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Abstract : We compute the Wassertein-1 (or Kantorovitch-Rubinstein) distance between a random walk in $R^d$ and the Brownian motion. The proof is based on a new estimate of the Lipschitz modulus of the solution of the Stein's equation. As an application, we can evaluate the rate of convergence towards the local time at 0 of the Brownian motion.
L. Coutin, Laurent Decreusefond. Donsker's theorem in {Wasserstein}-1 distance. Electronic Communications in Probability, Institute of Mathematical Statistics (IMS), 2020, 25, pp.1--13. ⟨hal-02098892⟩