The First Marginal of a Probability Measure on a Product: Finite Second Moment, the Wasserstein Contraction, and the Gradient Plan
lemmaAnalysisProbabilitylem:marginal-wasserstein-2026aThe 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.
In the setting of Plans, Marginals, Vector Fields and Symmetric Matrices on the Wasserstein Space: Standing Notation, let satisfy and let , with first marginals formed with the coordinate projection . Plans, the variables and the integral notation are as fixed there, and 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)¶ , with .
2. (The Wasserstein contraction)¶
3. (The gradient plan of a vector field)¶ Let and let
be the pairing formed from a representative of , a Borel map. Then is a plan with first marginal , it does not depend on the representative of chosen, and
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