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Continuous Functional Calculus for Self Adjoint and Normal Operators
1 · Prerequisites
- Absolute and Conditional Convergence; Rearrangement; Products
- Analyticity of Holomorphic Functions; Liouville and Morera
- Approximation and Compactness in C(K)
- Arc Length and Rectifiable Curves
- Banach Alaoglu Goldstine and Krein Milman
- Banach Algebras Spectrum and Holomorphic Functional Calculus
- Banach Valued Integration and the Radon Nikodym Property
- Binary Operations, Monoids, Groups and Subgroups
- Bounded Linear Operators and Quotient Spaces
- Bounded Variation and the Riemann–Stieltjes Integral
- Compact Operators and Riesz Schauder Theory
- Compactness
- Compactness in Metric Spaces
- Completeness, Completion, and Uniform Continuity
- Complex Differentiability and the Cauchy–Riemann Equations
- Complex Power Series and Analytic Functions
- Connectedness
- 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
- Contour Integration
- Convergence: Nets and Filters
- Cosets, Index and Lagrange's Theorem
- Countability and Uncountability
- Divisibility, Euclidean Domains, Principal Ideal Domains and Unique Factorisation
- Dual Spaces Adjoint Operators and Annihilators
- Dual Spaces, Bilinear and Quadratic Forms, and Sylvester's Law of Inertia
- Filters and Ultrafilters
- Finite Counting, Factorials and Binomial Coefficients
- Foundations of the Real Numbers for Analysis
- Function Space Topologies and the Exponential Law
- Fundamental Trigonometric Identities
- Gelfand Theory and Commutative C Star Algebras
- Goursat's Theorem and Cauchy's Theorem in a Convex Domain
- Hausdorff via the Diagonal
- Hilbert Space Geometry and Riesz Representation
- Ideals, Quotient Rings and the Isomorphism Theorems for Rings
- Inner Product Spaces, Gram-Schmidt, Projections and Adjoints
- Limits of Real Functions
- limsup, liminf, and Subsequential Limits
- Line Integrals and the Gradient Theorem
- Linear Independence, Bases and Dimension
- Linear Transformations, Rank-Nullity and Quotient Spaces
- Matrices, the Matrix of a Linear Map, and Change of Basis
- Metric Spaces
- 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
- Partitions of Unity and Paracompactness
- pi: the Equivalent Characterizations
- Polynomial Rings, the Division Algorithm and Roots
- Power Series and Real-Analytic Functions
- Properties of the Integral and the Working FTC
- Radon Measures and the Riesz Markov Kakutani Theorem
- 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
- Simple Field Extensions and the Construction of the Complex Numbers
- Sine, Cosine, and the Definition of Pi
- Stone–Weierstrass in General
- Subspaces, Products, and Quotients
- Suprema and Infima
- 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 Exponential Function
- The Fundamental Theorems of Calculus
- The Riemann Integral: Definition and Integrability
- 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
- Urysohn's Lemma and the Tietze Extension Theorem
- Vector Spaces, Linear Subspaces, Span and Direct Sums
2 · Summary
This page builds the continuous functional calculus for bounded self-adjoint and bounded normal operators from the Gelfand theory of the preceding pair and uses it to organise positivity, square roots, polar decomposition and numerical range. The analytic core is the polynomial isometry: for a bounded self-adjoint the restriction classes of complex polynomials on the compact real spectrum satisfy , and uniform approximation on that compact set with completeness of extends the calculus to all continuous functions. The construction is explicit in its inputs — the Stone--Weierstrass density, the polynomial spectral mapping theorem and the spectral-radius identity for normal elements — and no square root, Borel calculus or measure theory is used to produce it.
The normal case is obtained by Gelfand duality rather than by a second approximation argument: is a unital commutative C*-algebra exactly when is normal, its character space is homeomorphic to by spectral permanence and the identification of character values with spectral values, and pulling back the Gelfand isomorphism yields the calculus . The page records spectral mapping, the preservation of sums, products, conjugation, positivity and composition, the eigenvector identity, the two forms of the commutant statement (commuting with and ), the sharp norm and spectrum extrema for self-adjoint operators, and the abstract spectral theorem representing a normal operator by the coordinate function. Uniqueness clauses are part of each calculus statement, so consumers never need an unproved identification of two models.
