arXiv Analytics

Sign in

arXiv:1811.08169 [math.PR]AbstractReferencesReviewsResources

A covariance formula for topological events of smooth Gaussian fields

Dmitry Beliaev, Stephen Muirhead, Alejandro Rivera

Published 2018-11-20, updated 2020-05-18Version 2

We derive a covariance formula for the class of `topological events' of smooth Gaussian fields on manifolds; these are events that depend only on the topology of the level sets of the field, for example (i) crossing events for level or excursion sets, (ii) events measurable with respect to the number of connected components of level or excursion sets of a given diffeomorphism class, and (iii) persistence events. As an application of the covariance formula, we derive strong mixing bounds for topological events, as well as lower concentration inequalities for additive topological functionals (e.g. the number of connected components) of the level sets that satisfy a law of large numbers. The covariance formula also gives an alternate justification of the Harris criterion, which conjecturally describes the boundary of the percolation university class for level sets of stationary Gaussian fields. Our work is inspired by a recent paper by Rivera and Vanneuville, in which a correlation inequality was derived for certain topological events on the plane, as well as by an old result of Piterbarg, in which a similar covariance formula was established for finite-dimensional Gaussian vectors.

Comments: 46 pages, 3 figures. Version accepted for publication in Annals of Probability
Categories: math.PR
Subjects: 60G60, 60D05, 60G15
Related articles: Most relevant | Search more
arXiv:2208.04340 [math.PR] (Published 2022-08-08)
Uniqueness of unbounded component for level sets of smooth Gaussian fields
arXiv:1009.4367 [math.PR] (Published 2010-09-22)
On the Excursion Sets of Spherical Gaussian Eigenfunctions
arXiv:1310.5175 [math.PR] (Published 2013-10-18)
On level sets of Gaussian fields