Seminarium i matematisk statistik Fredagen 1 december, 2000 Anne-Laure FOUGERES Departement de Genie Mathematique et Modelisation Institut National des Sciences Appliquees 135 Avenue de Rangueil 31077 TOULOUSE Cedex 04 FRANCE Title : Estimation of bivariate extreme value distributions. System failures, resistance of materials and hydrological problems such as river floods are but a few examples of areas of applications where extreme value modelling is appropriate and useful. Extreme value models arise as soon as inference for events out of the range of observations is required. In the bivariate context, the problem can be reformulated on the following way: supposing that a bivariate random sample (X_1,Y_1),..., (X_n,Y_n) with unknown distribution is available, how can we estimate the asymptotic behaviour of the sequence of maxima (\max_{i=1,..., n} X_i, \max_{i=1,..., n} Y_i), after a suitable renormalization ? Several threshold methods have been proposed in the literature, but their small-sample behaviours have never been compared. The aim of this talk is to present the different methods, to propose a new estimator, et to provide a comparative study based on Monte Carlo simulations.