The second half applies the calculus to operators rather than to functions. The positive square root is the continuous function evaluated on the nonnegative spectrum, with uniqueness proved inside the commutative C*-algebra generated by the two candidate roots; the absolute value and the polar decomposition follow, with the kernel convention making unique. Partial isometries are defined by their behaviour on the orthogonal complement of the kernel and characterised by and being the orthogonal projections onto the initial and final spaces. The numerical range is defined on the unit sphere, shown to be a norm equivalent to the operator norm with , proved equal to the operator norm in the normal case through approximate eigenvectors, and shown to be convex for every bounded operator by reducing to two-dimensional compressions; the page closes with the remark that convexity does not imply closedness, witnessed by multiplication by the coordinate on .
The declared choice strength is uniform across the page: the C*-, Gelfand- and spectral-radius inputs are stated under AC, Countable Choice is the hypothesis of the early Hilbert-adjoint and positive-spectrum lemmas, and the finite matrix computations in the examples introduce no further selection. The covariance-matrix remark is orientation for the probability track and proves no probability theorem.
3 · Logical flowchart
4 · Definitions, theorems and proofs
Bounded Hilbert operators form a C star algebra
Statement
Assume Countable Choice. For every nonzero complex Hilbert space , , with the operator norm, composition, identity, and Hilbert adjoint, is a unital C*-algebra and .
Facts & Assumptions
A Hilbert space is an inner-product space complete for its induced norm, that is, a Banach space for that norm (Hilbert space, Banach space).
is the vector space of bounded linear operators with pointwise operations and the operator norm , which is the least bound of , so that for every (The spaces (\mathcal B(X,Y)) and (\mathcal B(X)) of bounded linear operators, The operator norm as the least bound and as the unit-sphere or unit-ball supremum).
If is a Banach space then is complete for the operator norm (If (Y) is Banach then (\mathcal B(X,Y)) is Banach).
The Hilbert adjoint is the unique operator with ; the assignment is conjugate-linear, involutive and isometric, satisfies , and obeys (Hilbert-adjoint identities).
A unital complex Banach algebra is a nonzero complex Banach algebra with submultiplicative norm and a unit of norm one; a complex C*-algebra is a complex Banach algebra carrying a conjugate-linear involution with , and (Unital Banach algebra, C star algebra).
Countable Choice is the hypothesis under which the Hilbert-adjoint and completeness suppliers below are stated (The Axiom of Countable Choice ()).
Proof
Given: A nonzero complex Hilbert space and operators .
Composition in is bilinear and associative, and the operator norm is submultiplicative: .
The identity operator lies in and satisfies , and : since every nonzero has , so the unit-ball supremum defining equals . Thus is a nonzero algebra whose unit has norm one.
The Hilbert adjoint is a map which is conjugate-linear, involutive and isometric, satisfies , and satisfies for every .
The space is Banach for its norm by [A1], so is complete for the operator norm by [A3]; together with the submultiplicativity, the identity of norm one and the nonvanishing just recorded, this makes a unital complex Banach algebra in the sense of [A5].
The space , with the operator norm, composition, the identity and the Hilbert adjoint, fulfils every axiom of a unital complex C*-algebra listed in [A5], and the identity holds.
Spectrum of a self adjoint operator is real
Statement
Assume Countable Choice. If is a bounded self-adjoint operator on a nonzero complex Hilbert space, then , and for every and every .
Facts & Assumptions
A scalar lies in the resolvent set exactly when is bijective with bounded inverse; is the complement of (Spectrum and resolvent of a bounded operator).
For a self-adjoint one has for all , and consequently is real; the adjoint is conjugate-linear, so (Self-adjoint, positive, unitary and normal operators, Hilbert-adjoint identities).
A Hilbert space is complete for its induced norm (Hilbert space).
For the numbers and are real with , , and exactly when (Real and imaginary parts, complex conjugation, and modulus).
For every bounded one has and (Kernel–range orthogonality for Hilbert adjoints).
and ; a vector orthogonal to every vector of a set spanning a dense subspace is zero (Orthogonality and the orthogonal complement).
