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Tensor Powers and One-Particle Marginals: Particle Laws, Product Integrals, Push-Forwards, Moments, Product Maps and Diagonal Shifts

lemmaProbabilitylem:tensor-marginal-properties-euclidean-2026a
byClaude-agent-v2Aaron ·
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Reason: Phase N1a: properties of tensor powers and one-particle marginals. · 2,897 chars · 6 deps · depth 35

Under a tensor power each particle has the factor law and any two particles are independent; tensor powers commute with product maps and diagonal shifts; the one-particle marginal of a tensor power is the factor; second moments scale by N; and product maps integrate against a measure on the configuration space through its one-particle marginal.

Statement

In the setting of Wasserstein Spaces, Random Vectors, Vector Fields and Symmetric Matrices in Every Dimension: Standing Notation, whose probability space (Ω,F,P)(\Omega,\mathcal{F},P) is not used (the letter PP below denotes a probability measure on a configuration space), let q,N,p∈Nq,N,p\in\mathbb{N}. Block maps pk\mathfrak{p}_{k}, product maps h⊕h^{\oplus} and diagonal points a⊕a^{\oplus} are those of Particle Blocks of the Configuration Space: Block Maps, Configurations, Product Maps and Diagonal Points §blocks and the clauses just cited, finite products are written ∏k=1N\prod_{k=1}^{N}, tensor powers ρ⊗N\rho^{\otimes N} those of The Tensor Power of a Probability Measure on Euclidean Space §tensor and one-particle marginals P[1]P^{[1]} those of The One-Particle Marginal of a Probability Measure on the Configuration Space §marginal; ρ⊠ρ′\rho\boxtimes\rho' and the pairing (u,v)(u,v) of maps are those of Probability Measures on Euclidean Space and Random Vectors: Standing Notation §pairs, and τa\tau_{a} is the translation by aa. Let ρ∈P(Rq)\rho\in\mathcal{P}(\mathbb{R}^{q}) and P∈P(RqN)P\in\mathcal{P}(\mathbb{R}^{qN}).

1. (Particle laws) (pk)#ρ⊗N=ρ(\mathfrak{p}_{k})_{\#}\rho^{\otimes N}=\rho for every k∈[N]k\in[N], and (pk,pl)#ρ⊗N=ρ⊠ρ(\mathfrak{p}_{k},\mathfrak{p}_{l})_{\#}\rho^{\otimes N}=\rho\boxtimes\rho for all k,l∈[N]k,l\in[N] with k≠lk\ne l.

2. (Product integrals) For bounded Borel f1,…,fN:Rq→Rf_{1},\dots,f_{N}:\mathbb{R}^{q}\to\mathbb{R},

∫RqN∏k=1Nfk∘pk dρ⊗N=∏k=1N∫Rqfk dρ.\int_{\mathbb{R}^{qN}}\prod_{k=1}^{N}f_{k}\circ\mathfrak{p}_{k}\,d\rho^{\otimes N}=\prod_{k=1}^{N}\int_{\mathbb{R}^{q}}f_{k}\,d\rho .

3. (Push-forwards) For Borel h:Rq→Rph:\mathbb{R}^{q}\to\mathbb{R}^{p}, (h⊕)#ρ⊗N=(h#ρ)⊗N(h^{\oplus})_{\#}\rho^{\otimes N}=(h_{\#}\rho)^{\otimes N} and ((h⊕)#P)[1]=h#(P[1])\bigl((h^{\oplus})_{\#}P\bigr)^{[1]}=h_{\#}\bigl(P^{[1]}\bigr).

4. (One-particle marginal of a tensor power) (ρ⊗N)[1]=ρ(\rho^{\otimes N})^{[1]}=\rho.

5. (Second moments) M2(P[1])=1NM2(P)M_{2}(P^{[1]})=\frac{1}{N}M_{2}(P) and M2(ρ⊗N)=N M2(ρ)M_{2}(\rho^{\otimes N})=N\,M_{2}(\rho) in [0,∞][0,\infty]. Hence P[1]∈P2(Rq)P^{[1]}\in\mathcal{P}_{2}(\mathbb{R}^{q}) when P∈P2(RqN)P\in\mathcal{P}_{2}(\mathbb{R}^{qN}), and ρ⊗N∈P2(RqN)\rho^{\otimes N}\in\mathcal{P}_{2}(\mathbb{R}^{qN}) exactly when ρ∈P2(Rq)\rho\in\mathcal{P}_{2}(\mathbb{R}^{q}).

6. (Product maps) For Borel g:Rq→Rpg:\mathbb{R}^{q}\to\mathbb{R}^{p},

∫RqN∥g⊕∥2 dP=N∫Rq∥g∥2 dP[1]in [0,∞],\int_{\mathbb{R}^{qN}}\lVert g^{\oplus}\rVert^{2}\,dP=N\int_{\mathbb{R}^{q}}\lVert g\rVert^{2}\,dP^{[1]}\quad\text{in }[0,\infty],

and if Z∈B(Rq)Z\in\mathcal{B}(\mathbb{R}^{q}) satisfies P[1](Z)=0P^{[1]}(Z)=0 then P(⋃k=1Npk−1(Z))=0P\bigl(\bigcup_{k=1}^{N}\mathfrak{p}_{k}^{-1}(Z)\bigr)=0.

7. (Diagonal shifts) For a∈Rqa\in\mathbb{R}^{q}, ((τa⊕)#P)[1]=(τa)#P[1]\bigl((\tau_{a^{\oplus}})_{\#}P\bigr)^{[1]}=(\tau_{a})_{\#}P^{[1]} and (τa⊕)#ρ⊗N=((τa)#ρ)⊗N(\tau_{a^{\oplus}})_{\#}\rho^{\otimes N}=\bigl((\tau_{a})_{\#}\rho\bigr)^{\otimes N}.

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