How statement and proof provenance work
The first chip identifies the source of the statement or construction; the second identifies the source of its local proof or verification.
- Literature-sourced: the exact statement appears in a cited source; only wording and notation differ.
- AI-adapted: a semantically identical restatement of literature-sourced material, modulo indexing, notation, and boundary cases adopted by the library.
- AI-generated: a genuinely novel statement formulated by AI, with no source for the claim itself.
These labels describe origin, not correctness: citations and verification chips remain separate evidence.
Compact Self Adjoint Hilbert Schmidt and Trace Class Operators — Examples
1 · Prerequisites
- Absolute and Conditional Convergence; Rearrangement; Products
- Algebraic Closure, Embeddings, and Separability
- Algebraic Extensions, Extension Degree, and Finite Fields
- Approximation and Compactness in C(K)
- Areas of Elementary Plane Figures
- Banach Valued Integration and the Radon Nikodym Property
- Binary Operations, Monoids, Groups and Subgroups
- Bounded Linear Operators and Quotient Spaces
- Compact Operators and Riesz Schauder Theory
- Compact Self Adjoint Hilbert Schmidt and Trace Class Operators
- Compactness
- Compactness in Metric Spaces
- Completeness, Completion, and Uniform Continuity
- Complex Lp Spaces and Test-Function Conventions
- Composition Series, the Jordan–Hölder Theorem and Solvable Groups
- Congruences, the Integers Modulo n and the Chinese Remainder Theorem
- Construction of the Natural Numbers
- Construction of the Real Numbers via Cauchy Sequences
- Construction of the Real Numbers via Dedekind Cuts
- Continuity, IVT, EVT, and Uniform Continuity
- Convergence: Nets and Filters
- Cosets, Index and Lagrange's Theorem
- Countability and Uncountability
- Countability Axioms and Cardinal Functions
- Cyclic Groups and Direct Products
- Density Separability and Convolution in Lᵖ
- Determinants of Matrices over a Commutative Ring
- Diagonalisation and the Minimal Polynomial
- Divisibility, Euclidean Domains, Principal Ideal Domains and Unique Factorisation
- Divisibility, Greatest Common Divisors and Bézout's Identity
- Dual Spaces Adjoint Operators and Annihilators
- Dual Spaces, Bilinear and Quadratic Forms, and Sylvester's Law of Inertia
- Eigenvalues, Eigenvectors and the Characteristic Polynomial
- Filters and Ultrafilters
- Finite Counting, Factorials and Binomial Coefficients
- Finite Dimensional Normed Spaces and Riesz Lemma
- Foundations of the Real Numbers for Analysis
- Fubini and Change of Variables
- Gaussian Elimination, Elementary Matrices and Reduced Row Echelon Form
- Geometric Hahn Banach and Convex Separation
- Group Actions, Orbits, Stabilisers and Cayley's Theorem
- Group Homomorphisms and the Isomorphism Theorems
- Hilbert Space Geometry and Riesz Representation
- Ideals, Quotient Rings and the Isomorphism Theorems for Rings
- Inner Product Spaces, Gram-Schmidt, Projections and Adjoints
- Lebesgue Measure on Euclidean Space
- Limits of Real Functions
- limsup, liminf, and Subsequential Limits
- Linear Independence, Bases and Dimension
- Linear Transformations, Rank-Nullity and Quotient Spaces
- Matrices, the Matrix of a Linear Map, and Change of Basis
- Measurable Functions and Simple Approximation
- Measure-Preserving Systems and Mixing Criteria
- Measures and Their Basic Properties
- Metric Spaces
- Mixed Partials, Taylor Formulae, and Extrema
- Modes of Convergence Egorov and Lusin
- Monotone Functions, Discontinuities, and Continuity Sets
- Monotone Sequences, Bolzano-Weierstrass, and Cauchy Completeness
- Normal Subgroups and Quotient Groups
- Normed and Banach Spaces
- Norming and Separation under Hahn–Banach
- Order, Zorn's Lemma, and the Axiom of Choice
- Orthonormal Bases, Parseval and Fourier Series
- Outer Measure and the Caratheodory Extension Theorem
- Polynomial Rings, the Division Algorithm and Roots
- Power Series and Real-Analytic Functions
- Primes, Euclid's Lemma and the Fundamental Theorem of Arithmetic
- Product Measures and the Fubini Tonelli Theorems
- Properties of the Integral and the Working FTC
- Relations, Functions, and Quotients
- Rings, Subrings, Integral Domains and Fields
- Rⁿ as a Normed Space; Vector-Valued Functions
- Roots, Rational Powers, and Classical Inequalities
- Separation Axioms: the Hierarchy
- Sequences and Limits
- Sequences and Series of Functions; Uniform Convergence
- Series: Convergence and the Nonnegative Tests
- Sigma Algebras and Borel Sets
- Simple Field Extensions and the Construction of the Complex Numbers
- Splitting Fields
- Square-Integrable Kernels and Hilbert–Schmidt Compactness
- Subspaces, Products, and Quotients
- Suprema and Infima
- Sylow's Theorems, p-Groups and Nilpotent Groups
- Symmetric Groups, Cycle Decomposition and the Sign Homomorphism
- The Analytic Hahn Banach Theorem
- The Baire Principles of Functional Analysis
- The Cantor Set, Baire Category, and Measure Zero in ℝ
- The Complex Exponential and Euler's Formula
- The Derivative and the Mean Value Theorems
- The Determinant of a Linear Operator, Cofactors and Cramer's Rule
- The Exponential Function
- The Fundamental Theorem of Algebra
- The Fundamental Theorem of Finite Abelian Groups
- The Fundamental Theorems of Calculus
- The Galois Correspondence
- The Lebesgue and Riemann Integrals Compared
- The Lebesgue Integral and the Convergence Theorems