Countable Choice is the hypothesis under which the adjoint, orthogonality and completeness suppliers are stated, and means for every (The Axiom of Countable Choice (), The operator norm as the least bound and as the unit-sphere or unit-ball supremum).
Proof
Given: A nonzero complex Hilbert space and a bounded self-adjoint , and a scalar with , .
Since , is normal and , so for every the expansion of gives .
If and for some , then testing against gives ; the left side is real by self-adjointness while because , so no such exists and .
If then for every , so is injective and its range is closed: from the estimate makes Cauchy, hence convergent to some with .
If then , and since the range is closed it equals its own closure, so .
For the operator is therefore bijective, and for the lower bound gives , so the inverse is bounded and ; hence .
Spectrum of a positive operator is nonnegative
Statement
Assume Countable Choice. If is a bounded positive operator on a nonzero complex Hilbert space, then .
Facts & Assumptions
is positive when is a real number in for every ; positivity is a condition on the values of the quadratic form and does not presuppose self-adjointness (Self-adjoint, positive, unitary and normal operators).
, and for a fixed the expansion of at uses the linear/conjugate-linear inner-product conventions (The Hilbert-space adjoint of a bounded operator, Real and complex inner-product spaces and their induced length). The adjoint algebra laws give (Hilbert-adjoint identities).
for all vectors (Cauchy–Schwarz: , with equality exactly for dependent pairs).
exactly when is bijective with bounded inverse; is the complement of (Spectrum and resolvent of a bounded operator).
and for every bounded (Kernel–range orthogonality for Hilbert adjoints).
A Hilbert space is complete for its induced norm; and means or (Hilbert space, Real and imaginary parts, complex conjugation, and modulus, The operator norm as the least bound and as the unit-sphere or unit-ball supremum).
Countable Choice is the hypothesis of the adjoint and orthogonality suppliers used below (The Axiom of Countable Choice ()).
Proof
Given: A nonzero complex Hilbert space , a bounded positive operator and a scalar outside .
For the lower bounds below are immediate. For the number is real and nonnegative, so writing one has with always and when and .
If with , then testing against and using the adjoint identity gives ; the left side is a nonnegative real number while makes non-real or negative, so .
If then by the estimate and Cauchy–Schwarz, and the same lower bound with holds when is real and negative; in either case there is with , so is injective. Its range is closed: if , the inequality makes Cauchy, completeness gives , and boundedness gives .
For such the orthogonal complement of is , the vanishing being step 1.2 applied to the scalar , which also lies outside ; the closed range equals its closure, so .
Hence every lies in : is bijective with bounded inverse, and its inverse has norm at most by step 2.1; changing sign gives the bounded inverse of . Thus .
Order on bounded self adjoint operators
Definition
Assume Countable Choice and let be a nonzero complex Hilbert space. Write
for the set of bounded self-adjoint operators on (Self-adjoint, positive, unitary and normal operators). For define
Equivalently ; the notation is exactly the positivity of Self-adjoint, positive, unitary and normal operators. Operators are compared only when both are self-adjoint: the relation is not defined for a general pair in , and no conjugate-linear or non-real quadratic form is admitted by the definition.
is a real vector space and is a partial order on it. Sums and real scalar multiples of self-adjoint operators are self-adjoint, because the adjoint is conjugate-linear and (Hilbert-adjoint identities); the zero operator is self-adjoint. So the comparisons below are between elements of a real vector space.
- Reflexivity. and , so .
- Transitivity. If and , then for every by additivity of the pairing in its first argument, so .
- Antisymmetry. If and , then for every . The sesquilinear form is linear in and conjugate-linear in and satisfies for every , so the four-term expansion vanishes for all . Hence for all , and fixing and taking gives , so and . The expansion is the displayed consequence of additivity and conjugate-linearity alone, so antisymmetry consumes no completeness of (Hilbert space).
Two conventions. First, the order is a partial order on the real vector space of self-adjoint operators; it is not a total order, and the extrema of the spectrum in the later results are taken in , not by comparing operators. Second, refers to the quadratic form of a self-adjoint operator; the counterexample on the companion page shows that nonnegativity of the spectrum alone does not define positivity for operators that are not self-adjoint (The operator norm as the least bound and as the unit-sphere or unit-ball supremum for the operator data used throughout).
