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The Lift of a Function on the Wasserstein Space to the Space of Square-Integrable Random Vectors

The lift of a real function u on the quadratic Wasserstein space is the function X maps to u(law of X) on the space of square-integrable random vectors.

Statement

In the setting of The Wasserstein Space and Its Lift to Square-Integrable Random Vectors: Standing Notation, let L2(Ω;Rd)L^{2}(\Omega;\mathbb{R}^{d}) be the space of classes of square-integrable random vectors, P2(Rd)\mathcal{P}_{2}(\mathbb{R}^{d}) the Wasserstein space and Λ:L2(Ω;Rd)→P2(Rd)\Lambda:L^{2}(\Omega;\mathbb{R}^{d})\to\mathcal{P}_{2}(\mathbb{R}^{d}) the law map, and let u:P2(Rd)→Ru:\mathcal{P}_{2}(\mathbb{R}^{d})\to\mathbb{R}.

(The lift) The lift of uu is the function

U=u∘Λ:L2(Ω;Rd)→R,U(X)=u(L(X)).U=u\circ\Lambda:L^{2}(\Omega;\mathbb{R}^{d})\to\mathbb{R},\qquad U(X)=u(\mathcal{L}(X)).

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