A diffusion process associated with Fréchet means

preprint2015arXivOpen access

Abstract

This paper studies rescaled images, under exp⁡μ−1\exp^{-1}_μ, of the sample Fréchet means of i.i.d. random variables {Xk∣k≥1}\{X_k\vert k\geq 1\} with Fréchet mean μμ 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 exp⁡μ−1(X1)\exp^{-1}_μ(X_1), this linear transformation also depends on the global Riemannian structure of the manifold.

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