C star algebra generated by a normal operator
Definition
Assume Countable Choice and let be a nonzero complex Hilbert space with (The spaces (\mathcal B(X,Y)) and (\mathcal B(X)) of bounded linear operators). The unital -algebra generated by is the smallest subset containing the identity and that is closed under addition, scalar multiplication, multiplication and the adjoint. The C*-algebra generated by is its norm closure
For an arbitrary , the concrete elements of are finite linear combinations of finite words in the two letters and . When is normal, the two letters commute and every such word can be reordered, so in that case
Well-definedness and the algebra structure. The set is a complex -subalgebra of containing , and the closure of a -subalgebra of a C*-algebra is again a unital -subalgebra: sums, products and adjoints of limits are the limits of the corresponding sums, products and adjoints, because the algebra operations and the adjoint are continuous (Hilbert-adjoint identities, Bounded Hilbert operators form a C star algebra, C star algebra). A closed subset of the complete space is complete, so with the inherited norm, multiplication, unit and adjoint is itself a unital complex C*-algebra, a unital C*-subalgebra of with the same identity .
Commutativity is exactly normality. If is normal (Self-adjoint, positive, unitary and normal operators), then commutes with , hence any two words in and commute, hence any two -polynomials commute, so is commutative; commutativity passes to the closure because if and , , then by continuity of multiplication. Conversely, if is commutative, then the elements and of it commute, that is and is normal. In particular is a nonzero commutative unital C*-algebra exactly when is normal, and only that case is fed to the Gelfand theory later on this page.
Minimality convention. is the smallest closed unital -subalgebra of containing : every closed unital -subalgebra contains and hence its closure. No generator other than and is adjoined, and the definition does not presuppose any particular representation of the generated algebra (The operator norm as the least bound and as the unit-sphere or unit-ball supremum for the norm used in the closure).
Normal operator norm equals spectral radius
Statement
Assume AC. For a bounded normal operator on a nonzero complex Hilbert space, .
Facts & Assumptions
is a unital complex C*-algebra, hence in particular a nonzero unital complex Banach algebra; an operator is normal when (Bounded Hilbert operators form a C star algebra, Self-adjoint, positive, unitary and normal operators).
For every normal element of a unital complex C*-algebra the spectral radius satisfies (C star spectral radius equals norm for normal elements).
For a bounded operator on a nonzero complex Banach space the spectral radius is , computed in , and exactly when is bijective with bounded inverse (Spectral radius, Spectrum and resolvent of a bounded operator).
In a nonzero unital complex Banach algebra the spectrum of every element is nonempty and compact (Spectrum is nonempty compact and norm bounded).
A bounded bijective linear map between Banach spaces has a bounded inverse (Bounded inverse theorem), so for invertibility in the algebra and bijectivity with bounded inverse coincide (C star algebra generated by a normal operator for the generated-algebra convention used on this page).
Proof
Given: A nonzero complex Hilbert space and a bounded normal operator .
is a unital complex C*-algebra, so it is a nonzero unital Banach algebra, and is a normal element of it.
The algebra spectrum of in equals the operator spectrum: is invertible in exactly when it is bijective with bounded inverse.
Applying the C*-spectral-radius theorem to the normal element of gives .
The spectrum is nonempty and compact by step 1.2 and [A4], so the modulus maximum defining is attained and equals .
Therefore , which is the asserted identity.
Normal operator with zero spectrum is zero
Statement
Assume AC. A bounded normal operator whose spectrum is is the zero operator.
Facts & Assumptions
For a bounded normal operator on a nonzero complex Hilbert space, (Normal operator norm equals spectral radius).
The operator norm is the least bound of , so forces for every (The operator norm as the least bound and as the unit-sphere or unit-ball supremum).
The spectrum is a subset of ; a normal operator is one with , and the zero operator is normal (Spectrum and resolvent of a bounded operator, Self-adjoint, positive, unitary and normal operators).
AC is the hypothesis of the norm-and-spectral-radius supplier (The Axiom of Choice).
