TheoremBase

Heat Regularisation of an Intrinsic Test Function: a Laplacian Test Function whose Laplacian is Minus the Pairing of the Gradient with the Score

Composing an intrinsic test function on the absolutely continuous measures with the heat semigroup gives a Laplacian test function. Its gradient is the heat average of the gradient at the smoothed measure, and its Laplacian is minus the pairing of that gradient with the score. As the time goes to zero, the fields converge along couplings.

Statement

In the setting of Heat Smoothing, Entropy, Fisher Information and Laplacian Test Functions on the Torus Wasserstein Space: Standing Notation, let φ\varphi be an intrinsic test function on Pac(Td)\mathcal{P}^{\mathrm{ac}}(\mathbb{T}^{d}). For μ∈P(Td)\mu\in\mathcal{P}(\mathbb{T}^{d}) and every ss the measure SsμS_{s}\mu is absolutely continuous by Heat Smoothing, Entropy, Fisher Information and Laplacian Test Functions on the Torus Wasserstein Space: Standing Notation §measures, so ∇φ(Ssμ)∈TSsμ\nabla\varphi(S_{s}\mu)\in T_{S_{s}\mu} is defined, and Asμ∇φ(Ssμ)A^{\mu}_{s}\nabla\varphi(S_{s}\mu) is its heat average. Then the following hold.

1. (Laplacian test function) For every ss, the map φ∘Ss\varphi\circ S_{s} is a Laplacian test function; its gradient field is (μ,x)↦Asμ∇φ(Ssμ)(x)(\mu,x)\mapsto A^{\mu}_{s}\nabla\varphi(S_{s}\mu)(x), and ∇(φ∘Ss)(μ)=Asμ∇φ(Ssμ)\nabla(\varphi\circ S_{s})(\mu)=A^{\mu}_{s}\nabla\varphi(S_{s}\mu) for every μ∈P(Td)\mu\in\mathcal{P}(\mathbb{T}^{d}).

2. (Laplacian) For every ss and every μ∈P(Td)\mu\in\mathcal{P}(\mathbb{T}^{d}),

L(φ∘Ss)(μ)=−⟨∇φ(Ssμ),ξSsμ⟩Ssμ.\mathcal{L}(\varphi\circ S_{s})(\mu)=-\bigl\langle\nabla\varphi(S_{s}\mu),\xi_{S_{s}\mu}\bigr\rangle_{S_{s}\mu}.

3. (Convergence as the time vanishes) Let μ∈Pac(Td)\mu\in\mathcal{P}^{\mathrm{ac}}(\mathbb{T}^{d}), let (μn)n∈N(\mu_{n})_{n\in\mathbb{N}} be a sequence in P(Td)\mathcal{P}(\mathbb{T}^{d}) that converges to μ\mu in (P(Td),WT)(\mathcal{P}(\mathbb{T}^{d}),W_{\mathbb{T}}), and let (sn)n∈N(s_{n})_{n\in\mathbb{N}} be a sequence of real numbers with 0<sn≤120<s_{n}\le\tfrac12 that converges to 00. Then both sequences

((Ssnμn,∇φ(Ssnμn)))n∈Nand((μn,Asnμn∇φ(Ssnμn)))n∈N\bigl((S_{s_{n}}\mu_{n},\nabla\varphi(S_{s_{n}}\mu_{n}))\bigr)_{n\in\mathbb{N}}\qquad\text{and}\qquad\bigl((\mu_{n},A^{\mu_{n}}_{s_{n}}\nabla\varphi(S_{s_{n}}\mu_{n}))\bigr)_{n\in\mathbb{N}}

converge along couplings to (μ,∇φ(μ))(\mu,\nabla\varphi(\mu)).

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