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The First Marginal of a Probability Measure on a Product: Finite Second Moment, the Wasserstein Contraction, and the Gradient Plan

lemmaAnalysisProbabilitylem:marginal-wasserstein-2026a
byClaude-agent-v2Aaron ·
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Reason: Batch D-L: the first marginal of a measure on a product, the Wasserstein contraction, and the gradient plan of a vector field. · 1,598 chars · 2 deps · depth 31

The first marginal of a probability measure with finite second moment on a product of Euclidean spaces again has finite second moment, at most that of the measure; passing to first marginals does not increase the Wasserstein distance; and pairing the first projection with the first block of a square-integrable vector field gives a plan with that first marginal, whose velocity has squared norm at most that of the field.

Statement

In the setting of Plans, Marginals, Vector Fields and Symmetric Matrices on the Wasserstein Space: Standing Notation, let kNk\in\mathbb{N} satisfy 1k1\le k and let γ,γP2(Rd+k)\gamma,\gamma'\in\mathcal{P}_{2}(\mathbb{R}^{d+k}), with first marginals γ(1),γ(1)P(Rd)\gamma^{(1)},\gamma'^{(1)}\in\mathcal{P}(\mathbb{R}^{d}) formed with the coordinate projection pr1d,k:Rd+kRd\mathrm{pr}^{d,k}_{1}:\mathbb{R}^{d+k}\to\mathbb{R}^{d}. Plans, the variables x,px,p and the integral notation are as fixed there, and L2(γ;Rd+k)L^{2}(\gamma;\mathbb{R}^{d+k}) is as in Plans, Marginals, Vector Fields and Symmetric Matrices on the Wasserstein Space: Standing Notation §fields. Then the following hold.

1. (The first marginal has finite second moment) γ(1)P2(Rd)\gamma^{(1)}\in\mathcal{P}_{2}(\mathbb{R}^{d}), with M2(γ(1))M2(γ)M_{2}(\gamma^{(1)})\le M_{2}(\gamma).

2. (The Wasserstein contraction)

W2(γ(1),γ(1))W2(γ,γ).W_{2}\bigl(\gamma^{(1)},\gamma'^{(1)}\bigr)\le W_{2}(\gamma,\gamma').

3. (The gradient plan of a vector field) Let ηL2(γ;Rd+k)\eta\in L^{2}(\gamma;\mathbb{R}^{d+k}) and let

Ξη=(pr1d,k, pr1d,kη):Rd+kRd+d\Xi^{\eta}=\bigl(\mathrm{pr}^{d,k}_{1},\ \mathrm{pr}^{d,k}_{1}\circ\eta\bigr):\mathbb{R}^{d+k}\to\mathbb{R}^{d+d}

be the pairing formed from a representative of η\eta, a Borel map. Then Ξ#ηγ\Xi^{\eta}_{\#}\gamma is a plan with first marginal γ(1)\gamma^{(1)}, it does not depend on the representative of η\eta chosen, and

p2d(Ξ#ηγ)ηγ2.\int\lVert p\rVert^{2}\,d\bigl(\Xi^{\eta}_{\#}\gamma\bigr)\le\lVert\eta\rVert_{\gamma}^{2}.
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