The expected Euler characteristic approximation to excursion probabilities of Gaussian vector fields
Let {(X(t),Y(s)):t∈T,s∈S} be an R2-valued, centered, unit-variance smooth Gaussian vector field, where T and S are compact rectangles in the Euclidean space. It is shown that, as u→∞, the joint excursion probability P{supt∈TX(t)≥u,sups∈SY(s)≥u} can be approximated by E{χ(Au)}, the expected Euler characteristic of the excursion set Au={(t,s)∈T×S:X(t)≥u,Y(s)≥u}, such that the error is super-exponentially small. This verifies the expected Euler characteristic heuristic (cf. Taylor, Takemura and Alder (2005), Alder and Taylor (2007)) for a large class of smooth Gaussian vector fields.
Authors
- Dan Cheng (ORCID: https://orcid.org/0000-0002-0589-0167)
- Yimin Xiao (ORCID: https://orcid.org/0000-0002-9474-1605)
Institutions
- Arizona State University (US)
- Michigan State University (US)
Publication Details
- Journal
- The Annals of Applied Probability
- Published
- 2024-12-01
- DOI
- https://doi.org/10.1214/24-aap2102
- Primary Topic
- Stochastic processes and financial applications
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- National Science Foundation