These proceedings contain both general expository papers and research announcements in several active areas of probability and statistics. A large range of topics is covered from theory (Sobolev inequalities and heat semigroup, Brownian motions, white noise analysis, geometrical structure of statistical experiments) to applications (simulated annealing, ARMA models).