H. Akaike, Information theory and an extension of the maximum likelihood principle, pp.267-281, 1973.

A. A. Balkema and L. De-haan, Residual life time at great age, Ann. Probability, vol.2, pp.792-804, 1974.

O. Barndorff-nielsen, Information and exponential families in statistical theory, Series in Probability and Mathematical Statistics, 1978.

J. Beirlant, Y. Goegebeur, J. Teugels, and J. Segers, Statistics of extremes. Wiley Series in Probability and Statistics, 2004.

L. Bertotti and L. Cavaleri, Analysis of the voyager storm, vol.35, pp.1-5, 2008.

M. Bland, An introduction to medical statistics, vol.96, p.82, 2010.

S. Boucheron and M. Thomas, Tail index estimation, concentration and adaptivity, Electron. J. Stat, vol.9, issue.2, pp.2751-2792, 2015.
DOI : 10.1214/15-ejs1088

URL : https://hal.archives-ouvertes.fr/hal-01263286

T. Buishand, Bivariate extreme-value data and the station-year method, Journal of Hydrology, vol.69, issue.1, pp.77-95, 1984.
DOI : 10.1016/0022-1694(84)90157-4

T. A. Buishand, L. De-haan, and C. Zhou, On spatial extremes: with application to a rainfall problem, Ann. Appl. Stat, vol.2, issue.2, pp.624-642, 2008.
DOI : 10.1214/08-aoas159

URL : https://doi.org/10.1214/08-aoas159

A. Butler, J. E. Heffernan, J. A. Tawn, and R. A. Flather, Trend estimation in extremes of synthetic North Sea surges, J. Roy. Statist. Soc. Ser. C, vol.56, issue.4, pp.395-414, 2007.

F. Caeiro and M. I. Gomes, Semi-parametric tail inference through probability-weighted moments, J. Statist. Plann. Inference, vol.141, issue.2, pp.937-950, 2011.
DOI : 10.1016/j.jspi.2010.08.015

J. J. Cai, A. Fougères, and C. Mercadier, Environmental data: multivariate extreme value theory in practice, J. SFdS, vol.154, issue.2, pp.178-199, 2013.
URL : https://hal.archives-ouvertes.fr/hal-00868003

P. Capéraà and A. Fougères, Estimation of a bivariate extreme value distribution, Extremes, vol.3, issue.4, pp.311-329, 2000.

P. Capéraà and C. Genest, Spearman's ? is larger than Kendall's ? for positively dependent random variables, J. Nonparametr. Statist, vol.2, issue.2, pp.183-194, 1993.

S. Coles, An introduction to statistical modeling of extreme values, Springer Series in Statistics, 2001.

S. Coles and L. Pericchi, Anticipating catastrophes through extreme value modelling, J. Roy. Statist. Soc. Ser. C, vol.52, issue.4, pp.405-416, 2003.
DOI : 10.1111/1467-9876.00413

A. C. Davison and R. L. Smith, Models for exceedances over high thresholds, J. Roy. Statist. Soc. Ser. B, vol.52, issue.3, pp.393-442, 1990.
DOI : 10.1111/j.2517-6161.1990.tb01796.x

L. De-haan and A. Ferreira, Extreme value theory, Springer Series in Operations Research and Financial Engineering, 2006.

L. De-haan, A. Klein-tank, and C. Neves, On tail trend detection: modeling relative risk, Extremes, vol.18, issue.2, pp.141-178, 2015.

L. De-haan and S. I. Resnick, Limit theory for multivariate sample extremes, Z. Wahrscheinlichkeitstheorie und Verw. Gebiete, vol.40, issue.4, pp.317-337, 1977.

C. Dombry and A. Ferreira, Maximum likelihood estimators based on the block maxima method, 2017.
URL : https://hal.archives-ouvertes.fr/hal-00780279

H. Drees and H. Rootzén, Limit theorems for empirical processes of cluster functionals, Ann. Statist, vol.38, issue.4, pp.2145-2186, 2010.

B. Efron, Bootstrap methods: another look at the jackknife, Ann. Statist, vol.7, issue.1, pp.1-26, 1979.

B. Efron and R. Tibshirani, Bootstrap methods for standard errors, confidence intervals, and other measures of statistical accuracy, Statist. Sci, vol.1, issue.1, pp.54-77, 1986.

