail-distributions. Zbl 1250.62024 Diebolt, Jean; Gardes, Laurent; Girard, Stéphane; Guillou, Armelle 12 2008 A note on sliced inverse regression with regularizations. Zbl 1145.62351 Bernard-Michel, C.; Gardes, L.; Girard, S. 7 2008 Smoothed extreme value estimators of non-uniform point processes boundaries with application to star-shaped supports estimation. Zbl 1135.62038 Girard, Stéphane; Menneteau, Ludovic 2 2008 High-dimensional data clustering. Zbl 1452.62433 Bouveyron, C.; Girard, S.; Schmid, C. 86 2007 High-dimensional discriminant analysis. Zbl 1128.62072 Bouveyron, Charles; Girard, Stéphane; Schmid, Cordelia 17 2007 Comparison of Weibull tail-coefficient estimators. Zbl 1141.62341 Gardes, Laurent; Girard, Stéphane 20 2006 Asymptotic normality of the \(L_1\)-error of a boundary estimator. Zbl 1096.62048 Geffroy, Jean; Girard, Stéphane; Jacob, Pierre 1 2006 Estimating extreme quantiles of Weibull tail distributions. Zbl 1073.62046 Gardes, Laurent; Girard, Stéphane 19 2005 Quasi-conjugate Bayes estimates for GPD parameters and application to heavy tails modelling. Zbl 1091.62009 Diebolt, Jean; El-Aroui, Mhamed-Ali; Garrido, Myriam; Girard, Stéphane 15 2005 Central limit theorems for smoothed extreme value estimates of Poisson point processes boundaries. Zbl 1094.60039 Girard, Stéphane; Menneteau, Ludovic 11 2005 \(L_1\)-optimal nonparametric frontier estimation via linear programming. Zbl 1267.62048 Girard, S.; Iouditski, A.; Nazin, A. V. 5 2005 Some linear programming methods for frontier estimation. Zbl 1090.62034 Bouchard, G.; Girard, S.; Iouditski, A.; Nazin, A. 2 2005 Auto-associative models and generalized principal component analysis. Zbl 1087.62075 Girard, Stéphane; Iovleff, Serge 1 2005 Asymptotic distribution of a Pickands-type estimator of the extreme-value index. Zbl 1065.62018 Gardes, Laurent; Girard, Stéphane 1 2005 A Hill type estimator of the Weibull tail-coefficient. Zbl 1066.62052 Girard, Stéphane 29 2004 Extreme values and kernel estimates of point processes boundaries. Zbl 1154.60330 Girard, Stéphane; Jacob, Pierre 14 2004 Sliced inverse regression in reference curves estimation. Zbl 1429.62138 Gannoun, Ali; Girard, Stéphane; Guinot, Christiane; Saracco, Jérôme 10 2004 Nonparametric frontier estimation by linear programming. Zbl 1062.62057 Bouchard, G.; Girard, S.; Iouditski, A. B.; Nazin, A. V. 3 2004 On the asymptotic normality of the \(L_1\)-error for Haar series estimates of Poisson point processes boundaries. Zbl 1116.60334 Girard, Stéphane 1 2004 Extreme values and Haar series estimates of point processes boundaries. Zbl 1053.62093 Girard, Stéphane; Jacob, Pierre 11 2003 Projection estimates of point processes boundaries. Zbl 1023.62098 Girard, Stéphane; Jacob, Pierre 11 2003 A note on the asymptotic normality of the ET method for extreme quantile estimation. Zbl 1116.62316 Diebolt, Jean; Girard, Stéphane 3 2003 Asymptotic normality of the ET method – application to the ET test. Zbl 1037.62043 Diebolt, Jean; Garrido, Myriam; Girard, Stéphane 1 2003 Symmetry and dependence properties within a semiparametric family of bivariate copulas. Zbl 1019.62046 Amblard, Cécile; Girard, Stéphane 42 2002 A semiparametric family of symmetric bivariate copulas. (Une famille semi-paramétrique de copules symétriques bivariées.) Zbl 1012.60015 Amblard, Cécile; Girard, Stéphane 4 2001 A nonlinear PCA based on manifold approximation. Zbl 0976.62056 Girard, Stéphane 8 2000 Consistency of the