  The Fisher-Rao geodesic distance on the statistical manifold consisting of
zero-mean p-dimensional multivariate Gaussians appears without proof in several
places (such as Steven Smith's "Covariance, Subspace, and Intrinsic Cramer-Rao
Bounds"). In this paper, we give a proof using basic Riemannian geometry.
