May 2024 A central limit theorem for the number of excursion set components of Gaussian fields
Dmitry Beliaev, Michael McAuley, Stephen Muirhead
Author Affiliations +
Ann. Probab. 52(3): 882-922 (May 2024). DOI: 10.1214/23-AOP1672

Abstract

For a smooth stationary Gaussian field f on Rd and level R, we consider the number of connected components of the excursion set {f} (or level set {f=}) contained in large domains. The mean of this quantity is known to scale like the volume of the domain under general assumptions on the field. We prove that, assuming sufficient decay of correlations (e.g., the Bargmann–Fock field), a central limit theorem holds with volume-order scaling. Previously, such a result had only been established for “additive” geometric functionals of the excursion/level sets (e.g., the volume or Euler characteristic) using Hermite expansions. Our approach, based on a martingale analysis, is more robust and can be generalised to a wider class of topological functionals. A major ingredient in the proof is a third moment bound on critical points, which is of independent interest.

Funding Statement

The second author was supported by the European Research Council (ERC) Advanced Grant QFPROBA (Grant number 741487) and completed part of this work while affiliated with the School of Mathematics and Statistics at Technological University Dublin.
The third author was supported by the Australian Research Council (ARC) Discovery Early Career Researcher Award DE200101467, and also acknowledges the hospitality of the Statistical Laboratory, University of Cambridge, where part of this work was carried out.

Acknowledgements

The authors thank Naomi Feldheim and Raphaël Lachièze-Rey for referring us to [31] and [33], respectively. We also thank an anonymous referee for referring us to [3], as well as pointing out some omissions in the proof of Theorem 3.4 in a previous version of this manuscript.

Citation

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Dmitry Beliaev. Michael McAuley. Stephen Muirhead. "A central limit theorem for the number of excursion set components of Gaussian fields." Ann. Probab. 52 (3) 882 - 922, May 2024. https://doi.org/10.1214/23-AOP1672

Information

Received: 1 May 2022; Revised: 1 October 2023; Published: May 2024
First available in Project Euclid: 23 April 2024

Digital Object Identifier: 10.1214/23-AOP1672

Subjects:
Primary: 58K05 , 60G15 , 60G60

Keywords: central limit theorem , component count , Excursion sets , Gaussian fields , Level sets

Rights: Copyright © 2024 Institute of Mathematical Statistics

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