ET method and smooth variations. Zbl 0934.62048 Girard, Stéphane; Diebolt, Jean 5 1999 Position of principal component analysis among auto-associative composite models. Zbl 0910.68054 Girard, Stéphane; Chalmond, Bernard; Dinten, Jean-Marc 1 1998 all cited Publications top 5 cited Publications all top 5 Cited by 779 Authors 72 Girard, Stéphane 35 Guillou, Armelle 28 Stupfler, Gilles 26 Gardes, Laurent 25 Goegebeur, Yuri 17 McNicholas, Paul D. 15 Bouveyron, Charles 15 Daouia, Abdelaati 12 Browne, Ryan P. 12 Durante, Fabrizio 12 Usseglio-Carleve, Antoine 8 Forbes, Florence 8 Omladič, Matjaž 7 Mesiar, Radko 7 Saracco, Jérôme 6 Caeiro, Frederico 6 Deme, El Hadji 6 Diop, Aliou 6 Leal de Carvalho Gomes, Maria Ivette 6 Laksaci, Ali 6 Qin, Jing 6 Rodionov, Igor’ Vladimirovich 6 Saminger-Platz, Susanne 5 Arbel, Julyan 5 Barakat, Haroon Mohamed 5 Beirlant, Jan 5 Biernacki, Christophe 5 Chesneau, Christophe 5 de Wet, Tertius 5 Diebolt, Jean 5 El Methni, Jonathan 5 Hall, Peter Gavin 5 Hashorva, Enkelejd 5 He, Fengyang 5 Jacques, Julien 5 Klement, Erich Peter 5 Kolesárová, Anna 5 Li, Deyuan 5 Úbeda-Flores, Manuel 5 Viroli, Cinzia 5 Wang, Huixia Judy 5 Yoshida, Takuma 4 Alawady, Metwally Alsayed 4 Andrews, Jeffrey L. 4 Bouzebda, Salim 4 Di Bernardino, Elena 4 Dupuy, Jean-François 4 Fabián, Zdeněk 4 Kim, Nam-Hwui 4 Košir, Tomaž 4 Ma, Yaolan 4 Mazo, Gildas 4 Montanari, Angela 4 Murphy, Thomas Brendan 4 Osmann, Michael 4 Padoan, Simone A. 4 Peng, Zuoxiang 4 Rullière, Didier 4 Šeliga, Adam 4 Subedi, Sanjeena 4 Tong, Tiejun 4 Worms, Rym 4 Yang, Fan 4 Zhou, Chen 3 Allouche, Michaël 3 Amini-Dehak, Mohammad 3 Aujol, Jean-François 3 Cappozzo, Andrea 3 Chen, Yu 3 Cheng, Yebin 3 Cuadras, Carles M. 3 Dierckx, Goedele 3 Dijoux, Yann 3 Dong, Yuexiao 3 Escobar-Bach, Mikael 3 Fauvel, Mathieu 3 Gijbels, Irène 3 Hertrich, Johannes 3 Ho, Nguyen Khanh Le 3 Huang, Wei 3 Jordanova, Pavlina Kalcheva 3 Kokol-Bukovšek, Damjana 3 Laloë, Thomas 3 Latouche, Pierre 3 Mailhot, Mélina 3 Mao, Tiantian 3 Maume-Deschamps, Véronique 3 Menneteau, Ludovic 3 Nguyen, Hien Duy 3 Paindaveine, Davy 3 Pathak, Ashok Kumar 3 Rodríguez Lallena, José Antonio 3 Selk, Leonie 3 Sharp, Alex 3 Soulier, Philippe 3 Stehlík, Milan 3 Susam, Selim Orhun 3 Vichi, Maurizio 3 Worms, Julien 3 Xiong, Shengwu ...and 679 more Authors all top 5 Cited in 127 Serials 35 Journal of Multivariate Analysis 31 Extremes 29 Computational Statistics and Data Analysis 25 Journal of Statistical Planning and Inference 25 Statistics and Computing 24 Communications in Statistics. Theory and Methods 17 Insurance Mathematics & Economics 17 Advances in Data Analysis and Classification. ADAC 14 Statistics & Probability Letters 12 Bernoulli 12 Electronic Journal of Statistics 11 Scandinavian Journal of Statistics 10 Fuzzy Sets and Systems 9 Statistics 8 The Annals of Statistics 8 Journal of Econometrics 8 Dependence Modeling 7 Information Sciences 7 Journal of Classification 7 Journal of Statistical Theory and Practice 6 The Canadian Journal of Statistics 6 Metrika 6 Annals of the Institute of Statistical Mathematics 6 Journal of the American Statistical Association 6 Journal of Computational and Applied Mathematics 6 Test 6 ASTIN Bulletin 6 Stat 5 Journal of Statistical Computation and Simulation 5 Pattern Recognition 5 Statistical Papers 4 Computational Statistics 3 Econometric Reviews 3 International Journal of Approximate Reasoning 3 Communications in Statistics. Simulation and Computation 3 