Functional second-order Gaussian Poincaré inequalities

Fuente: arXiv
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Autori principali: Vidotto, Anna, Zheng, Guangqu
Natura: Preprint
Pubblicazione: 2025
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author Vidotto, Anna
Zheng, Guangqu
author_facet Vidotto, Anna
Zheng, Guangqu
contents In this paper, we work in the framework of Hilbert-valued Wiener structures and derive a functional version of the second-order Gaussian Poincaré inequality that leads to abstract bounds for Gaussian process approximation in $d_2$ distance. Our abstract bounds are flexible and can be applied in various examples including functional Breuer-Major central limit theorems, shallow neural networks, and spatial statistics of SPDEs solutions.
format Preprint
id arxiv_https___arxiv_org_abs_2506_13571
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Functional second-order Gaussian Poincaré inequalities
Vidotto, Anna
Zheng, Guangqu
Probability
35Q35, 60F15, 60H30
In this paper, we work in the framework of Hilbert-valued Wiener structures and derive a functional version of the second-order Gaussian Poincaré inequality that leads to abstract bounds for Gaussian process approximation in $d_2$ distance. Our abstract bounds are flexible and can be applied in various examples including functional Breuer-Major central limit theorems, shallow neural networks, and spatial statistics of SPDEs solutions.
title Functional second-order Gaussian Poincaré inequalities
topic Probability
35Q35, 60F15, 60H30
url https://arxiv.org/abs/2506.13571