- The Logarithm and General Powers
- The Lᵖ Spaces Holder Minkowski and Riesz Fischer
- The Riemann Integral in Rᵐ and Jordan Content
- The Riemann Integral: Definition and Integrability
- The Spectral Theorem, Positive Operators and Singular Value Decomposition
- The Topology of Euclidean Space
- The Total Derivative in ℝᵐ → ℝⁿ
- The ZFC Axioms and the Basic Set Constructions
- Topological Spaces and Continuity
- Topology of ℝ
- Triangularisation, Generalised Eigenspaces and Jordan Canonical Form
- Vector Spaces, Linear Subspaces, Span and Direct Sums
2 · Summary
The companion computes the theory on concrete operators. The diagonal operator on is treated first: it is bounded with exactly when , compact exactly when , Hilbert–Schmidt against the standard basis exactly when , and trace class exactly when , in which case . The Volterra operator is the second worked case: its kernel is a square-integrable indicator with , so is compact, the iterated-integration formula produces a factorial operator-norm bound that excludes every nonzero eigenvalue, and Riesz–Schauder then gives : a compact quasinilpotent operator that is not self-adjoint. The rank-one operator is followed through its adjoint, its norm , its single singular value and its trace .
The integral-operator example shows how a diagonal trace formula becomes a theorem rather than a definition: for a compact metric space with finite regular Borel measure and a continuous Hermitian positive semidefinite kernel , the reproducing-kernel space of is separable, the inclusion into is Hilbert–Schmidt, the operator factors as , and hence ; the example also records that an arbitrary -kernel need not determine diagonal values and that continuity without positivity does not give trace class.
Boundary phenomena are collected as three separating counterexamples and one orientation remark. The diagonal operators and show that compact does not imply Hilbert–Schmidt and Hilbert–Schmidt does not imply trace class; the unilateral shift shows that and can both fail to be trace class while their difference is rank one with trace , so cyclicity cannot be extended by subtracting undefined infinite traces. A closing remark records the Schatten scale for orientation only, identifying with the trace class, Hilbert–Schmidt class and compact operators, and explicitly refusing interpolation, duality and Hölder theory as later material.
3 · Logical flowchart
4 · Definitions, theorems and proofs
None yet.
5 · Examples, counterexamples and false statements
Diagonal Schatten class criteria on ell two
Example
Assume the Axiom of Countable Choice (The Axiom of Countable Choice ()). Let , let with its standard inner product and norm (Square-summable families on an arbitrary index set and the space , Real and complex inner-product spaces and their induced length), and let be the vector that is at and elsewhere, the standard basis. Given a scalar sequence define, on finite linear combinations, For claims 2–4, saying that has the indicated operator property includes the existence of its bounded extension. Then:
- extends to a bounded operator on if and only if , that is , and then ;
- is compact if and only if ;
- is Hilbert–Schmidt relative to the standard basis (Hilbert–Schmidt operator and Hilbert–Schmidt norm) if and only if , and then ;
- is trace class (Trace class operator) if and only if , and then and (Trace of a trace class operator, Trace is absolutely convergent and basis independent).
Facts & Assumptions
Given: Countable Choice, the inner-product space with its explicit coordinate vectors , and a scalar sequence .
The square-summable-family definition constructs as an inner-product space with , , and nonnegative sums as suprema of finite subsums. Finite total sums have arbitrarily small tails outside finite sets (Square-summable families on an arbitrary index set and the space , Real and complex inner-product spaces and their induced length). A Hilbert basis is an orthonormal family with dense linear span (Orthonormal families, complete orthonormal systems and Hilbert bases).
A linear map is bounded if it has a finite norm bound, and its operator norm is the unit-ball supremum (A bounded linear operator between normed spaces, The operator norm as the least bound and as the unit-sphere or unit-ball supremum). Hilbert/Banach completeness means every norm-Cauchy sequence converges (Hilbert space, Banach space, Convergence of a sequence in a metric space: iff in ).
Bounded finite-rank operators are compact, and under Countable Choice the operator-norm limit of compact operators into a Banach space is compact (Bounded finite rank operators are compact, Norm limit of compact operators is compact). Compactness gives compact closure of the image of the closed unit ball (Compact linear operator).
For a compact operator, is the unique compact positive square root of ; its positive eigenvalues with multiplicity are the positive-labelled singular values (Absolute value and singular values of a compact operator, Positive square root of a compact positive operator). The adjoint is characterized by (The Hilbert-space adjoint of a bounded operator).
Relative to a supplied Hilbert basis , Hilbert–Schmidt membership is finiteness of , with norm its square root and with basis independence (Hilbert–Schmidt operator and Hilbert–Schmidt norm, The Hilbert–Schmidt norm is basis independent).
