English

A diffusion process associated with Fr\'{e}chet means

Probability 2015-10-26 v1

Abstract

This paper studies rescaled images, under expμ1\exp^{-1}_{\mu}, of the sample Fr\'{e}chet means of i.i.d. random variables {Xkk1}\{X_k\vert k\geq 1\} with Fr\'{e}chet mean μ\mu on a Riemannian manifold. We show that, with appropriate scaling, these images converge weakly to a diffusion process. Similar to the Euclidean case, this limiting diffusion is a Brownian motion up to a linear transformation. However, in addition to the covariance structure of expμ1(X1)\exp^{-1}_{\mu}(X_1), this linear transformation also depends on the global Riemannian structure of the manifold.

Keywords

Cite

@article{arxiv.1510.06869,
  title  = {A diffusion process associated with Fr\'{e}chet means},
  author = {Huiling Le},
  journal= {arXiv preprint arXiv:1510.06869},
  year   = {2015}
}

Comments

Published at http://dx.doi.org/10.1214/14-AAP1066 in the Annals of Applied Probability (http://www.imstat.org/aap/) by the Institute of Mathematical Statistics (http://www.imstat.org)

R2 v1 2026-06-22T11:27:20.568Z