Stochastic processes occur everywhere in sciences and engineering, and need to be understood by applied mathematicians, engineers and scientists alike. This book introduces the reader gently to the subject. Brownian motions are a stochastic process, central to many applications and easy to treat. The new edition enlarges the existing chapters and offers new full chapters on Wiener Chaos and Iterated Integrals and Brownian Local Times.