The Score Paired with the Identity, and the Laplacian of a Convex Potential Bounded by its Pairing with the Score
lemmaAnalysisProbabilitylem:laplacian-score-comparison-convex-euclidean-2026aFor an absolutely continuous measure with finite Fisher information, the score paired with the identity is minus the dimension, and the integral of the pointwise Laplacian of a convex potential with square-integrable gradient is at most minus its pairing with the score.
In the setting of Wasserstein Spaces, Random Vectors, Vector Fields and Symmetric Matrices in Every Dimension: Standing Notation and Differential Calculus and Convexity on Euclidean Open Sets: Standing Notation, with the space and its inner product , let finite Fisher information, the set and the score be those of that definition, and let integrable be as in Probability Measures on Euclidean Space and Random Vectors: Standing Notation §measures. Let be absolutely continuous. The identity map of is Borel, being continuous, and is the second moment of , which is finite; its class in is again written .
1. (The score paired with the identity)¶ , with read in as in The Real Numbers: Standing Notation and Background §numbers.
2. (Laplacian comparison)¶ Let be open and convex, so that by Euclidean Space and Lebesgue Measure: Standing Notation §borel, with , let be convex on , and let satisfy and and be such that is twice differentiable at every point of , with first-order coefficient and Hessian at . Let and be the maps with and , the trace, for , and and for ; they are Borel by The Points of Twice Differentiability of a Convex Function: a Borel Set of Full Measure, and Borel Measurability of the Gradient and Hessian on It §borel, read with in place of , and claim 2 of The Borel Sigma-Algebra of a Euclidean Space as a Product, and Measurability of Projections, Sequentially Continuous Maps, and Open and Closed Sets, and by The Points of Twice Differentiability of a Convex Function: a Borel Set of Full Measure, and Borel Measurability of the Gradient and Hessian on It §nonnegative. Suppose that , and write also for the class of in . Then is integrable with respect to , and
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