J. H. Einmahl, L. De-haan, and C. Zhou, Statistics of heteroscedastic extremes, J. R. Stat. Soc. Ser. B. Stat. Methodol, vol.78, issue.1, pp.31-51, 2016.

P. Embrechts, C. M. Goldie, and N. Veraverbeke, Subexponentiality and infinite divisibility, Z. Wahrsch. Verw. Gebiete, vol.49, issue.3, pp.335-347, 1979.
DOI : 10.1007/bf00535504

P. Embrechts, C. Klüppelberg, and T. Mikosch, Modelling extremal events, Applications of Mathematics, vol.33, 1997.
DOI : 10.1007/978-3-642-33483-2

L. Fawcett and D. Walshaw, Estimating return levels from serially dependent extremes, Environmetrics, vol.23, issue.3, pp.272-283, 2012.
DOI : 10.1002/env.2133

R. A. Fisher and L. H. Tippett, Limiting forms of the frequency distribution of the largest or smallest member of a sample, Mathematical Proceedings of the Cambridge Philosophical Society, vol.24, pp.180-190, 1928.

E. Gilleland and R. W. Katz, New software to analyze how extremes change over time, Transactions American Geophysical Union, vol.92, issue.2, pp.13-14, 2011.
DOI : 10.1029/2011eo020001

URL : https://agupubs.onlinelibrary.wiley.com/doi/pdf/10.1029/2011EO020001

E. Gilleland and R. W. Katz, extRemes 2.0: An extreme value analysis package in R, Journal of Statistical Software, vol.72, issue.8, pp.1-39, 2016.

B. Gnedenko, Sur la distribution limite du terme maximum d'une série aléatoire, Ann. of Math, vol.44, issue.2, pp.423-453, 1943.

J. A. Greenwood, J. M. Landwehr, N. C. Matalas, W. , and J. R. , Probability weighted moments: Definition and relation to parameters of several distributions expressable in inverse form, Water Resources Research, vol.15, issue.5, pp.1049-1054, 1979.

P. Y. Groisman, R. W. Knight, D. R. Easterling, T. R. Karl, G. C. Hegerl et al., Trends in intense precipitation in the climate record, Journal of Climate, vol.18, issue.9, pp.1326-1350, 2005.

E. J. Gumbel, Statistics of extremes, 1958.

G. Hassan, The national wind atlas of lebanon, 2011.

K. W. Hipel and A. I. Mcleod, Time series modelling of water resources and environmental systems, 1994.

T. Hsing, On tail index estimation using dependent data, Ann. Statist, vol.19, issue.3, pp.1547-1569, 1991.

G. James, D. Witten, T. Hastie, and R. Tibshirani, An introduction to statistical learning, Springer Texts in Statistics, vol.103, 2013.

P. Jaworski, F. Durante, W. Härdle, R. , and T. , Copula theory and its applications, Lecture Notes in Statistics-Proceedings, vol.198, 2010.

A. Jenkinson, Statistics of extremes. Estimation of Maximum Flood, vol.98, pp.183-227, 1969.

H. Joe, Parametric families of multivariate distributions with given margins, J. Multivariate Anal, vol.46, issue.2, pp.262-282, 1993.

P. Jonathan, K. Ewans, R. , and D. , Joint modelling of extreme ocean environments incorporating covariate effects, Coastal Engineering, vol.79, pp.22-31, 2013.

P. Jonathan, J. Flynn, and K. Ewans, Joint modelling of wave spectral parameters for extreme sea states, Ocean Engineering, vol.37, issue.11, pp.1070-1080, 2010.

N. Kabbara, Wind and wave data analysis for the lebanese coastal areapreliminary results, 2005.

M. Kendall and A. Stuart, Handbook of statistics, 1979.

G. Kitagawa and S. Konishi, Bias and variance reduction techniques for bootstrap information criteria, Ann. Inst. Statist. Math, vol.62, issue.1, pp.209-234, 2010.

C. Klüppelberg and J. Zhang, Time-consistency of risk measures with GARCH volatilities and their estimation, Stat. Risk Model, vol.32, issue.2, pp.103-124, 2015.

W. H. Kruskal, Ordinal measures of association, J. Amer. Statist. Assoc, vol.53, pp.814-861, 1958.

M. R. Leadbetter, G. Lindgren, R. , and H. , Extremes and related properties of random sequences and processes, Springer Series in Statistics, 1983.

