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Trace class iff product of two Hilbert Schmidt operators
Statement
Assume the Axiom of Countable Choice (The Axiom of Countable Choice ()). Let and be real or complex Hilbert spaces (Hilbert space), let be a Hilbert basis of and a Hilbert basis of (both supplied as data), and let be compact (Compact linear operator). Then:
- (factorization of a trace-class operator) if is trace class (Trace class operator), then, with , and the singular system of (Absolute value and singular values of a compact operator, Singular value decomposition for compact operators), the operators satisfy , are both Hilbert–Schmidt relative to (Hilbert–Schmidt operator and Hilbert–Schmidt norm), and so that : the trace norm is attained by this factorization;
- (products of Hilbert–Schmidt operators are trace class) conversely, if there are a real or complex Hilbert space with a supplied Hilbert basis , a Hilbert–Schmidt operator relative to and a Hilbert–Schmidt operator relative to with , then is trace class and in particular is compact and .
The bases , , are supplied data; no existence of a Hilbert basis is asserted or used, and the adjoint-stability of the Hilbert–Schmidt norm across is the imported invariance theorem.
Facts & Assumptions
Given: Countable Choice, Hilbert spaces , supplied Hilbert bases of , of , of , and a compact .
Trace norm. is trace class exactly when , and then and (Trace class operator, Absolute value and singular values of a compact operator).
SVD and the positive square root. With the index set of positive singular values, in norm, , and orthonormal, is the partial isometry with on extended by zero on , , and is isometric on with range ; moreover . Since is compact, self-adjoint and positive, it has a compact self-adjoint positive square root , which acts by on each and by zero on (Singular value decomposition for compact operators, Absolute value and singular values of a compact operator, Positive square root of a compact positive operator).
Hilbert–Schmidt calculus. The Hilbert–Schmidt norm is basis-independent and adjoint-stable, and for bounded ; a Hilbert–Schmidt operator is compact; composites of compact operators with bounded ones are compact (Hilbert Schmidt operators form a two sided ideal, The Hilbert–Schmidt norm is basis independent, Hilbert–Schmidt operators are compact, Hilbert–Schmidt operator and Hilbert–Schmidt norm, Compositions with a compact operator are compact, The operator norm as the least bound and as the unit-sphere or unit-ball supremum).
Parseval, Bessel, collapse of suprema. For a Hilbert basis and any vector, the squared norm is the sum of the squared moduli of the coefficients; Bessel's inequality bounds finite coefficient sums for orthonormal families; for nonnegative families indexed by two sets the finite-subset suprema may be interchanged, (Parseval equivalences for an orthonormal family, The finite Bessel inequality and best approximation by a finite orthonormal family, Square-summable families on an arbitrary index set and the space , Orthonormal families, complete orthonormal systems and Hilbert bases).
Cauchy–Schwarz and boundedness. and the pairing is linear in the first argument and conjugate-linear in the second; and (Cauchy–Schwarz: , with equality exactly for dependent pairs, Real and complex inner-product spaces and their induced length, A bounded linear operator between normed spaces, Hilbert-adjoint identities, Convergence of a sequence in a metric space: iff in ).
Proof
Products of Hilbert–Schmidt operators are trace class. Assume with Hilbert–Schmidt relative to and Hilbert–Schmidt relative to . Then is compact [A3], so is compact [A3] and [A2] applies to with singular system ; for every finite , and writing [A5], finite Cauchy–Schwarz in gives , the last inequality because is an orthonormal family in with a Hilbert basis available so by Bessel and Parseval [A4], and likewise for and ; the equality is the adjoint-stability of the Hilbert–Schmidt norm [A3]. Taking the supremum over finite gives , so is trace class with the asserted bound, and is [A1].
The Hilbert–Schmidt norms of the two factors of a trace-class operator. Assume now that is trace class and put , . First, is self-adjoint with and kills and preserves [A2], so and for every . Hence for the fixed Hilbert basis of , using Parseval for each and the interchange of nonnegative suprema [A4], , so is Hilbert–Schmidt relative to with [A1]. Second, by [A2] every lies in , on which is isometric with values in , so for every ; therefore , so is Hilbert–Schmidt relative to with as well. Finally by [A2].
Conclusion. Claim 2 is [step 1.1], claim 1 is [step 1.2]; the factorization of [step 1.2] has and and attains equality because both norms equal .
Depends on
- Trace class operator
- Compact linear operator
- Absolute value and singular values of a compact operator
- Singular value decomposition for compact operators
- Positive square root of a compact positive operator
- Hilbert Schmidt operators form a two sided ideal
- Hilbert–Schmidt operators are compact
- The Hilbert–Schmidt norm is basis independent
- Hilbert–Schmidt operator and Hilbert–Schmidt norm
- Compositions with a compact operator are compact
- Hilbert-adjoint identities
- The Hilbert-space adjoint of a bounded operator
- Parseval equivalences for an orthonormal family
- The finite Bessel inequality and best approximation by a finite orthonormal family
- Cauchy–Schwarz: $|\langle x,y\rangle|\le\|x\|\,\|y\|$, with equality exactly for dependent pairs
- Square-summable families on an arbitrary index set and the space $\ell^2(I)$
- Orthonormal families, complete orthonormal systems and Hilbert bases
- Real and complex inner-product spaces and their induced length
- Hilbert space
- The operator norm as the least bound and as the unit-sphere or unit-ball supremum
- A bounded linear operator between normed spaces
- Convergence of a sequence in a metric space: $x_k \to x$ iff $d(x_k, x) \to 0$ in $\mathbb{R}$
- Finite-dimensional vector space, and its dimension $\dim_F V$; infinite-dimensional means having no finite basis
- The Axiom of Countable Choice ($\mathrm{AC}_\omega$)
Used by
- Cyclicity of the trace Theorem
Dependency tree · two levels
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Sources
- Gerald Teschl, Topics in Real and Functional Analysis, version November 17, 2017 — §3.6, Lemma 3.26 (printed pp. 95–97) (standard reference, not scraped)
- Anthony W. Knapp, Advanced Real Analysis — Chapter II, §5, Propositions 2.8–2.9 (standard reference, not scraped)