Fluctuations of Level Curves for Time-Dependent Spherical Random Fields
Domenico Marinucci, Maurizia Rossi, Anna Vidotto

TL;DR
This paper studies the fluctuations of level curves in time-dependent isotropic Gaussian spherical random fields, revealing different behaviors under long and short memory assumptions, including dominance of a single chaos component and a CLT for all chaoses.
Contribution
It extends the analysis of geometric functional fluctuations to time-dependent spherical fields, identifying dominant components and establishing CLTs under different memory conditions.
Findings
In long memory, fluctuations are dominated by a single chaos component.
Cancellation points exist where variance is smaller, excluding the nodal case.
In short memory, all chaoses contribute, and a CLT is proved.
Abstract
The investigation of the behaviour for geometric functionals of random fields on manifolds has drawn recently considerable attention. In this paper, we extend this framework by considering fluctuations over time for the level curves of general isotropic Gaussian spherical random fields. We focus on both long and short memory assumptions; in the former case, we show that the fluctuations of -level curves are dominated by a single component, corresponding to a second-order chaos evaluated on a subset of the multipole components for the random field. We prove the existence of cancellation points where the variance is asymptotically of smaller order; these points do not include the nodal case , in marked contrast with recent results on the high-frequency behaviour of nodal lines for random eigenfunctions with no temporal dependence. In the short memory case, we show that all…
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.
Taxonomy
TopicsGeometry and complex manifolds · Geology and Paleoclimatology Research · Tree-ring climate responses
