Optimal rates of convergence in the CLT for quadratic forms

Abstract

We prove optimal convergence rates in the central limit theorem for sums in Rk. Assuming a fourth moment, we obtain a Berry-Esseen type bound of O(N-1) for the probability of hitting a ball provided that k ≥ 5. The proof still requires a technical assumption related to the independence of coordinates of sums.