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A positive semidefinite kernel has a canonical reproducing kernel Hilbert space under countable choice

Statement

Assume the Axiom of Countable Choice. For every set X and every real positive semidefinite kernel k on X, the canonical construction from finitely supported coefficients, quotient by zero seminorm, and norm completion defines a real reproducing kernel Hilbert space Hk. For every x∈X, its kernel section kx=k(⋅,x) belongs to Hk and satisfies ⟨h,kx⟩Hk=h(x) for all h∈Hk. The choice assumption here is countable choice; this statement does not assert the same construction in ZF without that assumption.

Facts & Assumptions

Given: The Axiom of Countable Choice, a set X, and a real positive semidefinite kernel k on X.

[A1]

The Axiom of Countable Choice says every countable sequence of nonempty sets has a choice function (The Axiom of Countable Choice (ACω)).

[F1]

A real positive semidefinite kernel is symmetric and every finite Gram quadratic form is nonnegative (Positive semidefinite kernels and reproducing kernel Hilbert spaces).

[F2]

The completion used here is obtained by taking the metric completion (A completion of a metric space: a complete metric space together with an isometric embedding onto a dense subspace, Every metric space has a completion, constructed as the equivalence classes of its Cauchy sequences), equipping it with its unique compatible Banach structure under countable choice (The metric completion of a normed space carries a unique compatible Banach-space structure), viewing it as a norm completion (Completion of a normed space), and extending the real inner product uniquely under countable choice (The norm completion of an inner-product space is a Hilbert space).

[F3]

In a real inner-product space, ∣⟨u,v⟩∣≤∥u∥∥v∥ (Cauchy–Schwarz: ∣⟨u,v⟩∣≤∥u∥∥v∥, with equality exactly for linearly dependent vectors).

Proof

1.1givenF1constructalgebra

Let E0 be the finitely supported functions on X and define B(a,b)=∑x,za(x)b(z)k(x,z), where each sum is over the finite supports. Symmetry and bilinearity follow from symmetry of k and finite-sum algebra. For any a, listing its finite support gives B(a,a)≥0 by [F1].

2.1step 1.1algebra

For a,b∈E0 and t∈R, 0≤B(a+tb,a+tb)=B(a,a)+2tB(a,b)+t2B(b,b). If B(b,b)>0, nonnegativity of this quadratic for all t gives B(a,b)2≤B(a,a)B(b,b); if B(b,b)=0, its linear coefficient must vanish, so B(a,b)=0.

3.1step 2.1algebra

It follows that every a∈N:={a:B(a,a)=0} satisfies B(a,b)=0 for every b∈E0. Hence N is a subspace and the form descends to a well-defined positive definite inner product on Q:=E0/N: changing a representative by an element of N does not change any pairing, and a quotient class has zero squared norm exactly when it is the zero class.

4.1step 3.1A1F2

The induced inner product makes Q a real inner-product space. By [F2] and [A1], its norm metric has a metric completion with compatible Banach structure, hence a norm completion; the inner product extends uniquely and makes the completion Q^ a real Hilbert space.

5.1step 1.1step 3.1step 4.1F1

For each x∈X, the image kx of [δx]∈Q satisfies ∥kx∥2=B(δx,δx)=k(x,x)≥0. Thus the finite kernel sections are elements of Q^, and their span is dense because the image of Q is dense in its completion.

6.1A1step 3.1step 4.1step 5.1F3

For a∈E0, the quotient pairing gives ⟨[a],kx⟩=∑z∈supp⁡(a)a(z)k(z,x), independently of the representative by [step 3.1]. Given h∈Q^, density in [step 4.1] provides an approximating sequence [am]→h. By [F3], the real sequence ⟨[am],kx⟩ is Cauchy, and if [bm]→h is another such sequence then ∣⟨[am−bm],kx⟩∣≤∥[am−bm]∥∥kx∥→0, so its limit is independent of the approximants. The extended inner product also satisfies [F3], hence this limit equals ⟨h,kx⟩.

7.1step 5.1step 6.1F1

Define the associated function of h∈Q^ by h(x):=⟨h,kx⟩. Applying the extended pairing to kz gives kz(x)=⟨kz,kx⟩=B(δz,δx)=k(z,x)=k(x,z), so kx is exactly the section k(⋅,x) and ⟨h,kx⟩=h(x) for every h.

8.1step 5.1step 7.1F3∎

If h(x)=0 for every x∈X, then h is orthogonal to every section kx and therefore to their dense span from [step 5.1]. Continuity of the inner product gives ⟨h,h⟩=0, so positive definiteness gives h=0. Thus the associated-function map is injective and identifies Q^ with a Hilbert space of functions having reproducing kernel k.

Depends on

Used by

Cited to discharge well-definedness by Positive semidefinite kernels and reproducing kernel Hilbert spaces.

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