Stein's method for Brownian approximations

Motivated by a theorem of Barbour, we revisit some of the classical limit theorems in probability from the viewpoint of the Stein method. We setup the framework to bound Wasserstein distances between some distributions on infinite dimensional spaces. We show that the convergence rate for the Poisson approximation of the Brownian motion is as expected proportional to $\lambda^{-1/2}$ where $\lambda$ is the intensity of the Poisson process. We also exhibit the speed of convergence for the Donsker Theorem and for the linear interpolation of the Brownian motion. By iterating the procedure, we give Edgeworth expansions with precise error bounds.

[1]  D. Feyel,et al.  On Fractional Brownian Processes , 1999 .

[2]  Murad S. Taqqu,et al.  Stein’s method and Normal approximation of Poisson functionals , 2008, 0807.5035.

[3]  L. Decreusefond,et al.  Filtered Brownian motions as weak limit of filtered Poisson processes , 2005 .

[4]  D. Nualart The Malliavin Calculus and Related Topics , 1995 .

[5]  A. Barbour Asymptotic expansions based on smooth functions in the central limit theorem , 1986 .

[6]  C. Villani Optimal Transport: Old and New , 2008 .

[7]  H. Kuo Gaussian Measures in Banach Spaces , 1975 .

[8]  Laurent Decreusefond,et al.  Stochastic Modeling and Analysis of Telecom Networks: Decreusefond/Stochastic Modeling and Analysis of Telecom Networks , 2012 .

[9]  A. Barbour Stein's method for diffusion approximations , 1990 .

[10]  Martin Raič,et al.  Normal Approximation by Stein ’ s Method , 2003 .

[11]  Dudley,et al.  Real Analysis and Probability: Integration , 2002 .

[12]  G. Peccati,et al.  Normal Approximations with Malliavin Calculus: From Stein's Method to Universality , 2012 .

[13]  G. Peccati,et al.  Multi-Dimensional Gaussian Fluctuations on the Poisson Space , 2010, 1004.2175.

[14]  Weak convergence in the Prokhorov metric of methods for stochastic differential equations , 2007, 0707.4466.

[15]  H. Kober ON FRACTIONAL INTEGRALS AND DERIVATIVES , 1940 .

[16]  Upper bounds on Rubinstein distances on configuration spaces and applications , 2008, 0812.3221.

[17]  Nicolas Privault,et al.  Stochastic Analysis in Discrete and Continuous Settings: With Normal Martingales , 2009 .

[18]  Kiyosi Itô,et al.  On the convergence of sums of independent Banach space valued random variables , 1968 .

[19]  S. Brandt,et al.  Special Functions of Mathematical Physics , 2011 .

[20]  B. Simon Trace ideals and their applications , 1979 .

[21]  Hsin-Hung Shih On Steinʼs method for infinite-dimensional Gaussian approximation in abstract Wiener spaces , 2011 .