Expected number of nodal components for cut-off fractional Gaussian fields
Alejandro Rivera (IF)

TL;DR
This paper investigates the asymptotic behavior of the number of nodal components of fractional Gaussian fields on Riemannian manifolds, revealing different regimes depending on the parameter s relative to the dimension n.
Contribution
It provides precise asymptotic formulas for the expected number of nodal components of fractional Gaussian fields, including critical and supercritical cases, and bounds for topological invariants.
Findings
For s<n/2, the expected number of nodal components scales as L^{n/2}.
At s=n/2, the expectation involves a logarithmic correction.
For s>n/2, the variance of the field converges, indicating non-universal behavior.
Abstract
Let be a closed Riemmanian manifold of dimension . Let be the Laplacian on , and let be an -orthonormal and dense family of Laplace eigenfunctions with respective eigenvalues . We assume that is non-decreasing and that the are real-valued. Let be a sequence of iid random variables. For each and , possibly negative, set\[f^s\_L=\sum\_{0<\lambda\_j\leq L}\lambda\_j^{-\frac{s}{2}}\xi\_je\_j\, .\]Then, is almost surely regular on its zero set. Let be the number of connected components of its zero set. If , then we deduce that there exists such that in and almost surely. In particular, . On the…
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
