A diffusion process associated with Fr\'{e}chet means
Probability
2015-10-26 v1
Abstract
This paper studies rescaled images, under , of the sample Fr\'{e}chet means of i.i.d. random variables with Fr\'{e}chet mean 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 , 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)