L. Bel, J. N. Bacro, and C. Lantuéjoul, Assessing extremal dependance of environmental spatial fields, Environmetrics, vol.18, pp.1-20, 2007.

C. M. Bishop, Pattern Recognition and Machine Learning, 2006.

P. Bois, C. Obled, M. Saintignon, and H. Mailloux, Atlas expérimental des risques de pluies intenses (2 ` emé edition) Pôle grenoblois detudes et de recherche pour la prévention des risques naturels, 1997.

T. A. Buishand, L. De-haan, and C. Zhou, On spatial extremes: With application to a rainfall problem, The Annals of Applied Statistics, vol.2, issue.2, pp.624-642, 2008.
DOI : 10.1214/08-AOAS159

V. Chavez-demoulin and A. C. Davison, Generalized additive models for sample extremes, Applied Statistics, vol.54, pp.207-222, 2005.

J. Chiles and P. Delfiner, Geostatistics : Modeling Spatial Uncertainty, 1999.
DOI : 10.1002/9781118136188
URL : https://hal.archives-ouvertes.fr/hal-00795336

G. Christakos, P. Bogaert, and M. L. Serre, Temporal GIS : Advanced Functions for Field-Based Applications, 2002.
DOI : 10.1007/978-3-642-56540-3

S. Coles, An Introduction to Statistical Modeling of Extreme Values, 2001.
DOI : 10.1007/978-1-4471-3675-0

S. Coles and L. R. Pericchi, Anticipating catastrophes through extreme value modelling, Journal of the Royal Statistical Society: Series C (Applied Statistics), vol.4, issue.4, pp.405-416, 2003.
DOI : 10.1111/1467-9876.00413

S. Coles, L. R. Pericchi, and S. Sisson, A fully probabilistic approach to extreme rainfall modeling, Journal of Hydrology, vol.273, issue.1-4, pp.35-50, 2003.
DOI : 10.1016/S0022-1694(02)00353-0

D. Cooley, P. Naveau, and P. Poncet, Variograms for spatial max-stable random fields, Dependence in Probability and Statistics, 2006.
DOI : 10.1007/0-387-36062-X_17

D. Cooley, D. Nychka, and P. Naveau, Bayesian Spatial Modeling of Extreme Precipitation Return Levels, Journal of the American Statistical Association, vol.102, issue.479, pp.824-840, 2007.
DOI : 10.1198/016214506000000780

A. C. Davison and R. L. Smith, Models for exceedances over high thresholds, Journal of the royal statistical society B, vol.52, issue.3, pp.393-442, 1990.

L. De-haan and A. Ferreira, Extreme value theory : an introduction, 2006.
DOI : 10.1007/0-387-34471-3

L. De-haan and T. T. Pereira, Spatial extremes : models for the stationary case. The annals of statistics, pp.146-168, 2006.

C. Gaetan and M. Grigoletto, A hierarchical model for the analysis of spatial rainfall extremes, Journal of Agricultural, Biological, and Environmental Statistics, vol.53, issue.4, pp.434-449, 2007.
DOI : 10.1198/108571107X250193

R. Gençay, F. Selçuk, and A. Ulugülya?ulugülya?gc, EVIM: A Software Package for Extreme Value Analysis in MATLAB, Studies in Nonlinear Dynamics and Econometrics, vol.5, issue.3, pp.213-239, 2001.
DOI : 10.1162/10811820160080103

M. N. Khaliq, T. B. Ouarda, J. Ondo, P. Gachon, and B. Bobée, Frequency analysis of a sequence of dependent and/or non-stationary hydro-meteorological observations: A review, Journal of Hydrology, vol.329, issue.3-4, pp.534-552, 2006.
DOI : 10.1016/j.jhydrol.2006.03.004

T. Lebel, Moyenne spatiale de la pluie sur un bassin versant : estimation optimale, génération stochastique et gradex des valeurs extrmes, Thèse de doctorat, 1984.

I. D. Morton, J. Bowers, and G. Mould, Estimating return period wave heights and wind speeds using a seasonal point process model, Coastal Engineering, vol.31, issue.1-4, pp.305-326, 1997.
DOI : 10.1016/S0378-3839(97)00016-1

T. P. Nguyen, Analyse statistique des valeurs extrêmes de précipitation Application dans la région Cévennes-Vivarais, Thèse de Doctorat, 1993.

F. Parisi and R. Lund, Seasonality and Return Periods of Landfalling Atlantic Basin Hurricanes, Australian <html_ent glyph="@amp;" ascii="&"/> New Zealand Journal of Statistics, vol.42, issue.3, pp.271-282, 2000.
DOI : 10.1111/1467-842X.00127

B. Renard, M. Lang, and P. Bois, Statistical analysis of extreme events in a non-stationary context via a Bayesian framework: case study with peak-over-threshold data, Stochastic Environmental Research and Risk Assessment, vol.248, issue.2, pp.97-112, 2006.
DOI : 10.1007/s00477-006-0047-4

M. Schlather, Models for stationary max-stable random fields, Extremes, vol.5, issue.1, pp.33-44, 2002.
DOI : 10.1023/A:1020977924878

M. Slimani, Etude des pluies de fréquence rare faibles pas de temps sur la région Cévennes-Vivarais : estimation, relation avec le relief et cartographie synthétique, Thèse de doctorat, 1984.

R. L. Smith, Extreme Value Analysis of Environmental Time Series: An Application to Trend Detection in Ground-Level Ozone, Statistical Science, vol.4, issue.4, pp.367-393, 1989.
DOI : 10.1214/ss/1177012400

R. L. Smith, Max-stable processes and spatial extremes. Unpublished manuscript, 1990.