Trace class means finite positive singular-value sum, which is its trace norm; for a supplied Hilbert basis the absolutely convergent diagonal sum is the basis-independent trace (Trace class operator, Trace of a trace class operator, Trace is absolutely convergent and basis independent).
Real and complex scalar Cauchy sequences converge (The reals are complete, The complex plane is complete, and convergence is equivalent to convergence of real and imaginary parts).
Verification
Completeness and basis. Let be norm-Cauchy in . It has a common norm bound : its tail lies within distance of one term, and the finitely many earlier norms have a maximum. Each coordinate is Cauchy since , so [A7] defines its unique limit , without any selection of alternative limits. For every finite , passage to the limit in the finite sum gives , hence . Given , choose so that for . Letting tend to infinity in each finite subsum gives for every finite and . Taking the supremum gives . Thus is Hilbert. The are orthonormal by their coordinates; finite truncations of any approximate it in norm by the small-tail assertion of [A1], so their span is dense and they are a Hilbert basis.
Boundedness and norm. If , define for every . For every finite , , so and . Coordinatewise operations show linearity, and this is the required extension. It is unique because two bounded operators agreeing on the dense finite span have difference zero by the norm bound and approximation in step 1.1. Testing gives for every , hence . Conversely any bounded extension bounds all , so the sequence must be bounded. Equality with a supremum does not assert that the norm is attained at a unit vector.
Compactness. If , then is bounded (a bounded tail and finitely many initial values suffice), so step 2.1 constructs . Its truncation keeping coordinates has finite rank and by that same norm formula. Thus [A3] and step 1.1 make compact. Conversely, if is compact but , some has infinitely many indices with . For distinct , . Cover the compact closure of of the unit ball by all balls of radius and take a finite subcover. Each such ball contains at most one of these separated points, a contradiction. This uses no enumeration of A or additional sequential-compactness supplier.
Summability and Hilbert–Schmidt membership. If for or , every term is bounded by that sum and hence is bounded. Small tails from [A1] show : for any take a finite tail-control set for , and every coordinate outside it has . Past its largest index all coordinates are outside it. In particular when the square sum is finite step 2.1 supplies the bounded extension, and . Conversely Hilbert–Schmidt membership requires that extension and the same finite sum. Formula [A5] gives the stated norm, using the actual standard basis from step 1.1 in both domain and target.
Absolute value only in the compact case. Assume is compact. Step 3.1 gives . Step 2.1 constructs bounded diagonal operators with entries and , the latter denoted . The coordinate pairing in [A1] gives , so the first is by [A4]. The operator is compact by step 3.1, is positive since , is self-adjoint by the same coordinate pairing, and satisfies . Thus by [A4]. For , the equation says wherever . There are only finitely many indices with , because . Thus that eigenspace has exactly their coordinate vectors as a finite basis. Repeated moduli contribute their full multiplicity, not multiplicity one.
Trace class and trace. For compact , step 4.1 identifies the positive singular-value multiset with the nonzero values , counted with their indices. The finite-subset suprema of these nonnegative sums agree: each finite collection of occurrences on either side corresponds to a finite collection on the other side with the same summands. Finite initial segments are cofinal among finite index subsets, so the sums also agree with the ordinary nonnegative series. Consequently [A6] gives trace class exactly when , with equal to that sum. If instead that sum is given first, steps 3.2 and 3.1 establish boundedness and compactness before any singular data are used. Finally the standard-basis coefficients are , so their absolutely convergent sum equals by [A6].
Claims 1–4 follow from steps 2.1, 3.1, 3.2 and 5.1 respectively. The sequence gives zero norms and trace; repeated entries and finite support are included by the multiplicity argument. The Hilbert basis is explicit and Countable Choice is used only as licensed by the compactness and singular/trace suppliers.
Volterra operator is Hilbert Schmidt and quasinilpotent
Example
Assume the Axiom of Choice (The Axiom of Choice). Let with the integral pairing linear in the first argument ( with the integral pairing is a Hilbert space, The complex pairing is well-defined and satisfies Cauchy–Schwarz) and let be the Volterra operator, that is, the integral operator with kernel on . Then:
- is Hilbert–Schmidt with , hence compact (Hilbert–Schmidt operator and Hilbert–Schmidt norm, Hilbert–Schmidt operators are compact);
- Choosing the integral representatives of the iterates, for every , and ;
- has no nonzero eigenvalue: for every ;
- the spectrum of is (Spectrum and resolvent of a bounded operator); thus is quasinilpotent, and in particular is not self-adjoint though it is compact, showing that the compact self-adjoint spectral theorem does not apply.
Facts & Assumptions
Given: AC, the complex Hilbert space , the kernel , and the operator .
The kernel is square-integrable. The function is measurable on the completed product measure and , by Tonelli, the measure of intervals and the polynomial integral; the class of lies in of the completed product measure with squared norm (The completed product measure, Tonelli's theorem for nonnegative measurable functions on a sigma-finite product, Lebesgue measurable sets, the family , and the restricted set function , A bounded Riemann integrable function on a closed bounded interval is Lebesgue measurable and has the same integral, Newton–Leibniz remains valid across finitely many exceptional interior points when the primitive is continuous, For a natural the function is differentiable everywhere with derivative ; for it is the constant , with derivative ; for a natural the function is differentiable at every with derivative ; consequently every polynomial function is differentiable at every real, with the derivative computed term by term).