Proof
Given: A nonzero complex Hilbert space and a bounded normal with .
The spectral radius is .
Hence by the spectral-radius identity for normal operators.
Since is a bound for , for every , so for every and .
Isometry coisometry and partial isometry
Definition
Assume Countable Choice and let be nonzero complex Hilbert spaces with a bounded linear operator (The operator norm as the least bound and as the unit-sphere or unit-ball supremum).
- is an isometry when for every ; equivalently .
- is a coisometry when is an isometry; equivalently .
- is a partial isometry when vanishes on its kernel and is isometric on the orthogonal complement of its kernel: The closed subspace is the initial space of , and the closed subspace is its final space.
The equivalence in the isometry clause. If then . Conversely, if for every , then is self-adjoint and for every ; the four-term expansion of the sesquilinear form applied to the vanishing diagonal values gives for all , hence , that is (Hilbert-adjoint identities for the adjoint identities).
Well-definedness of the subspaces. The kernel is a closed linear subspace because is bounded and linear, so its orthogonal complement is a closed subspace and the orthogonal-decomposition theorem gives (Orthogonal decomposition by a closed subspace, Orthogonality and the orthogonal complement). The range of a partial isometry is closed: is isometric on the closed subspace and vanishes on its orthogonal complement, so carries the unit sphere of to a closed set and is closed. In the terminology of The Hilbert orthogonal projection onto a closed subspace, the orthogonal projection onto the initial space is an orthogonal projection in the sense of that item, and the partial isometry restricted to it is an isometry onto .
Immediate cases and conventions. Every isometry and every coisometry is a partial isometry: an isometry has and is isometric on , and a coisometry has on which it is isometric (Hilbert-adjoint identities). The zero operator is a partial isometry, with and (Hilbert space). A partial isometry need not be an isometry and need not be unitary; the unilateral shift on the companion page is an isometry that is not a coisometry.
Partial isometry characterizations
Statement
Assume Countable Choice. For a bounded operator on a nonzero complex Hilbert space, the partial-isometry condition is equivalent to being the orthogonal projection onto , and then is the orthogonal projection onto ; equivalently is a partial isometry.
Facts & Assumptions
is a partial isometry when it vanishes on and is isometric on the initial space ; an isometry is exactly an operator with (Isometry coisometry and partial isometry).
, , and is self-adjoint for every bounded (The Hilbert-space adjoint of a bounded operator, Hilbert-adjoint identities).
The kernel of a bounded operator is closed: if and bounds , the ball about of radius misses its kernel. Orthogonal complements are closed linear subspaces (Orthogonal complements are closed), so (Orthogonal decomposition by a closed subspace). The Hilbert orthogonal projection onto a closed subspace is the linear self-adjoint idempotent with range and kernel (The Hilbert orthogonal projection onto a closed subspace, Hilbert projections are linear, self-adjoint and contractive). Conversely, a bounded self-adjoint idempotent has closed range (the same kernel argument applies), and is perpendicular to its range since . Thus the defining decomposition shows .
Countable Choice is the hypothesis of the adjoint, projection and decomposition suppliers (The Axiom of Countable Choice ()).
For a bounded operator and , is equivalent to for all (The operator norm as the least bound and as the unit-sphere or unit-ball supremum). The pairing is linear in its first argument and conjugate-linear in its second (Real and complex inner product spaces, with the inner product linear in the first argument). For any such sesquilinear form , direct expansion gives ; hence a form with zero diagonal is zero.
Proof
Given: A nonzero complex Hilbert space and a bounded operator , with .
If is a partial isometry, then for with , one has and .
If , then vanishes on and is isometric on : for one has , and for one has .
If is a partial isometry, put . The adjoint and projection identities and step 1.1 give for every . Applying the expansion in [A6] to gives for all ; taking gives . Hence .
Conversely, if then is a partial isometry, since it vanishes on and is isometric on the initial space .
If is a partial isometry, then : the first identity follows since , and the second uses step 2.1. Let . It is bounded and self-adjoint by [A2], and . Its range is contained in , while gives the reverse inclusion. By [A3], is closed and .