Mathematical Methods of Statistics 3 Statistica Sinica 3 Journal of Nonparametric Statistics 3 European Series in Applied and Industrial Mathematics (ESAIM): Probability and Statistics 3 Journal of Applied Statistics 3 Methodology and Computing in Applied Probability 3 Scandinavian Actuarial Journal 3 Bulletin of the Malaysian Mathematical Sciences Society. Second Series 3 Comptes Rendus. Mathématique. Académie des Sciences, Paris 3 Journal of the Korean Statistical Society 3 The Annals of Applied Statistics 3 Afrika Statistika 3 Statistics & Risk Modeling 2 Journal of Mathematical Analysis and Applications 2 Lithuanian Mathematical Journal 2 Theory of Probability and its Applications 2 Applied Mathematics and Computation 2 Biometrics 2 Statistica 2 Stochastic Analysis and Applications 2 Applied Mathematical Modelling 2 Automation and Remote Control 2 European Journal of Operational Research 2 Journal of Mathematical Sciences (New York) 2 Doklady Mathematics 2 Australian & New Zealand Journal of Statistics 2 Far East Journal of Theoretical Statistics 2 Econometric Theory 2 Applied Stochastic Models in Business and Industry 2 Brazilian Journal of Probability and Statistics 2 Journal of Machine Learning Research (JMLR) 2 Computational Management Science 2 Statistical Methods and Applications 2 Inverse Problems and Imaging 2 AStA. Advances in Statistical Analysis 2 SIAM Journal on Imaging Sciences 2 Statistics Surveys 2 Journal of Computational and Graphical Statistics 2 Sankhyā. Series A 1 Advances in Applied Probability 1 Artificial Intelligence 1 Inverse Problems 1 Mathematical Methods in the Applied Sciences 1 Problems of Information Transmission 1 International Statistical Review 1 Journal of Applied Probability 1 Kybernetika 1 Metron 1 Results in Mathematics 1 Journal of Time Series Analysis 1 Revista Colombiana de Estadística 1 Bulletin of the Iranian Mathematical Society 1 Statistical Science 1 Annals of Operations Research 1 Neural Computation 1 Applications of Mathematics 1 Annales de l’Institut Henri Poincaré. Probabilités et Statistiques 1 Foundations of Computing and Decision Sciences 1 SIAM Journal on Optimization 1 Applicationes Mathematicae 1 ETNA. 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Statistical Methodology 1 Discrete Dynamics in Nature and Society ...and 27 more Serials all top 5 Cited in 25 Fields 521 Statistics (62-XX) 89 Probability theory and stochastic processes (60-XX) 55 Game theory, economics, finance, and other social and behavioral sciences (91-XX) 29 Numerical analysis (65-XX) 18 Computer science (68-XX) 11 Operations research, mathematical programming (90-XX) 7 Information and communication theory, circuits (94-XX) 5 Biology and other natural sciences (92-XX) 4 Geophysics (86-XX) 3 General and overarching topics; collections (00-XX) 3 Approximations and expansions (41-XX) 2 Real functions (26-XX) 2 General topology (54-XX) 1 Mathematical logic and foundations (03-XX) 1 Linear and multilinear algebra; matrix theory (15-XX) 1 Partial differential equations (35-XX) 1 Dynamical systems and ergodic theory (37-XX) 1 Difference and functional equations (39-XX) 1 Harmonic analysis on Euclidean spaces (42-XX) 1 Functional analysis (46-XX) 1 Operator theory (47-XX) 1 Calculus of variations and optimal control; optimization (49-XX) 1 Manifolds and cell complexes (57-XX) 1 Statistical mechanics, structure of matter (82-XX) 1 Systems theory; control (93-XX) Citations by Year