Kernel operators. For a kernel class of finite square norm, the operator is bounded with , is Hilbert–Schmidt with , and is therefore compact (L two kernels give Hilbert–Schmidt operators, Hilbert–Schmidt operators are compact, Hilbert–Schmidt operator and Hilbert–Schmidt norm, Compact linear operator, A bounded linear operator between normed spaces).
Norm and integral bounds. For : Cauchy–Schwarz gives and ; the operator norm is the unit-ball supremum; and for integers , computed by the Newton–Leibniz formula applied to the primitive of , whose derivative is given by the derivative-of-a-power lemma, with the Riemann integral agreeing with the Lebesgue integral (The complex pairing is well-defined and satisfies Cauchy–Schwarz, The operator norm as the least bound and as the unit-sphere or unit-ball supremum, Cauchy–Schwarz: , with equality exactly for dependent pairs, Newton–Leibniz remains valid across finitely many exceptional interior points when the primitive is continuous, For a natural the function is differentiable everywhere with derivative ; for it is the constant , with derivative ; for a natural the function is differentiable at every with derivative ; consequently every polynomial function is differentiable at every real, with the derivative computed term by term, A bounded Riemann integrable function on a closed bounded interval is Lebesgue measurable and has the same integral).
Spectrum of a compact operator. Under AC, a nonzero spectral value of a compact operator on a complex Banach space is an eigenvalue of finite algebraic multiplicity, and if the space is infinite dimensional then belongs to the spectrum (Riesz schauder spectrum of a compact operator, Spectrum and resolvent of a bounded operator, Eigenvalues, eigenvectors, eigenspaces , and the spectrum of an endomorphism, Banach space).
Small reciprocal bounds. For every positive real , some natural satisfies (For every in a complete ordered field there is a natural with ). In particular , and by induction, so a tail bounded by tends to zero. The latter implication follows from and the reciprocal bound.
Self-adjointness test. The adjoint is characterized by , and is self-adjoint when (The Hilbert-space adjoint of a bounded operator, Self-adjoint, positive, unitary and normal operators).
Complex Fubini. A complex product-measurable function with integrable absolute value on a sigma-finite product has equal double and iterated integrals (Fubini's theorem for L^1 functions on a sigma-finite product). Here both factors are finite Lebesgue measure on .
Verification
Given: AC, the space , the Volterra kernel and operator, and the bounds above.
is Hilbert–Schmidt with norm . By [A1] the class of has square norm in the completed product measure; the kernel operator of [A2] is for and almost every , by the definition of ; Under AC choose a Hilbert basis as supplied by the kernel theorem; hence is Hilbert–Schmidt with and is compact.
Iterated integration and norm decay. By induction on : for the formula is the definition of ; assuming it for , as follows. Cauchy–Schwarz applied to and gives . For each fixed , the integrand is product-measurable (put its value zero outside the triangle) and its absolute value is bounded by . Tonelli thus bounds its double absolute integral by . Complex Fubini [A7] therefore permits reversing the integrals, and the inner integration [A1, A3] gives the displayed identity. Cauchy--Schwarz and Tonelli give so , and the right side tends to because it is at most , which tends to zero by [A5]. Changes to on a null set do not change any integral, so this also identifies the operator classes.
is not self-adjoint. Let and . Then and , so [A3] gives but . These values are unequal, whereas [A6] would make them equal if .
There is no nonzero eigenvalue. Let with . Iterating, for every , so if then step 1.2 gives But Choose with by [A5]. For the displayed ratio is at most , hence induction gives by [A5], contradicting for every . Hence : the kernel of is trivial for every .
The spectrum is . By step 1.1, is compact on the complex Hilbert, hence Banach, space . Thus every nonzero spectral value would be an eigenvalue by [A4], ruled out by step 2.1. To prove directly, for put . Then and , so . A bounded inverse with norm would give for all such ; taking and using [A5] contradicts this. By the resolvent definition in [A4], lies in the spectrum. Therefore .
Conclusion. Claims 1–4 are [step 1.1], [step 1.2], [step 2.1] and [step 3.1], and [step 1.3] proves the final non-self-adjointness assertion directly.
Adjoint, norm and trace of an operator of rank at most one
Example
Assume the Axiom of Countable Choice (The Axiom of Countable Choice ()). Let be a real or complex Hilbert space with the pairing linear in the first argument (Hilbert space, Real and complex inner-product spaces and their induced length), let and let Then:
- the Hilbert adjoint is (The Hilbert-space adjoint of a bounded operator, Hilbert-adjoint identities);
- (The operator norm as the least bound and as the unit-sphere or unit-ball supremum);
- is trace class (Trace class operator); if and its singular values are and for , so it has exactly one nonzero singular value, and ; if or then and all singular values vanish;
- (Trace is absolutely convergent and basis independent).
Facts & Assumptions
Given: Countable Choice, the Hilbert space , vectors and the operator of rank at most one .
