TheoremBase

A Square-Integrable Selection of the Subdifferential of a Convex Potential Belongs to the Tangent Space

If a Borel vector field is, almost everywhere with respect to a measure with finite second moment, the unique subgradient of a convex function on an open convex set of full measure, and is square-integrable, then it belongs to the tangent space of the Wasserstein space at that measure.

Statement

In the setting of Square-Integrable Vector Fields Against a Probability Measure on Euclidean Space, and Test Functions: Standing Notation, let μ∈P2(Rd)\mu\in\mathcal{P}_{2}(\mathbb{R}^{d}), let L2(μ;Rd)L^{2}(\mu;\mathbb{R}^{d}) be the space of square-integrable vector fields against μ\mu and let TμT_{\mu} be the tangent space at μ\mu.

Let G⊆RdG\subseteq\mathbb{R}^{d} be open, hence a member of B(Rd)\mathcal{B}(\mathbb{R}^{d}) by Product Measures and Lebesgue Measure on ℝⁿ: Standing Notation and Background (iv), and convex, let ϕ:G→R\phi:G\to\mathbb{R} be convex on GG, with subdifferential ∂Gϕ\partial_{G}\phi, and let D∈B(Rd)D\in\mathcal{B}(\mathbb{R}^{d}) satisfy D⊆GD\subseteq G and μ(D)=1\mu(D)=1, so that μ(G)=1\mu(G)=1 by claim 2 of Basic Properties of a Measure and in particular GG is nonempty. Let T:Rd→RdT:\mathbb{R}^{d}\to\mathbb{R}^{d} be Borel with

∂Gϕ(x)={T(x)}for every x∈D,\partial_{G}\phi(x)=\{T(x)\}\qquad\text{for every }x\in D,

and suppose that ∫Rd∥T∥2 dμ<∞\int_{\mathbb{R}^{d}}\lVert T\rVert^{2}\,d\mu<\infty, so that the class of TT belongs to L2(μ;Rd)L^{2}(\mu;\mathbb{R}^{d}) and is again written TT.

1. (Tangency) T∈TμT\in T_{\mu}.

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