A Riemannian Corollary of Helly's Theorem

We introduce a notion of halfspace for Hadamard manifolds that is natural in the context of convex optimization. For this notion of halfspace, we generalize a classic result of Grunbaum, which itself is a corollary of Helly's theorem. Namely, given a probability distribution on the manifold, there is a point for which all halfspaces based at this point have at least 1/n+1 of the mass. As an application, the subgradient oracle complexity of convex optimization is polynomial in the size of the parameters defining the problem.