On the Kähler Geometry of Certain Optimal Transport Problems

preprint2019arXivOpen access

Abstract

Let XX and YY be domains of Rn\mathbb{R}^n equipped with respective probability measures μμ and ν ν. We consider the problem of optimal transport from μμ to νν with respect to a cost function c:X×Y→Rc: X \times Y \to \mathbb{R}. To ensure that the solution to this problem is smooth, it is necessary to make several assumptions about the structure of the domains and the cost function. In particular, Ma, Trudinger, and Wang established regularity estimates when the domains are strongly \textit{relatively cc-convex} with respect to each other and cost function has non-negative \textit{MTW tensor}. For cost functions of the form c(x,y)=Ψ(x−y)c(x,y)= Ψ(x-y) for some convex function ΨΨ, we find an associated Kähler manifold whose orthogonal anti-bisectional curvature is proportional to the MTW tensor. We also show that relative cc-convexity geometrically corresponds to geodesic convexity with respect to a dual affine connection. Taken together, these results provide a geometric framework for optimal transport which is complementary to the pseudo-Riemannian theory of Kim and McCann. We provide several applications of this work. In particular, we find a complete Kähler surface with non-negative orthogonal bisectional curvature that is not a Hermitian symmetric space or biholomorphic to C2\mathbb{C}^2. We also address a question in mathematical finance raised by Pal and Wong on the regularity of \textit{pseudo-arbitrages}, or investment strategies which outperform the market.

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