The Discrepancy of Two Square-Integrable Vector Fields Along a Coupling of Their Base Measures
lemmaAnalysisProbabilitylem:coupling-field-distance-wasserstein-2026aFor a coupling of two measures with finite second moment and square-integrable vector fields against each of them, the integral of the squared distance between the two fields evaluated at the two coordinates is a finite nonnegative number independent of the representatives; along the diagonal coupling of a measure with itself it is the squared distance of the fields.
In the setting of Square-Integrable Vector Fields Against a Probability Measure on Euclidean Space, and Test Functions: Standing Notation, let , let be a coupling of and , let be the coordinate projections, and let and be square-integrable vector fields, the norms and being those fixed there. For a point write and , and for representatives of and let
Integrals against are those of Probability Measures on Euclidean Space and Random Vectors: Standing Notation §measures, and is the identity map of . In this statement the letter denotes a vector field; the dimension written in Probability Measures on Euclidean Space and Random Vectors: Standing Notation §spaces and in Differential Calculus and Convexity on Euclidean Open Sets: Standing Notation §background is not used. Then the following hold.
1. (The discrepancy along a coupling)¶ The function is nonnegative and Borel, its integral satisfies
and this integral does not depend on the representatives of and chosen. It is called the discrepancy of and along .
2. (The diagonal coupling)¶ If , so that and the difference is formed in that space, and , then
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