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
lemmaAnalysisProbabilitylem:gradient-push-forward-wasserstein-2026aFor a probability measure with finite second moment and a test function, the push-forward by the identity plus a multiple of the gradient is again a measure with finite second moment, at Wasserstein distance at most the multiple times the of the gradient; this is the deformation along which the score of a penalty is its first variation.
In the setting of Square-Integrable Vector Fields Against a Probability Measure on Euclidean Space, and Test Functions: Standing Notation, let , with the Wasserstein distance , couplings and their quadratic cost as fixed there, and let be a test function, with gradient map , whose class in has norm . Let be the identity map of , and for let be the map
abbreviated , the sum and the scalar multiple of points of being those of Differential Calculus and Convexity on Euclidean Open Sets: Standing Notation §background. Fix and write . Push-forwards are those of Probability Measures on Euclidean Space and Random Vectors: Standing Notation §pushforward, and is the pairing, both notations being available for once claim 1 has shown it to be Borel. Then the following hold.
1. (Borel, finite second moment, and the case )¶ The map is Borel and its push-forward belongs to ; and , so that .
2. (The diagonal coupling)¶ , and
3. (Wasserstein bound)¶
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