Alphabeta Math
ExampleConstruction: AI-adaptedVerification: AI-adaptedPipeline-generatedaudited 2026-09-22
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A square-integrable separable product kernel

Example

Assume the Axiom of Choice (The Axiom of Choice). Let (X,A,μ) and (Y,B,ν) be sigma-finite measure spaces (Finite, sigma-finite, and semifinite measures), let μ×ν be the completed product measure (The completed product measure), let aL2(μ;C) and bL2(ν;C), and let k be the class in L2(μ×ν;C) of the product function

k(x,y):=a(x)b(y).

Then k is square integrable with kL2(μ×ν)=aL2(μ)bL2(ν), the kernel operator of L two kernels give Hilbert–Schmidt operators is the rank-one form

(Tkf)(x)=a(x)f,bL2(ν)for μ-almost every xX and every fL2(ν;C),

its range is contained in the subspace of dimension at most one Ca (so the range admits an ordered basis of length at most one, and Tk is finite rank, Basis of a vector space: a linearly independent spanning subset; and ordered basis: an injective finite list whose image is a basis), and

Tk=TkHS=aL2(μ)bL2(ν)

with the operator norm of The operator norm as the least bound and as the unit-sphere or unit-ball supremum and the Hilbert–Schmidt norm of Hilbert–Schmidt operator and Hilbert–Schmidt norm. If a=0 or b=0 then k=0 and Tk is the zero operator, so both displayed formulas still hold.

Facts & Assumptions

Given: The Axiom of Choice, sigma-finite (X,A,μ) and (Y,B,ν), the completed product μ×ν, complex L2 classes a of μ and b of ν, and k=(x,y)a(x)b(y).

[F1]

Completed-product Tonelli applies to nonnegative (AB)-measurable functions: the section integrals are measurable and gdμ×ν=X(Ygxdν)dμ (Tonelli and Fubini for the completed product, with only almost-everywhere section measurability, The completed product measure).

[F2]

Completion extends the measure (Assuming countable choice, every measure space has a unique complete extension to its completion). Each completed measurable set is CN with C originally measurable and N contained in an original null set; its measure is that of C (The completion domain and proposed completed set function of a measure space). For an original measurable h0, original simple minorants are also completed simple minorants. Conversely, write a completed nonnegative simple minorant sh on its disjoint nonzero level sets Ej=CjNj. Since CjEj, the Cj are disjoint and t=jcj1Cj is an original simple minorant with 0tsh and exactly the same integral as s. The simple-integral formula and taking suprema therefore give hdν=hdν (The integral of a nonnegative simple function, The nonnegative Lebesgue integral).

[F3]

The complex L2 pairing is f,g=fg, linear in the first variable and conjugate-linear in the second, with f,gf2g2 and g22=g,g (The complex L2 pairing is well-defined and satisfies Cauchy–Schwarz, The space Lp(μ) as the quotient by null functions).

[F4]

The kernel theorem supplies the well-defined kernel operator and its exact norm: Tk is bounded and Hilbert–Schmidt with TkHS=kL2(μ×ν) (L two kernels give Hilbert–Schmidt operators, Hilbert–Schmidt operator and Hilbert–Schmidt norm, A bounded linear operator between normed spaces).

[F5]

An orthonormal family is linearly independent, and the one-term list (a) is an ordered basis of Ca when a0, while the empty list is an ordered basis of {0} (Orthonormal families, complete orthonormal systems and Hilbert bases, Basis of a vector space: a linearly independent spanning subset; and ordered basis: an injective finite list whose image is a basis).

Verification

technique · direct

Given: The objects and hypotheses above, and the classes A:=CaL2(μ;C) and the pairing β(f):=f,b.

1.1

Choose finite-valued measurable representatives of a,b. The function (x,y)a(x)b(y) is (AB)-measurable, and [F1] applied to its squared modulus gives kL2(μ×ν)2=X(Ya(x)2b(y)2dν(y))dμ(x)=Xa(x)2(Yb(y)2dν(y))dμ(x); [F2] rewrites the inner integral as bL2(ν)2, so the value is aL2(μ)2bL2(ν)2, finite because both factors are L2 classes. The product is measurable because its factors are measurable coordinate pullbacks and scalar multiplication and conjugation are continuous. Replacing representatives by a,b changes the product by (aa)b+a(bb); applying the same squared-norm factorization to the two terms gives zero, so the product class is well defined.

F1F2F6
1.2

For fL2(ν;C) the integrand yb(y)f(y) is ν-integrable with YbfdνbL2(ν)fL2(ν) by [F3] applied to the real nonnegative functions b,f, which are complex L2 functions with the same norms. Hence the product representative has section integral a(x)Yb(y)f(y)dν(y)=a(x)f,b wherever its sections represent the completed-product class, and [F4] identifies this function with the L2(μ) class Tkf. Thus (Tkf)(x)=a(x)β(f) for μ-almost every x.

F3F4
2.1

Hence the range of Tk is contained in Ca. If a0 and b0, then β(b/bL2(ν)2)=1, so the range equals Ca and (a) is an ordered basis. If a=0 or b=0, then [step 1.2] makes Tk the zero operator, so its range has the empty ordered basis. Thus the range always has dimension at most one.

step 1.2F3F5
2.2

Operator norm. By [step 1.2], TkfL2(μ)=aL2(μ)f,baL2(μ)bL2(ν)fL2(ν); if b0 then f0:=b/bL2(ν) has norm one and Tkf0=bL2(ν)a, so Tk=aL2(μ)bL2(ν), while if b=0 both sides are zero; the computation also covers a=0.

step 1.2F3
3.1

Hilbert–Schmidt norm. Since k lies in L2(μ×ν;C) by [step 1.1], [F4] gives TkHS=kL2(μ×ν), which is aL2(μ)bL2(ν) by [step 1.1]; this agrees with the operator norm of [step 2.2].

step 1.1step 2.2F4
4.1

The displayed square-integrability, the rank-at-most-one form of the operator, and the two norm identities are [step 1.1], [step 1.2] with [step 2.1], and [step 2.2] with [step 3.1]; the degenerate cases a=0, b=0, and X×Y of measure zero are included in these computations, the empty-list basis of [F5] covering the zero range.

step 2.1step 2.2step 3.1F5

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