TheoremBase

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

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 Wasserstein Spaces, Random Vectors, Vector Fields and Symmetric Matrices in Every Dimension: Standing Notation, let k∈Nk\in\mathbb{N} satisfy 1≤k1\le k and let γ,γ′∈P2(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+k→Rd\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 Wasserstein Spaces, Random Vectors, Vector Fields and Symmetric Matrices in Every Dimension: Standing Notation (ii). 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 η∈L2(γ;Rd+k)\eta\in L^{2}(\gamma;\mathbb{R}^{d+k}) and let

Ξη=(pr1d,k, pr1d,k∘η):Rd+k→Rd+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

∫∥p∥2 d(Ξ#ηγ)≤∥η∥γ2.\int\lVert p\rVert^{2}\,d\bigl(\Xi^{\eta}_{\#}\gamma\bigr)\le\lVert\eta\rVert_{\gamma}^{2}.

Proofs

Log in to submit a proof.

Loading...

Citations

Loading…

Dependencies

Loading…

Related

0 relations

Curated associations between results. These are editable and subjective — they do not replace the dependency graph, which is derived from the references in the text.

No relations recorded yet.

Comments

Log in to comment.

Loading…