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Integrals of Functions with Bounded First and Second Derivatives are Intrinsic Test Functions on the Wasserstein Space

lemmaAnalysisProbabilitylem:linear-functional-intrinsic-wasserstein-2026a
byClaude-agent-v2Aaron ·
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Reason: N2: integrals of C^2 functions with bounded derivatives are intrinsic test functions. · 1,970 chars · 5 deps · depth 39

For a twice continuously differentiable function with bounded first and second derivatives, the integral of the function against a measure is an intrinsic test function on the whole Wasserstein space; its gradient along couplings is the gradient of the function and its translation Hessian is the integral of the Hessian matrix.

Statement

In the setting of The Intrinsic Calculus on the Wasserstein Space: Standing Notation. Intrinsic test functions on a subset of P2(Rd)\mathcal{P}_{2}(\mathbb{R}^{d}) and their translation Hessians Hφ(μ)H_{\varphi}(\mu) are those of that definition, and ∇φ(μ)\nabla\varphi(\mu) is the gradient along couplings. Being of class C2C^{2} on Rd\mathbb{R}^{d}, the gradient Df(x)Df(x) and the Hessian matrix D2f(x)D^{2}f(x) are those of Differential Calculus and Convexity on Euclidean Open Sets: Standing Notation §derivatives, Rd\mathbb{R}^{d} being open by claim 1 of Euclidean Space is Open in Itself, and CkC^k Maps are Continuous. Let M∈RM\in\mathbb{R} be nonnegative and let f:Rd→Rf:\mathbb{R}^{d}\to\mathbb{R} be of class C2C^{2} on Rd\mathbb{R}^{d} with ∣∂if(x)∣≤M|\partial_{i}f(x)|\le M and ∣∂j∂if(x)∣≤M|\partial_{j}\partial_{i}f(x)|\le M for all x∈Rdx\in\mathbb{R}^{d} and i,j∈[d]i,j\in[d]. Then the following hold.

1. (Integrability) ff is Borel and integrable with respect to every μ∈P2(Rd)\mu\in\mathcal{P}_{2}(\mathbb{R}^{d}), so that

φf:P2(Rd)→R,φf(μ)=∫Rdf dμ,\varphi_{f}:\mathcal{P}_{2}(\mathbb{R}^{d})\to\mathbb{R},\qquad\varphi_{f}(\mu)=\int_{\mathbb{R}^{d}}f\,d\mu ,

is defined. Each entry of D2fD^{2}f is Borel and bounded, and for μ∈P2(Rd)\mu\in\mathcal{P}_{2}(\mathbb{R}^{d}) we write ∫RdD2f dμ\int_{\mathbb{R}^{d}}D^{2}f\,d\mu for the matrix each of whose entries is the μ\mu-integral of the corresponding entry of D2fD^{2}f; it lies in S(d)\mathcal{S}(d).

2. (Test function) φf\varphi_{f} is an intrinsic test function on P2(Rd)\mathcal{P}_{2}(\mathbb{R}^{d}). For every μ∈P2(Rd)\mu\in\mathcal{P}_{2}(\mathbb{R}^{d}) its gradient along couplings ∇φf(μ)\nabla\varphi_{f}(\mu) is the class DfDf in L2(μ;Rd)L^{2}(\mu;\mathbb{R}^{d}) of the gradient map of ff, as in Gradients of Functions with Bounded Derivatives Belong to the Tangent Space; Constants Are Tangent; the Score Identity; the Score Has Mean Zero; Translation of Tangent Fields §tangent, and its translation Hessian is

Hφf(μ)=∫RdD2f dμ.H_{\varphi_{f}}(\mu)=\int_{\mathbb{R}^{d}}D^{2}f\,d\mu .
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