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A new Berry-Esseen-type estimate in the free central limit theorem

Leonie Neufeld

TL;DR

This work advances rates of convergence in the free central limit theorem by establishing a Berry-Esseen-type bound in the Kolmogorov distance to the Wigner semicircle, expressed via the fourth Lyapunov fraction $L_{4n}$. Leveraging the subordination representation for free additive convolutions and Bai's smoothing inequality, the authors prove that, for any $\varepsilon\in(0,\tfrac{1}{2})$, $\Delta(\mu_{S_n},\omega) \le C_\varepsilon L_{4n}^{\tfrac{1}{2}-\varepsilon}$, with a recursive improvement mechanism that sharpens the rate when $L_{4n}$ is small. In the i.i.d. case, $L_{4n}$ scales as $n^{-1}$, yielding almost optimal rates $\Delta(\mu_{S_n},\omega) \le C_\varepsilon n^{-\tfrac{1}{2}+\varepsilon}$. The results illuminate when the new bound improves upon previous Lyapunov-based rates and extend Berry-Esseen-type convergence to non-identically distributed free sums, broadening the toolkit for quantitative free probability.

Abstract

Using the subordination approach, we provide a new Berry-Esseen-type estimate in the free central limit theorem in terms of the fourth Lyapunov fraction. In the special case of identical distributions, our result implies a rate of order $n^{-1/2 + \varepsilon}$ for any $\varepsilon>0$, thus almost leading to the optimal rate of order $n^{-1/2}$.

A new Berry-Esseen-type estimate in the free central limit theorem

TL;DR

This work advances rates of convergence in the free central limit theorem by establishing a Berry-Esseen-type bound in the Kolmogorov distance to the Wigner semicircle, expressed via the fourth Lyapunov fraction . Leveraging the subordination representation for free additive convolutions and Bai's smoothing inequality, the authors prove that, for any , , with a recursive improvement mechanism that sharpens the rate when is small. In the i.i.d. case, scales as , yielding almost optimal rates . The results illuminate when the new bound improves upon previous Lyapunov-based rates and extend Berry-Esseen-type convergence to non-identically distributed free sums, broadening the toolkit for quantitative free probability.

Abstract

Using the subordination approach, we provide a new Berry-Esseen-type estimate in the free central limit theorem in terms of the fourth Lyapunov fraction. In the special case of identical distributions, our result implies a rate of order for any , thus almost leading to the optimal rate of order .

Paper Structure

This paper contains 10 sections, 5 theorems, 106 equations.

Key Result

Theorem 1.1

Let $(X_i)_{i \in \mathbb{N}}$ be a sequence of free self-adjoint random variables with analytic distributions $(\mu_{X_i})_{i \in \mathbb{N}}$. Assume that each $\mu_{X_i}$ has mean zero, variance $\sigma_i^2>0$, and finite fourth moment $m_4(\mu_{X_i})$. Define and let $\mu_{S_n}$ denote the analytic distribution of $S_n$. Then, for any $\varepsilon \in (0, \frac{1}{2})$, we have for some cons

Theorems & Definitions (6)

  • Theorem 1.1
  • Theorem 2.1
  • Theorem 2.2
  • Theorem 3.1
  • Corollary 3.2
  • proof : Proof of \ref{['main theorem']}