Pairing and adjoint. The pairing is linear in the first argument, conjugate-linear in the second, conjugate symmetric with ; the Hilbert adjoint is characterised by and satisfies , (Real and complex inner-product spaces and their induced length, The Hilbert-space adjoint of a bounded operator, Hilbert-adjoint identities, Hilbert space).
Cauchy–Schwarz and norm. , and the operator norm is the unit-ball supremum (Cauchy–Schwarz: , with equality exactly for dependent pairs, The operator norm as the least bound and as the unit-sphere or unit-ball supremum, A bounded linear operator between normed spaces).
Compactness and spectral data. Every bounded finite-rank operator is compact (Bounded finite rank operators are compact). A nonzero compact self-adjoint positive operator has a largest eigenvalue equal to its norm with unit eigenvector, its nonzero eigenvalues are positive with finite multiplicities accumulating only at , its closed span is , and the positive square root is unique; the singular values of a compact operator are the positive eigenvalues of with multiplicity, in nonincreasing order with zero padding (Norm point of a compact self adjoint operator is an eigenvalue up to sign, Spectral theorem for compact self adjoint operators, Positive square root of a compact positive operator, Absolute value and singular values of a compact operator, Singular value decomposition for compact operators).
Trace machinery. A compact operator with is trace class with ; for a nuclear representation the trace is , independently of the representation, and (Trace class operator, Nuclear series characterizes trace norm, Trace is absolutely convergent and basis independent, Trace of a trace class operator).
Verification
Given: Countable Choice, the vectors , the operator , and the candidate .
The adjoint. The candidate is linear by first-variable linearity and bounded by using [A2]. For all , and by conjugate symmetry [A1]; the two expressions agree, so by uniqueness of the Hilbert adjoint .
The norm. For every , by [A2], so ; if then testing gives , whence equality, and if then and both sides are .
The singular value. The range of is contained in , when , , so its range has ordered basis ; if either vector is zero its range has the empty basis. Thus the bounded operator has finite rank and is compact by [A3]. Compute using [step 1.1] and conjugate linearity in the second argument [A1]; hence where is the orthogonal projection onto when , and put when , so the displayed formula holds in that case too. For , writing gives , and directly from [A1]. The operator is bounded by [A2] and has the one-vector range basis when , otherwise the empty range basis. It is therefore compact by [A3], and is self-adjoint and positive with , so by uniqueness of the positive square root [A3]; its nonzero eigenvalues are the single number with multiplicity one when , and there are none when or . By [A3] the singular values of are exactly this data, and [A4] gives , so is trace class.
The trace. Assume (otherwise and the trace is ). Then, writing and , the identity exhibits as the positive-integer-indexed nuclear representation with , and for . Its zero-based partial-sum sequence has and for every , so it converges to exactly as required by [A4]. Therefore , since scalar multiplication in the first argument and conjugate-linearity in the second give .
Conclusion. Claims 1–4 are [step 1.1], [step 1.2], [step 2.1] and [step 3.1]; in the degenerate cases or the operator is with and .
Integral operator trace under a valid diagonal hypothesis
Example
Assume the Axiom of Choice (The Axiom of Choice). Let be a compact metric space, let be a finite regular Borel measure on (Finite, sigma-finite, and semifinite measures, Lebesgue measurable sets, the family , and the restricted set function ) and let be continuous, Hermitian, , and positive semidefinite, that is for all finite families and scalars . Let be the integral operator on the complex Hilbert space ( with the integral pairing is a Hilbert space, The complex pairing is well-defined and satisfies Cauchy–Schwarz) Then:
- is a bounded Hilbert–Schmidt operator with and , hence compact (L two kernels give Hilbert–Schmidt operators, Hilbert–Schmidt operator and Hilbert–Schmidt norm, Compact linear operator);
- is self-adjoint and positive: and for all (Self-adjoint, positive, unitary and normal operators);
- is trace class and (Trace class operator, Trace is absolutely convergent and basis independent);
- two boundaries are part of the statement. First, a class in does not in general determine diagonal values: when is nonzero and nonatomic, representatives may be changed on the product-null diagonal, changing their diagonal integrals. Thus the displayed identity is a theorem under the continuity and positivity hypotheses and is not a definition of the trace. Second, continuity of alone does not imply trace class: it only gives Hilbert–Schmidt, and a continuous Hermitian kernel that is not positive semidefinite may fail to be trace class.
Facts & Assumptions
Given: AC, the compact metric space , the finite regular Borel measure , the continuous Hermitian positive semidefinite kernel , and the symbols .
Kernel arithmetic. is bounded and measurable on with , the completed product measure is finite and Tonelli applies to nonnegative measurable functions (The completed product measure, Tonelli and Fubini for the completed product, with only almost-everywhere section measurability, Finite, sigma-finite, and semifinite measures, Lebesgue measurable sets, the family , and the restricted set function ).
Kernel operators. For of finite square norm the operator is bounded with , is Hilbert–Schmidt with , and is compact by Hilbert–Schmidt operators are compact applied to the Hilbert basis supplied under AC by the kernel theorem; the complex space with is a Hilbert space (L two kernels give Hilbert–Schmidt operators, with the integral pairing is a Hilbert space, The complex pairing is well-defined and satisfies Cauchy–Schwarz, Hilbert–Schmidt operator and Hilbert–Schmidt norm, A bounded linear operator between normed spaces, The operator norm as the least bound and as the unit-sphere or unit-ball supremum, Hilbert space, Banach space, Compact linear operator).
