M. I. Alves, M. I. Gomes, and L. De-haan, A new class of semi-parametric estimators of the second order parameter, Portugaliae Mathematica, vol.60, pp.193-214, 2003.

J. Beirlant, G. Dierckx, A. Guillou, and C. St?aric?ast?aric?st?aric?a, On exponential representations of log-spacings of extreme order statistics. Extremes, pp.157-180, 2002.

J. Beirlant and Y. Goegebeur, Local polynomial maximum likelihood estimation for Pareto-type distributions, Journal of Multivariate Analysis, vol.89, issue.1, pp.97-118, 2004.
DOI : 10.1016/S0047-259X(03)00125-8

URL : http://doi.org/10.1016/s0047-259x(03)00125-8

B. M. Hill, A Simple General Approach to Inference About the Tail of a Distribution, The Annals of Statistics, vol.3, issue.5, pp.1163-1174, 1975.
DOI : 10.1214/aos/1176343247

M. Kratz and S. Resnick, The QQ-estimator and heavy tails. Stochastic Models, pp.699-724, 1996.
URL : https://hal.archives-ouvertes.fr/hal-00179391

J. Schultze and J. Steinebach, ON LEAST SQUARES ESTIMATES OF AN EXPONENTIAL TAIL COEFFICIENT, Statistics & Risk Modeling, vol.14, issue.4, pp.353-372, 1996.
DOI : 10.1524/strm.1996.14.4.353

C. Stone, Optimal Global Rates of Convergence for Nonparametric Regression, The Annals of Statistics, vol.10, issue.4, pp.1040-1053, 1982.
DOI : 10.1214/aos/1176345969

@. L. Gardes, S. Girard, and A. Lekina, Functional nonparametric estimation of conditional extreme quantiles, Journal of Multivariate Analysis, vol.101, issue.2, pp.419-433, 2010.
DOI : 10.1016/j.jmva.2009.06.007

URL : https://hal.archives-ouvertes.fr/hal-00289996

@. L. Gardes and S. Girard, Conditional extremes from heavy-tailed distributions: an application to the estimation of extreme rainfall return levels, Extremes, vol.73, issue.2, pp.177-204, 2010.
DOI : 10.1007/s10687-010-0100-z

URL : https://hal.archives-ouvertes.fr/hal-00371757

@. A. Daouia, L. Gardes, S. Girard, and A. Lekina, Kernel estimators of extreme level curves, TEST, vol.73, issue.2, pp.311-333, 2011.
DOI : 10.1007/s11749-010-0196-0

URL : https://hal.archives-ouvertes.fr/inria-00393588

@. L. Gardes and S. Girard, Functional kernel estimators of large conditional quantiles, Electronic Journal of Statistics, vol.6, issue.0, pp.1715-1744, 2012.
DOI : 10.1214/12-EJS727

URL : https://hal.archives-ouvertes.fr/hal-00608192

@. A. Daouia, L. Gardes, and S. Girard, On kernel smoothing for extremal quantile regression, Bernoulli, vol.19, issue.5B, pp.2557-2589, 2013.
DOI : 10.3150/12-BEJ466

URL : https://hal.archives-ouvertes.fr/hal-00630726

@. J. Methni, L. Gardes, and S. Girard, Nonparametric estimation of extreme risks from conditional heavy-tailed distributions, Scandinavian Journal of Statistics, 2014.