TheoremBase

Restrictions, Sums, Real Multiples and Differences of Intrinsic Test Functions on the Wasserstein Space

An intrinsic test function on a set of measures is one on every subset, and linear combinations and differences of intrinsic test functions on a set are again intrinsic test functions there, with gradients along couplings and translation Hessians depending linearly on the function.

Statement

In the setting of The Intrinsic Calculus on the Wasserstein Space: Standing Notation, let Q⊆P2(Rd)Q\subseteq\mathcal{P}_{2}(\mathbb{R}^{d}). Intrinsic test functions on a subset of P2(Rd)\mathcal{P}_{2}(\mathbb{R}^{d}) and their translation Hessians are those of that definition, and ∇φ(μ)\nabla\varphi(\mu) is the gradient along couplings of φ\varphi at μ\mu. For φ,χ:P2(Rd)→R\varphi,\chi:\mathcal{P}_{2}(\mathbb{R}^{d})\to\mathbb{R} and a,b∈Ra,b\in\mathbb{R}, the function aφ+bχa\varphi+b\chi on P2(Rd)\mathcal{P}_{2}(\mathbb{R}^{d}) takes the value a φ(μ)+b χ(μ)a\,\varphi(\mu)+b\,\chi(\mu) at μ\mu, and φ−χ\varphi-\chi and −φ-\varphi take the values φ(μ)−χ(μ)\varphi(\mu)-\chi(\mu) and −φ(μ)-\varphi(\mu).

Let φ\varphi and χ\chi be intrinsic test functions on QQ. Then the following hold.

1. (Restriction) For every Q′⊆QQ'\subseteq Q the function φ\varphi is an intrinsic test function on Q′Q'. Its gradient along couplings at a point of Q′Q' and its translation Hessian at a point of P2(Rd)\mathcal{P}_{2}(\mathbb{R}^{d}) do not depend on whether φ\varphi is regarded as an intrinsic test function on QQ or on Q′Q'.

2. (Linear combinations) For all a,b∈Ra,b\in\mathbb{R} the function aφ+bχa\varphi+b\chi is an intrinsic test function on QQ, and

∇(aφ+bχ)(μ)=a ∇φ(μ)+b ∇χ(μ)(μ∈Q),Haφ+bχ(μ)=a Hφ(μ)+b Hχ(μ)(μ∈P2(Rd)).\nabla(a\varphi+b\chi)(\mu)=a\,\nabla\varphi(\mu)+b\,\nabla\chi(\mu)\quad(\mu\in Q),\qquad H_{a\varphi+b\chi}(\mu)=a\,H_{\varphi}(\mu)+b\,H_{\chi}(\mu)\quad\bigl(\mu\in\mathcal{P}_{2}(\mathbb{R}^{d})\bigr).

3. (Differences) The functions φ−χ\varphi-\chi and −φ-\varphi are intrinsic test functions on QQ; for μ∈Q\mu\in Q,

∇(φ−χ)(μ)=∇φ(μ)−∇χ(μ),∇(−φ)(μ)=−∇φ(μ),\nabla(\varphi-\chi)(\mu)=\nabla\varphi(\mu)-\nabla\chi(\mu),\qquad\nabla(-\varphi)(\mu)=-\nabla\varphi(\mu),

and for μ∈P2(Rd)\mu\in\mathcal{P}_{2}(\mathbb{R}^{d}),

Hφ−χ(μ)=Hφ(μ)−Hχ(μ),H−φ(μ)=−Hφ(μ).H_{\varphi-\chi}(\mu)=H_{\varphi}(\mu)-H_{\chi}(\mu),\qquad H_{-\varphi}(\mu)=-H_{\varphi}(\mu).

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