The reproducing-kernel space. On the complex span of the functions put . Positive semidefiniteness and Hermitian symmetry make this a positive semidefinite Hermitian form, so and the null set is a subspace on which the form vanishes identically and whose elements are exactly the functions vanishing on , because for ; the quotient with the induced inner product has a completion , a Hilbert space (The norm completion of an inner-product space is a Hilbert space, Real and complex inner-product spaces and their induced length, Cauchy–Schwarz: , with equality exactly for dependent pairs, Orthogonality and the orthogonal complement). In the reproducing identity and the bound hold, the inclusion , , is a well-defined bounded linear map with , and (Hilbert-adjoint identities, The Hilbert-space adjoint of a bounded operator).
A finite or countable orthonormal basis of . By compactness is totally bounded, so for each integer there is a finite -net of (A compact metric space is complete and totally bounded, and neither implication uses any choice principle); AC chooses one net for each , their union is at most countable and dense, and the -span of is an at most countable dense subset of , because as by continuity and Hermitian symmetry. The separable-basis theorem therefore provides a Hilbert basis of , where is empty, finite, or countably infinite (A Hilbert space with a dense sequence has a finite or countable orthonormal basis, Dense, nowhere dense and codense subsets of a topological space, and the criterion by basic open sets, Finite, countably infinite, countable, uncountable, Every subset of an at most countable set is at most countable, Countable unions of at most countable sets, assuming , Convergence of a sequence in a metric space: iff in , Orthonormal families, complete orthonormal systems and Hilbert bases). Using its canonical order, write the basis as when it is finite and as when it is infinite, and define a positive-integer-indexed family by on the existing indices and after in the finite case (all terms are zero when ).
Nuclear series, Parseval and Tonelli. A positive-integer-indexed nuclear family whose shifted coefficient-norm series is summable has zero-based partial sums converging in operator norm and defines a trace-class operator, whose trace is the corresponding shifted sum with ; and for the Hilbert basis of , Parseval gives for every , while Tonelli for this at most countable nonnegative family gives (Nuclear series characterizes trace norm, Trace is absolutely convergent and basis independent, Trace of a trace class operator, Parseval equivalences for an orthonormal family, Tonelli and Fubini for the completed product, with only almost-everywhere section measurability).
Verification
Given: AC, the data above, the space with its basis , its zero-padded positive enumeration , and the inclusion .
The operator and its factorization. By [A1] the class of has finite square norm, so [A2] makes a bounded Hilbert–Schmidt compact operator with the stated norms. By [A3] the inclusion is bounded with : for and every , , using the reproducing identity and Hermitian symmetry.
is Hilbert–Schmidt and is positive. By [A4] the family is a Hilbert basis of the domain of , so by [A5], and the right-hand side is finite because is continuous on the compact space ; hence is Hilbert–Schmidt relative to this supplied basis, including the finite and zero-dimensional cases. Moreover and for all by [A3], so is self-adjoint and positive.
Trace class and the trace formula. Expanding in the Hilbert basis and then using the zero-padded enumeration of [A4] gives where the first expression is a finite-subset net and the second is its ordinary positive-indexed enumeration (eventually zero in finite dimension). Applying gives the positive-indexed nuclear representation Its zero-based partial sums converge in operator norm by [A5], and its shifted coefficient-norm series satisfies by [step 1.2]. Hence [A5] makes trace class with and .
Conclusion and both boundaries. Claims 1–3 are [step 1.1], [step 1.2] and [step 1.3]. For the first boundary, the diagonal is closed and product-measurable (a compact metric space has a countable base). If is nonatomic, Tonelli in [A1] gives . For nonzero , the representatives and therefore give the same class but their diagonal integrals differ by . This is a failure in general, not in every measure space: on a singleton with unit mass the kernel class does determine its diagonal value. For the second boundary, here is a continuous Hermitian kernel whose operator is not trace class. For each put and choose the explicit finite cluster The clusters are disjoint, all their points are isolated, and their only accumulation point is , so is compact. Give each point of mass and give mass zero. This defines a finite Borel measure of total mass , regular because finite subsets approximate the mass of any set from inside, and complements of finite subsets of its complement approximate it from outside. Index by binary vectors in lexicographic order, and set with on different clusters and whenever either coordinate is . The dot product in the exponent is taken modulo . This real symmetric kernel is continuous: away from points are isolated; near nonzero block values have modulus ; near or with the kernel is eventually zero. A vector of odd parity gives , so the kernel is not positive semidefinite. Pairing binary vectors differing in a coordinate where shows ; for the sum is . Thus . The normalized singleton indicators form a complete orthonormal basis of this atomic space (truncating a square-summable atomic integral proves completeness). On its block the operator matrix is . Consequently is on that block and is . The block singular values are , repeated times. Their squared sum is ; their sum is , so is not trace class by Trace class operator. Compactness follows from [A2], or directly because the block norms tend to zero and finite block truncations have finite rank. This proves the second boundary while retaining the positive-kernel conclusion: positivity supplies trace-class membership here; continuity alone does not.
