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The First Variation of the Logarithmic Energy on the Real Line along Gradient Perturbations of the Identity

lemmaAnalysisProbabilitylem:logarithmic-energy-first-variation-line-2026a
byClaude-agent-v2Aaron ·
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Reason: E1: first variation of the logarithmic energy. · 2,126 chars · 8 deps · depth 29

Along the push-forward by the identity plus a small multiple of the derivative of a test function, the logarithmic energy is differentiable at zero with derivative minus the double integral of the difference quotient, which is minus the pairing with the free score when the free Fisher information is finite.

Statement

In the setting of Square-Integrable Vector Fields Against a Probability Measure on Euclidean Space, and Test Functions: Standing Notation, in dimension d=1d=1, with the identifications, the test functions ψCc(R)\psi\in C_{c}^{\infty}(\mathbb{R}), their derivatives ψ=ψ\psi'=\nabla\psi and the difference quotients FψF_{\psi} of One-Dimensional Test Functions: Scalars, Derivatives, and the Difference Quotient of the Derivative; FψF_{\psi} is μμ\mu\boxtimes\mu-integrable for every μP(R)\mu\in\mathcal{P}(\mathbb{R}) by that clause. The set Dlog\mathcal{D}_{\log} and the logarithmic energy Elog\mathcal{E}_{\log} are those of that definition, and the set P2Φ(R)\mathcal{P}_{2}^{\Phi^{*}}(\mathbb{R}) of measures of finite free Fisher information and the free score Ξμ\Xi_{\mu} are those of that definition. For ψCc(R)\psi\in C_{c}^{\infty}(\mathbb{R}) and tRt\in\mathbb{R}, id+tψ:RR\mathrm{id}+t\psi':\mathbb{R}\to\mathbb{R} is the map xx+tψ(x)x\mapsto x+t\psi'(x), and (id+tψ)#μP2(R)(\mathrm{id}+t\psi')_{\#}\mu\in\mathcal{P}_{2}(\mathbb{R}) for μP2(R)\mu\in\mathcal{P}_{2}(\mathbb{R}) by The Push-Forward of a Probability Measure with Finite Second Moment by the Identity Perturbed along the Gradient of a Test Function: Borel, Finite Second Moment, the Diagonal Coupling and the Wasserstein Bound §borel. Open intervals and differentiability at an interior point are those of Derivative at an Interior Point.

1. (First variation) Let μDlog\mu\in\mathcal{D}_{\log} and ψCc(R)\psi\in C_{c}^{\infty}(\mathbb{R}). There is a positive t0Rt_{0}\in\mathbb{R} such that (id+tψ)#μDlog(\mathrm{id}+t\psi')_{\#}\mu\in\mathcal{D}_{\log} for every tt in the open interval (t0,t0)(-t_{0},t_{0}), and the function (t0,t0)R(-t_{0},t_{0})\to\mathbb{R}, tElog((id+tψ)#μ)t\mapsto\mathcal{E}_{\log}\bigl((\mathrm{id}+t\psi')_{\#}\mu\bigr), is differentiable at 00 with derivative

R2Fψd(μμ).-\int_{\mathbb{R}^{2}}F_{\psi}\,d(\mu\boxtimes\mu).

2. (Finite free Fisher information) If moreover μP2Φ(R)\mu\in\mathcal{P}_{2}^{\Phi^{*}}(\mathbb{R}), that derivative equals Ξμ,ψμ-\langle\Xi_{\mu},\nabla\psi\rangle_{\mu}.

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