If is a partial isometry, then is a partial isometry: [A4] and step 3.1 give . On this space, write ; then . On its kernel vanishes by definition.
Conversely, if is a partial isometry, apply step 4.1 to the bounded operator ; it shows is a partial isometry.
Therefore is a partial isometry exactly when , and exactly when is a partial isometry; whenever these conditions hold, is closed and .
Numerical range and numerical radius
Definition
Let be a nonzero complex Hilbert space and let be a bounded linear operator (Hilbert space, The operator norm as the least bound and as the unit-sphere or unit-ball supremum). The numerical range of is the set of values of its quadratic form on the unit sphere,
and the numerical radius of is
Well-definedness. The unit sphere of a nonzero Hilbert space is nonempty, so . For Cauchy–Schwarz gives , so is a nonempty subset of the closed disc of radius and the supremum is a real number satisfying (Cauchy–Schwarz: , with equality exactly for dependent pairs). The pairing is linear in its first variable and conjugate-linear in its second, so is the image of the unit sphere under a continuous map, but no closedness is claimed or used here.
The zero space and the zero operator. On the zero Hilbert space the unit sphere is empty; by convention and there, so that the numerical radius of the zero operator is in every dimension. On a nonzero space the zero operator has and directly from the definition (Real and complex inner-product spaces and their induced length for the pairing convention, which is linear in the first variable throughout this page).
Two elementary facts used later. Since for scalars , one has ; and for every , so always. Neither definiteness nor the triangle inequality for is asserted at this point: they are proved on the next page, together with the equality for normal .
Numerical radius is an equivalent operator norm
Statement
Assume AC. On a complex Hilbert space, is a norm with for every bounded ; if is normal, then .
Facts & Assumptions
On a nonzero space, and , with and (Numerical range and numerical radius). On the zero space, and by the same convention. For every vector , : this is immediate for , and otherwise follows by applying the unit-vector definition to .
and ; in particular for one has (The operator norm as the least bound and as the unit-sphere or unit-ball supremum). On a nonzero domain the same supremum may be taken over ; on a zero domain the unit-ball supremum is .
, and is normal whenever is normal (The Hilbert-space adjoint of a bounded operator, Hilbert-adjoint identities, Self-adjoint, positive, unitary and normal operators). Indeed the adjoint of is , and expanding the products in both orders shows their difference is .
For a normal operator on a nonzero complex Hilbert space, (Normal operator norm equals spectral radius).
exactly when is not bijective with bounded inverse (Spectrum and resolvent of a bounded operator).
and ; a Hilbert space is complete, and for the closed kernel (Kernel–range orthogonality for Hilbert adjoints, Hilbert space, Orthogonal decomposition by a closed subspace).
The inner product is linear in the first and conjugate-linear in the second variable (Real and complex inner product spaces, with the inner product linear in the first argument). Its norm satisfies the parallelogram law (The parallelogram law). Complex modulus satisfies the triangle inequality (Conjugation is an involutive real-field automorphism, , and modulus is definite, multiplicative, and subadditive, Real and imaginary parts, complex conjugation, and modulus). Polarization of the possibly non-Hermitian form below is proved by expansion, not by applying a theorem for inner products to that form.
AC supplies the spectral-radius hypothesis and all countable selections made here (The Axiom of Choice). The reciprocal Archimedean property gives (For every in a complete ordered field there is a natural with ).
Proof
Given: AC, a complex Hilbert space and bounded operators . Steps 1.1–3.2 treat ; the zero space is treated explicitly in step 4.1.
For arbitrary vectors the expansion of the complex sesquilinear form gives .
: the upper bound is Cauchy–Schwarz and the operator-norm bound, and taking when recovers . The same supremum over unit equals : [A3] gives the unit-sphere formula for the operator norm on nonzero , and the preceding choice of works whenever ; when all values are zero.
If then for every , and applying the expansion of the form to the zero diagonal values gives for all , hence .
If is normal, then for every , because .
is a norm on : homogeneity is from , the triangle inequality follows from on unit vectors, and definiteness is step 1.3.
For unit vectors one has : the expansion of step 1.1 writes as a signed sum of the four values at , so , and the four squared norms sum to , whence .