Compact does not imply Hilbert Schmidt
Statement refuted
Assume the Axiom of Countable Choice (The Axiom of Countable Choice ()). Let with standard basis and define the diagonal operator extended linearly and by continuity. Then is compact (Compact linear operator) but not Hilbert–Schmidt relative to any Hilbert basis (Hilbert–Schmidt operator and Hilbert–Schmidt norm); that is, compactness does not imply the Hilbert–Schmidt property.
Facts & Assumptions
Given: Countable Choice, the space with its standard basis , and the diagonal operator with , for .
Diagonal criteria. For a diagonal operator with bounded sequence , boundedness, compactness, the Hilbert–Schmidt criterion relative to the standard basis, and the trace-class criterion hold as in the diagonal example; the Hilbert–Schmidt property and norm are basis-independent, and the standard basis is orthonormal with (Diagonal Schatten class criteria on ell two, Hilbert–Schmidt operator and Hilbert–Schmidt norm, The Hilbert–Schmidt norm is basis independent, Square-summable families on an arbitrary index set and the space ).
Divergence and convergence of -series. For rational the series converges, while at the harmonic series diverges; in particular is not summable because its terms dominate the harmonic terms for (For rational , converges iff ).
Countable Choice is the standing hypothesis (The Axiom of Countable Choice ()).
Counterexample
Given: Countable Choice, the sequence , , and the diagonal operator .
is compact. The sequence tends to (given rational , choose a natural ; then for ), so by the diagonal compactness criterion [A1] the operator is compact.
is not Hilbert–Schmidt. Relative to the standard basis, by the divergence of the harmonic series [A2], so is not Hilbert–Schmidt relative to the standard basis by the diagonal criterion [A1]; since the Hilbert–Schmidt property and its norm are independent of the chosen Hilbert basis [A1], is not Hilbert–Schmidt relative to any Hilbert basis.
Conclusion. The operator is compact by [step 1.1] and fails to be Hilbert–Schmidt by [step 1.2]; hence compactness does not imply the Hilbert–Schmidt property.
Hilbert Schmidt does not imply trace class
Statement refuted
Assume the Axiom of Countable Choice (The Axiom of Countable Choice ()). Let with standard basis and define the diagonal operator extended linearly and by continuity. Then is Hilbert–Schmidt relative to the standard basis (Hilbert–Schmidt operator and Hilbert–Schmidt norm) but not trace class (Trace class operator); that is, the Hilbert–Schmidt property does not imply the trace-class property.
Facts & Assumptions
Given: Countable Choice, the space with its standard basis , and the diagonal operator with , for .
Diagonal criteria. For a diagonal operator with bounded sequence : boundedness with , compactness in the case and only there, the Hilbert–Schmidt criterion with relative to the standard basis, and the trace-class criterion with (Diagonal Schatten class criteria on ell two, Hilbert–Schmidt operator and Hilbert–Schmidt norm, Trace class operator, Absolute value and singular values of a compact operator).
-series. For rational the series converges, and at the harmonic series diverges; in particular and (For rational , converges iff ).
Countable Choice is the standing hypothesis (The Axiom of Countable Choice ()).
Counterexample
Given: Countable Choice, the sequence , , and the diagonal operator .
is Hilbert–Schmidt. The sequence is bounded by and by [A2]; hence is Hilbert–Schmidt relative to the standard basis with by the diagonal criterion [A1].
is not trace class. The positive singular values of the diagonal operator are , , in nonincreasing order with multiplicity [A1]. Their series diverges by [A2], so the finiteness condition in the trace-class definition fails and is not trace class. No value of is assigned, because that norm is defined only for trace-class operators.
Conclusion. is Hilbert–Schmidt by [step 1.1] and not trace class by [step 1.2]; hence the Hilbert–Schmidt property does not imply the trace-class property.
The unilateral shift obstructs a cyclic linear trace extension
Statement refuted
Assume the Axiom of Countable Choice (The Axiom of Countable Choice ()). Let with standard basis given by , and let be the unilateral forward shift extended linearly and by continuity, with . Then neither nor is trace class (Trace class operator), while is rank one with (Adjoint, norm and trace of an operator of rank at most one). Consequently there is no linear functional on a linear subspace of that contains the trace-class operators, , and , agrees with the usual trace on trace-class operators, and satisfies . Thus the cyclicity identity of Cyclicity of the trace has no linear cyclic extension whose domain contains this pair of nonsummable products.
Facts & Assumptions
Given: Countable Choice, the space with its standard basis , the forward shift , and the projection .
The standard basis and shifts. The vectors satisfy and , and if has for every then , so the zero-complement characterisation makes a complete orthonormal family, a Hilbert basis of ; hence every equals and two vectors with equal coefficients coincide (Square-summable families on an arbitrary index set and the space , Parseval equivalences for an orthonormal family, Fourier expansion in a Hilbert space, Orthonormal families, complete orthonormal systems and Hilbert bases, Real and complex inner-product spaces and their induced length). The forward shift has , is an isometry, and its adjoint satisfies , for , the adjoint being characterised by (Hilbert-adjoint identities, The Hilbert-space adjoint of a bounded operator, The operator norm as the least bound and as the unit-sphere or unit-ball supremum, A bounded linear operator between normed spaces).