E. L. Lehmann, Nonparametrics: statistical methods based on ranks, With the special assistance of H. J. M. d'Abrera, Holden-Day Series in Probability and Statistics, 1975.

I. Morton and J. Bowers, Extreme value analysis in a multivariate offshore environment, Applied Ocean Research, vol.18, issue.6, pp.303-317, 1996.

R. B. Nelsen, An introduction to copulas, Springer Series in Statistics, 2006.

I. Pickands and J. , Statistical inference using extreme order statistics, Ann. Statist, vol.3, pp.119-131, 1975.

P. Prescott and A. Walden, Maximum likeiihood estimation of the parameters of the three-parameter generalized extreme-value distribution from censored samples, Journal of Statistical Computation and Simulation, vol.16, issue.3-4, pp.241-250, 1983.

P. Prescott and A. T. Walden, Maximum likelihood estimation of the parameters of the generalized extreme-value distribution, Biometrika, vol.67, issue.3, pp.723-724, 1980.

I. Pytharoulis, G. C. Craig, and S. P. Ballard, The hurricane-like mediterranean cyclone of, Meteorological Applications, vol.7, issue.3, pp.261-279, 1995.

S. I. Resnick, Extreme values, regular variation, and point processes, A Series of the Applied Probability Trust, 1987.
DOI : 10.1007/978-0-387-75953-1

S. I. Resnick, Probabilistic and statistical modeling, Springer Series in Operations Research and Financial Engineering, 2007.

M. Ribatet and M. Sedki, Extreme value copulas and max-stable processes, J. SFdS, vol.154, issue.1, pp.138-150, 2013.
URL : https://hal.archives-ouvertes.fr/hal-00863828

V. Seshadri, M. Csorgo, and M. A. Stephens, Tests for the exponential distribution using kolmogorov-type statistics, Journal of the Royal Statistical Society. Series B (Methodological), vol.31, issue.3, pp.499-509, 1969.
DOI : 10.1111/j.2517-6161.1969.tb00809.x

J. Shiau, H. Wang, and C. Tsai, Bivariate frequency analysis of floods using copulas, JAWRA Journal of the American Water Resources Association, vol.42, issue.6, pp.1549-1564, 2006.

A. K. Singh, D. E. Allen, R. , and P. J. , Extreme market risk and extreme value theory, Math. Comput. Simulation, vol.94, pp.310-328, 2013.
DOI : 10.1016/j.matcom.2012.05.010

R. L. Smith, Maximum likelihood estimation in a class of nonregular cases, Biometrika, vol.72, issue.1, pp.67-90, 1985.

R. L. Smith, Estimating tails of probability distributions, Ann. Statist, vol.15, issue.3, pp.1174-1207, 1987.

D. Stekhoven and P. Bühlmann, Missforest?non-parametric missing value imputation for mixed-type data, vol.28, pp.112-120, 2012.

A. M. Tank and G. P. Können, Trends in indices of daily temperature and precipitation extremes in europe, Journal of Climate, vol.16, issue.22, pp.3665-3680, 2003.

J. A. Tawn, Bivariate extreme value theory: models and estimation, Biometrika, vol.75, issue.3, pp.397-415, 1988.

A. W. Van-der-vaart, Asymptotic statistics, of Cambridge Series in Statistical and Probabilistic Mathematics, vol.3, 1998.

E. Vanem, Joint statistical models for significant wave height and wave period in a changing climate, Marine Structures, vol.49, pp.180-205, 2016.

D. Walshaw, Modelling extreme wind speeds in regions prone to hurricanes, J. Roy. Statist. Soc. Ser. C, vol.49, issue.1, pp.51-62, 2000.

S. Yue and P. Rasmussen, Bivariate frequency analysis: discussion of some useful concepts in hydrological application, Hydrological Processes, vol.16, pp.2881-2898, 2002.

C. Zhou, Existence and consistency of the maximum likelihood estimator for the extreme value index, J. Multivariate Anal, vol.100, issue.4, pp.794-815, 2009.

O. Zolina, C. Simmer, K. Belyaev, A. Kapala, G. et al., Improving estimates of heavy and extreme precipitation using daily records from european rain gauges, Journal of Hydrometeorology, vol.10, issue.3, pp.701-716, 2009.