Lectures in Probability and Statistics : Lectures given at the Winter School in Probability and Statistics held in Santiago de Chile Theorie de la robustesse On the behavior of the hydrodynamical limit for stochastic particle systems Topics in advanced time series analysis Martingales with a multidimensional parameter and stochastic integrals in the plane.