Absolute value of an operator 2026-10-06
The absolute value of a linear operator is the positive square root of an operator . Its eigenvalues are the singular values of , its trace is the trace norm of , and it appears in the polar decomposition of a bounded operator .
Hilbert-Schmidt factorization of a trace-class operator Created 2026-09-24 Updated 2026-10-14
An operator is trace class exactly when it factors as with and Hilbert--Schmidt. The factors can be chosen so that by using the polar decomposition of a bounded operator.
Here a Hilbert space module means a Hilbert space with a unital star-representation of a Von Neumann algebra, rather than a Hilbert C-star module with an algebra-valued inner product. A closed invariant subspace is reducing because the algebra is closed under adjoints. Module equivalence means an intertwining unitary. The polar decomposition of a bounded operator converts an intertwiner into a unitary between its initial and final support subspaces.
Past exam of the mathematics course of the University of Cambridge 2008 iii Paper 1 7 c Solution Created 2026-10-03 Updated 2026-10-14
The dense commutant orbit makes separating for , so is well defined on the dense subspace . Put . The assumed identity says that this positive vector functional is a tracial positive functional. HenceIt extends to an antiunitary involution on , with . This is the modular conjugation, and the modular operator in this tracial case is .
On the dense subspace ,Thus it acts by right multiplication and commutes with all left multiplications; . We prove the reverse inclusion rather than assuming the general Tomita commutation theorem.
Let , , and . The setis weakly compact and convex. Indeed, trace-class duality and the Banach-Alaoglu theorem make the bounded-operator ball compact in a topology stronger than the weak operator topology. The algebra is weak-operator closed, and is weakly continuous, so its image is weakly compact.
For use the polar decomposition of a bounded operator , . Both and belong to : continuous functional calculus gives , and tends strongly to . The polar decomposition is proved independently in Question 8. Since commutes with ,The trace identity givesTherefore . Meanwhilewith the supremum attained by . For the upper bound, traciality gives ; evaluating this on bounds its absolute value by .
These support inequalities imply . Otherwise the Hahn-Banach separation theorem would separate from this closed convex set by a real inner-product functional. Since is dense, its separating vector could be approximated by some , preserving strict separation, contrary to the displayed inequality. Thus for an of norm at most .
The bounded operator commutes with and sends to . It agrees with on the cyclic vector and therefore on all of , hence on . This proves , and so
For the regular representation, take . It is cyclic for the left action and for the commuting right action. On finite sums of left translations, its vector functional is the identity coefficient, so . This extends to the whole group von Neumann algebra by the bounded strong-star approximations of Question 6, taking limits of the vector functional and products. The conjugation is explicitlyConsequentlyThus the commutant in (b) is exactly the Von Neumann algebra of right regular translations, with the inverse in fixing the representation convention.
Past exam of the mathematics course of the University of Cambridge 2008 iii Paper 1 8 b Solution Created 2026-10-03 Updated 2026-10-14
The polar decomposition of a bounded operator states that every bounded is uniquelywhere is a partial isometry with initial space and final space . Its initial and final orthogonal projections are and .
Existence of was proved in (a). For every ,Thus the map is well defined and isometric on . It extends uniquely to an isometry between its closed range and . Extend it by zero on to obtain . The equation and the projection assertions follow immediately. Any other normalized partial isometry with the same product must agree on the dense range of and vanish on its orthogonal complement, giving uniqueness. The kernel normalization is essential; without it an action on the kernel could be added.
A useful consequence for a Von Neumann algebra is that the polar factors of also belong to . The polynomial construction in (a) puts in the norm-closed algebra . For , the inverse of belongs to by a convergent Neumann series, andThese operators are contractions, since . On vectors the difference from has norm at most , and on the kernel it is zero. Density and the uniform bound prove the strong limit. Strong closedness of then gives . This justifies the use of algebra-valued polar factors in Question 7(c).
Past exam of the mathematics course of the University of Cambridge 2009 iii Paper 8 2 b Solution Created 2026-10-03 Updated 2026-10-14
Apply part (a) to the compact positive operator . Its positive square root is defined by multiplying each eigenvector of eigenvalue by and vanishing on the kernel. The eigenvalues tend to zero, so is compact. For every , .
Consequently is a well-defined isometry on . Extend it to the closure of that range and set it to zero on its orthogonal complement. This gives a partial isometry with initial space , final space , andFor uniqueness, the positive factor in any such polar decomposition of a bounded operator satisfies . The positive-square-root uniqueness proved in 4(b) fixes . The relation then fixes on the dense subset of its initial space and the kernel convention fixes it elsewhere. This proves uniqueness with the canonical initial-space condition. Without that condition the word “unique” would be false: can be written with many different unitary .
Past exam of the mathematics course of the University of Cambridge 2016 iii Paper 323 3 i Solution Created 2026-10-03 Updated 2026-10-06
The absolute value of an operator, trace norm, and operator norm are respectivelyThe positive square root of an operator makes well defined. Its eigenvalues are the singular values of , so and .
Use the polar decomposition of a bounded operator , with the given unitary operator . In an orthonormal eigenbasis for ,The operator norm assumption and unitarity imply . The triangle inequality therefore yields the required trace estimate:Choosing attains equality, which also gives the finite-dimensional trace duality formula . A singular causes no difficulty: in a finite-dimensional square space the polar factor can be extended to a unitary operator on the complementary subspaces.
Past exam of the mathematics course of the University of Cambridge 2021 iii Paper 225 3 iii Solution 2026-09-28
The Procrustes distance between covariance operators isFor unitary ,The polar decomposition of a bounded operator impliesTherefore
Past exam of the mathematics course of the University of Cambridge 2022 iii Paper 225 3 b Solution Created 2026-09-28 Updated 2026-10-03
For an orthogonal , unitary invariance of the Hilbert-Schmidt norm givesThe product is trace-class. Its polar decomposition of a bounded operator and trace duality givewhere are its singular values. Taking the infimum proves
Past exam of the mathematics course of the University of Cambridge 2024 iii Paper 225 3 b Solution Created 2026-09-24 Updated 2026-10-03
For factorizations and , the Procrustes distance between covariance operators is the following infimum over unitary operators :Unitary invariance of the Hilbert-Schmidt norm givesThe polar decomposition of a bounded operator and trace duality implywhere the last equality expresses the trace norm as the sum of the singular values. Taking the infimum proves
Past exam of the mathematics course of the University of Cambridge 2025 iii Paper 106 3 a Solution Created 2026-09-24 Updated 2026-10-03
An element of a unital C-star algebra is positive when for some , equivalently when and . The continuous functional calculus for the nonnegative function defines a positive element satisfying . If a positive also satisfies , functional calculus for gives , proving uniqueness. For a positive operator on ,
For arbitrary , put . Thenso . Defineon . The kernel identity makes this well-defined, and the norm identity makes it an isometry. Extend it continuously toand set it equal to zero on . The resulting is a partial isometry, has , and satisfies the polar decomposition of a bounded operator .