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Independent polynomial-chaos tensor products are orthonormal

Statement

Let ρ=⊗j=1dρj and form ψα from Finite orthonormal polynomial tensor basis for indices in the admissible degree box. Then each ψα belongs to L2(ρ) and ∫Γψα(y)ψβ(y) dρ(y)={1,α=β,0,α≠β. In particular, the family indexed by any finite subset Λ of the box is orthonormal; when 0∈Λ, it includes the constant mode ψ0=1.

Facts & Assumptions

Given: Independent real inputs with product law ρ, admissible one-dimensional moment data, and indices α,β in the finite degree box.

[F1]

Positive moment Gram matrices produce orthonormal polynomial families gives ∫ϕj,kϕj,l dρj=δkl and ϕj,0=1.

[F2]

Independent random elements have product joint law identifies the joint law with ⊗jρj.

[F3]

Tonelli and Fubini hold for the uncompleted product of sigma-finite measure spaces (Tonelli's theorem for nonnegative measurable functions on a sigma-finite product, Fubini's theorem for L^1 functions on a sigma-finite product); finite iteration gives factorization for a finite product.

[F4]

The product law on Γ is the full-mass restriction specified in Finite orthonormal polynomial tensor basis, so Tonelli and Fubini apply to the product of the restricted marginal laws.

Proof

1.1F1F2F3F4given

For α,β in the admissible box set gj(yj)=ϕj,αj(yj)ϕj,βj(yj). Each gj is integrable because it is a polynomial of degree at most 2pj and the 2pj moment is finite. By [F4], the restricted measure on Γ is the product of the restricted marginal laws. Repeated Tonelli [F3] first gives ∫Γ∏j∣gj(yj)∣ dρ=∏j=1d∫∣gj∣ dρj<∞; repeated Fubini [F3] then gives ∫Γ∏jgj(yj) dρ=∏j=1d∫gj dρj. The product-law statement [F2] identifies the ambient finite product measure with the joint law, and [F4] restricts it to Γ.

2.1F1step 1.1algebra∎

The factorization in step 1.1 and univariate orthonormality [F1] give ∫Γψαψβ dρ=∏j=1dδαjβj. This product is one exactly when every coordinate agrees, and zero otherwise; with β=α it also shows ψα∈L2(ρ). Multiplying ϕj,0=1 over the finitely many coordinates gives ψ0=1, so whenever 0∈Λ the finite family includes this constant mode.

Depends on

Used by

Cited to discharge well-definedness by Finite orthonormal polynomial tensor basis.

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Sources