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The Banach Gaussian covariance and RKHS construction is well-defined

Statement

Assume AC. Under the hypotheses and notation of Covariance operator and reproducing-kernel Hilbert space of a Banach Gaussian, each Cℓ exists as a Bochner integral; Q is a finite positive-semidefinite bilinear form; N={ℓ:Q(ℓ,ℓ)=0} is its nullspace; and the induced map from the completion of B∗/N to B is continuous and injective. Thus the definition identifies a Hilbert space of shifts in B.

Facts & Assumptions

[F1]

Fernique integrability gives E∥W∥2<∞ (Fernique integrability for a separable Banach Gaussian law).

[F2]

A Borel map into a separable Banach space is strongly measurable (A Borel map into a separable Banach space is strongly measurable).

[F3]

A strongly measurable Banach-valued function is Bochner integrable when the integral of its norm is finite; its integral norm is bounded by that scalar integral (Bochner integrability criterion, Bochner integral norm inequality).

[F4]

Bounded linear maps commute with Bochner integration (Bounded linear maps commute with Bochner integration).

[F5]

Continuous linear functionals separate points of a normed space (Relative dual norming, point separation, and recovery of the norm).

[F6]

Cauchy–Schwarz bounds the product of two square-integrable real random variables (Cauchy-Schwarz for random variables).

Proof

Given: AC and a centered Borel Gaussian random element W in a real separable Banach space B, with C,Q,N,H as in the Definition.

1.1A1F1F2F3given

For ℓ∈B∗, the map ω↦ℓ(W(ω))W(ω) is Borel as the composition of W with the continuous map x↦ℓ(x)x. It is strongly measurable by [F2], and ∥ℓ(W)W∥≤∥ℓ∥∥W∥2 is integrable by [F1]. Hence [F3] defines Cℓ=E[ℓ(W)W] as a Bochner integral.

2.1F1F4F6step 1.1algebra

By [F1], E∣ℓ(W)∣2≤∥ℓ∥2E∥W∥2<∞ for every ℓ∈B∗; Cauchy–Schwarz [F6] therefore makes E∣m(W)ℓ(W)∣ finite. Applying m∈B∗ to the Bochner integral using [F4] gives m(Cℓ)=E[m(W)ℓ(W)]. Thus Q(ℓ,m)=m(Cℓ) is a finite symmetric bilinear form, nonnegative on the diagonal. Again by [F6], ∣Q(ℓ,m)∣≤Q(ℓ,ℓ)1/2Q(m,m)1/2, so Q(ℓ,ℓ)=0 implies Q(ℓ,m)=0 for every m; therefore N is the radical of Q and the quotient form is an inner product.

3.1A1F5step 2.1

If ℓ∈N, step 2.1 gives m(Cℓ)=0 for every m, so Cℓ=0 by [F5]. Conversely, if Cℓ=0, taking m=ℓ in step 2.1 gives Q(ℓ,ℓ)=0, hence ℓ∈N. Therefore [ℓ]↦Cℓ is well-defined and injective on B∗/N.

4.1F1F3F6step 2.1step 3.1algebra∎

By [F3] and [F6], ∥Cℓ∥≤E(∣ℓ(W)∣∥W∥)≤Q(ℓ,ℓ)1/2(E∥W∥2)1/2. So the map on the quotient is bounded and extends uniquely to its Hilbert completion because B is complete. For every m∈B∗, the identity m(Cℓ)=⟨[ℓ],[m]⟩H from step 2.1 extends by continuity to m(iu)=⟨u,[m]⟩H. If iu=0, then u is orthogonal to the dense subspace B∗/N, so u=0. The extension is injective, proving all claims.

Depends on

Used by

Cited to discharge well-definedness by Covariance operator and reproducing-kernel Hilbert space of a Banach Gaussian.

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Sources