TheoremBase

The Bounded Lipschitz Vector Fields are Dense in the Square-Integrable Vector Fields Against a Probability Measure

Every square-integrable vector field against a probability measure on Euclidean space is approximated in mean square, to any accuracy, by a bounded Lipschitz vector field.

Statement

In the setting of Square-Integrable Vector Fields Against a Probability Measure on Euclidean Space, and Test Functions: Standing Notation, let μ\mu belong to the set P(Rd)\mathcal{P}(\mathbb{R}^{d}) of probability measures on Rd\mathbb{R}^{d}, and let L2(μ;Rd)L^{2}(\mu;\mathbb{R}^{d}) be the space of square-integrable vector fields against μ\mu, with norm ∥⋅∥μ\lVert\cdot\rVert_{\mu}.

Call a map ζ:Rd→Rd\zeta:\mathbb{R}^{d}\to\mathbb{R}^{d} bounded Lipschitz if it is Lipschitz with a constant from (Rd,dE)(\mathbb{R}^{d},d_{E}) to (Rd,dE)(\mathbb{R}^{d},d_{E}) and there is a real number M≥0M\ge0 with ∥ζ(x)∥≤M\lVert\zeta(x)\rVert\le M for every x∈Rdx\in\mathbb{R}^{d}. Such a ζ\zeta is continuous and hence Borel; the function x↦∥ζ(x)∥2x\mapsto\lVert\zeta(x)\rVert^{2} is Borel by Pairs of Euclidean Points: Coordinate Projections, Pairings, the Product Measure on a Euclidean Space, Borel Norm Functions and Finite Sets (iv) and bounded by M2M^{2}, so ∫Rd∥ζ∥2 dμ≤M2<∞\int_{\mathbb{R}^{d}}\lVert\zeta\rVert^{2}\,d\mu\le M^{2}<\infty by claim 6 of Borel Measurability and Bounded Integration on a Metric Space, and the class of ζ\zeta belongs to L2(μ;Rd)L^{2}(\mu;\mathbb{R}^{d}) and is again written ζ\zeta.

1. (Density) Let ξ∈L2(μ;Rd)\xi\in L^{2}(\mu;\mathbb{R}^{d}) and let ε\varepsilon be a positive real number. Then there is a bounded Lipschitz map ζ:Rd→Rd\zeta:\mathbb{R}^{d}\to\mathbb{R}^{d} with

∥ξ−ζ∥μ≤ε.\lVert\xi-\zeta\rVert_{\mu}\le\varepsilon .

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