Trace-class diagonal test. If is trace class and is a Hilbert basis, then ; hence an operator for which some Hilbert basis has infinitely many with is not trace class (Trace of a trace class operator, Trace is absolutely convergent and basis independent, Trace class operator, Square-summable families on an arbitrary index set and the space ).
Rank-one operators. For the operator has adjoint , norm , and trace ; in particular has trace (Adjoint, norm and trace of an operator of rank at most one, Orthonormal families, complete orthonormal systems and Hilbert bases).
Cyclicity theorem. If is trace class and is bounded then and are trace class and have equal traces (Cyclicity of the trace).
Counterexample
Given: Countable Choice, the shift , the projection , and the standard basis.
The products. Since is an isometry, for all by [A1], so . Similarly for equals , while ; hence fixes each with and annihilates , that is for all , and .
Neither product is trace class. For with the Hilbert basis , every diagonal coefficient is , so and is not trace class by [A2]. For , the coefficients at with are , again infinitely many equal to , so is not trace class by [A2].
The difference has trace one. is a rank-one operator whose trace is by [A3]; note that because it is a unit vector.
Conclusion. Suppose that a linear functional on a linear subspace containing the trace-class operators, , and agreed with the usual trace on trace-class operators and satisfied . By linearity, [step 1.1], and [step 1.3], a contradiction. Hence no such cyclic linear extension exists. The products themselves are not trace class by [step 1.2], so [A4] neither asserts nor assigns their individual traces.
Schatten p classes
Remark
Assume the Axiom of Countable Choice (The Axiom of Countable Choice ()). Let and be real or complex Hilbert spaces and let be compact (Compact linear operator) with zero-padded singular-value sequence (Absolute value and singular values of a compact operator). For a real the Schatten -class is defined to be the set of compact operators with This is an orientation remark only. It records the scale of ideals without developing any of its theory.
The two endpoints that this page does develop are recognised as follows. is exactly the trace-class ideal and is the trace norm, by definition of the latter (Trace class operator), including the zero padding and the finite-rank case. is exactly the class of operators that are Hilbert–Schmidt relative to a supplied Hilbert basis of : for such a basis, let and be the right and left singular families supplied by the SVD. Its expansion gives so orthonormality of the , Parseval for the supplied basis , and the interchange of the nonnegative finite-subset suprema give since and the last sum is the zero-padded singular-value sum (Singular value decomposition for compact operators, Hilbert–Schmidt operator and Hilbert–Schmidt norm, Parseval equivalences for an orthonormal family, Square-summable families on an arbitrary index set and the space , Orthonormal families, complete orthonormal systems and Hilbert bases), so that, when the common sum is finite, . For clarity, the interchange uses only finite rectangles: every finite subset of lies in the product of its two finite projections, and finitely many finite sets of indices have finite union. Thus both iterated nonnegative suprema equal the supremum over finite rectangles, even when they are infinite. The norm identity for each follows first for finite orthogonal sums and then by norm convergence of its SVD expansion. Parseval is applied in to , with . Conversely, every bounded operator Hilbert–Schmidt relative to is compact by Hilbert–Schmidt operators are compact, so the same calculation applies to it and puts it in . No basis of is required, and the norm retains the notation of its definition. The formula proves the same value for every supplied basis of in this compact-operator setting; it does not assert existence of such a basis. Empty singular families and an empty domain basis contribute zero. For one writes for the compact operators with the operator norm (The operator norm as the least bound and as the unit-sphere or unit-ball supremum).
Deliberate boundaries. Nothing here asserts completeness of , Hölder or Young inequalities, duality, interpolation, or the identification of with a space of sequences; no monotonicity of the norms beyond from the trace-class page is claimed. Later items must not use this remark as a supplier: it is recorded for orientation, exactly as the functional-analysis plan's FA-16 boundary requires, and the general theory of Schatten classes belongs to a later, separate development.
Sources
- Gerald Teschl, Topics in Real and Functional Analysis, version November 17, 2017 — §3.5–§3.6, diagonal operators and Schatten classes
- Gerald Teschl, Topics in Real and Functional Analysis, version November 17, 2017 — §3.1 and §3.6, the Volterra operator
- Anthony W. Knapp, Advanced Real Analysis — Chapter II, §5, rank-one operators
- Gerald Teschl, Topics in Real and Functional Analysis, version November 17, 2017 — §10.5, Lemma 10.26 and Theorem 10.27 (Mercer, printed pp. 304–306)
- Gerald Teschl, Topics in Real and Functional Analysis, version November 17, 2017 — §3.6, compact but not Hilbert–Schmidt diagonal operators
- Gerald Teschl, Topics in Real and Functional Analysis, version November 17, 2017 — §3.6, Hilbert–Schmidt but not trace-class diagonal operators
- Gerald Teschl, Topics in Real and Functional Analysis, version November 17, 2017 — §3.6, the shift and the failure of cyclicity without trace class
- Gerald Teschl, Topics in Real and Functional Analysis, version November 17, 2017 — §3.6, Schatten classes
- Anthony W. Knapp, Advanced Real Analysis — Chapter II, §5