Stability of the Cut Locus and a Central Limit Theorem for Fr\'echet Means of Riemannian Manifolds
Benjamin Eltzner, Fernando Galaz-Garcia, Stephan F. Huckemann,, Wilderich Tuschmann

TL;DR
This paper establishes a Central Limit Theorem for Fréchet means on closed Riemannian manifolds, clarifying geometric conditions related to the cut locus, with implications for both compact and non-compact cases.
Contribution
It provides a CLT for Fréchet means on Riemannian manifolds and clarifies the geometric stability conditions necessary for the theorem.
Findings
CLT proven for closed Riemannian manifolds under stability conditions
Clarification of geometric meaning of hypotheses in previous CLT work
Stability hypothesis holds for compact manifolds but not necessarily for non-compact ones
Abstract
We obtain a Central Limit Theorem for closed Riemannian manifolds, clarifying along the way the geometric meaning of some of the hypotheses in Bhattacharya and Lin's Omnibus Central Limit Theorem for Fr\'echet means. We obtain our CLT assuming certain stability hypothesis for the cut locus, which always holds when the manifold is compact but may not be satisfied in the non-compact case.
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.
