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A square-integrable separable product kernel
Example
Assume the Axiom of Choice (The Axiom of Choice). Let and be sigma-finite measure spaces (Finite, sigma-finite, and semifinite measures), let be the completed product measure (The completed product measure), let and , and let be the class in of the product function
Then is square integrable with , the kernel operator of L two kernels give Hilbert–Schmidt operators is the rank-one form
its range is contained in the subspace of dimension at most one (so the range admits an ordered basis of length at most one, and 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
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 or then and is the zero operator, so both displayed formulas still hold.
Facts & Assumptions
Given: The Axiom of Choice, sigma-finite and , the completed product , complex classes of and of , and .
Completed-product Tonelli applies to nonnegative -measurable functions: the section integrals are measurable and (Tonelli and Fubini for the completed product, with only almost-everywhere section measurability, The completed product measure).
Completion extends the measure (Assuming countable choice, every measure space has a unique complete extension to its completion). Each completed measurable set is with originally measurable and contained in an original null set; its measure is that of (The completion domain and proposed completed set function of a measure space). For an original measurable , original simple minorants are also completed simple minorants. Conversely, write a completed nonnegative simple minorant on its disjoint nonzero level sets . Since , the are disjoint and is an original simple minorant with and exactly the same integral as . The simple-integral formula and taking suprema therefore give (The integral of a nonnegative simple function, The nonnegative Lebesgue integral).
The complex pairing is , linear in the first variable and conjugate-linear in the second, with and (The complex pairing is well-defined and satisfies Cauchy–Schwarz, The space as the quotient by null functions).
The kernel theorem supplies the well-defined kernel operator and its exact norm: is bounded and Hilbert–Schmidt with (L two kernels give Hilbert–Schmidt operators, Hilbert–Schmidt operator and Hilbert–Schmidt norm, A bounded linear operator between normed spaces).
An orthonormal family is linearly independent, and the one-term list is an ordered basis of when , while the empty list is an ordered basis of (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).
Choice implies Countable Choice (The Axiom of Choice, AC supplies the countable and dependent choices used in Banach integration).
Verification
Given: The objects and hypotheses above, and the classes and the pairing .
Choose finite-valued measurable representatives of . The function is -measurable, and [F1] applied to its squared modulus gives ; [F2] rewrites the inner integral as , so the value is , finite because both factors are classes. The product is measurable because its factors are measurable coordinate pullbacks and scalar multiplication and conjugation are continuous. Replacing representatives by changes the product by ; applying the same squared-norm factorization to the two terms gives zero, so the product class is well defined.
For the integrand is -integrable with by [F3] applied to the real nonnegative functions , which are complex functions with the same norms. Hence the product representative has section integral wherever its sections represent the completed-product class, and [F4] identifies this function with the class . Thus for -almost every .
Hence the range of is contained in . If and , then , so the range equals and is an ordered basis. If or , then [step 1.2] makes the zero operator, so its range has the empty ordered basis. Thus the range always has dimension at most one.
Operator norm. By [step 1.2], ; if then has norm one and , so , while if both sides are zero; the computation also covers .
Hilbert–Schmidt norm. Since lies in by [step 1.1], [F4] gives , which is by [step 1.1]; this agrees with the operator norm of [step 2.2].
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 , , and of measure zero are included in these computations, the empty-list basis of [F5] covering the zero range.
Depends on
- L two kernels give Hilbert–Schmidt operators
- Hilbert–Schmidt operator and Hilbert–Schmidt norm
- Finite, sigma-finite, and semifinite measures
- The completed product measure
- Assuming countable choice, every measure space has a unique complete extension to its completion
- Tonelli and Fubini for the completed product, with only almost-everywhere section measurability
- The complex $L^2$ pairing is well-defined and satisfies Cauchy–Schwarz
- The nonnegative Lebesgue integral
- The space $L^p(\mu)$ as the quotient by null functions
- Basis of a vector space: a linearly independent spanning subset; and ordered basis: an injective finite list whose image is a basis
- Orthonormal families, complete orthonormal systems and Hilbert bases
- The operator norm as the least bound and as the unit-sphere or unit-ball supremum
- A bounded linear operator between normed spaces
- The Axiom of Choice
- AC supplies the countable and dependent choices used in Banach integration
- The completion domain and proposed completed set function of a measure space
- The integral of a nonnegative simple function
Used by
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Sources
- John Roe, Lectures on Analysis — Lecture 13, the rank-one model preceding Proposition 13.5, printed p. 67 (standard reference, not scraped)
- Gerald Teschl, Topics in Real and Functional Analysis, version November 17, 2017 — §3.6, examples of finite-rank Hilbert–Schmidt operators, printed pp. 93–95 (standard reference, not scraped)