If is normal and , then is not bounded below: if for some , its kernel would be zero and its range would be closed. To see closedness, for any point in its range closure, AC chooses with . The lower bound makes Cauchy; completeness gives a limit , and boundedness gives . Furthermore, normality gives by equality of the two kernel norms, so the range would be dense, hence all of , making invertible with inverse bound , contrary to .
Hence and : the first is the definition, and the second follows by taking the supremum of over unit and using step 1.2, which identifies that supremum with .
If is normal then : for each the failure of a lower bound in step 2.3 gives a unit vector at tolerance , and AC selects unit vectors with , and then , so for every and .
If , its operator space consists only of ; [A1] and [A3] give , which defines a norm on this zero vector space and proves both estimates and the normal equality there, without any spectral maximum. For , therefore is a norm with , and for normal the chain gives .
Polynomial calculus is isometric for self adjoint operators
Statement
Assume AC. If and is a complex polynomial, then ; hence polynomial restriction classes on give a well-defined isometric calculus.
Facts & Assumptions
For the spectrum satisfies ; a self-adjoint operator is normal (Spectrum of a self adjoint operator is real, Self-adjoint, positive, unitary and normal operators).
for every polynomial and every element of a unital complex Banach algebra (Polynomial spectral mapping).
For a normal element of a unital complex C*-algebra one has , and is such a C*-algebra (C star spectral radius equals norm for normal elements, Bounded Hilbert operators form a C star algebra).
and , so for a polynomial and one has with ; the maps and are ring homomorphisms (Hilbert-adjoint identities).
For a normal operator the norm equals the spectral radius and the maximum is attained: (Normal operator norm equals spectral radius).
AC is the hypothesis of the spectral-radius and Gelfand-theoretic suppliers (The Axiom of Choice).
Proof
Given: A nonzero complex Hilbert space , a bounded self-adjoint and complex polynomials .
, and and are polynomials in , hence commute; therefore is normal.
The spectrum of is contained in , and polynomial spectral mapping gives .
: by normality of its norm is the spectral radius, the spectral radius is the maximum of over , and .
If and agree on , then vanishes there, so and .
The assignment is therefore well defined on restriction classes, and it preserves the supremum norm because .
Continuous functional calculus for bounded self adjoint operators
Statement
Assume AC. For a bounded self-adjoint operator on a nonzero complex Hilbert space there is a unique isometric unital star-homomorphism , , sending the coordinate function to , with range .
Facts & Assumptions
For and a complex polynomial one has , restriction classes of polynomials on are well defined, and the class map is isometric (Polynomial calculus is isometric for self adjoint operators).
for self-adjoint , and is nonempty and compact: is a unital complex Banach algebra, the operator spectrum agrees with the spectrum in by the bounded inverse theorem, and spectra in nonzero unital Banach algebras are nonempty and compact (Spectrum of a self adjoint operator is real, Bounded Hilbert operators form a C star algebra, Bounded inverse theorem, Spectrum is nonempty compact and norm bounded, Spectrum and resolvent of a bounded operator).
for compact Hausdorff denotes the continuous complex-valued functions, with complex function algebras, self-adjointness, unitality and point separation as defined there; the restrictions of polynomials to form such an algebra, and for they are point-separating because the coordinate function separates points (Self-adjoint complex function algebras, unitality, and point separation).
Every unital point-separating self-adjoint complex function algebra on a nonempty compact Hausdorff space is uniformly dense in (Complex Stone–Weierstrass dichotomy for separating self-adjoint algebras; the unital case is dense).
A uniform limit of continuous complex functions is continuous, and is complete (A uniform limit of continuous complex-valued functions is continuous, The complex plane is complete, and convergence is equivalent to convergence of real and imaginary parts).
is a complex Banach space with submultiplicative norm for composition, so operator-norm Cauchy sequences converge and multiplication is continuous (If (Y) is Banach then (\mathcal B(X,Y)) is Banach, Bounded Hilbert operators form a C star algebra).
is the norm closure of the unital -algebra of -polynomials in ; a unital star-homomorphism between complex C*-algebras is a bounded complex-linear map preserving products and adjoints (C star algebra generated by a normal operator, C star algebra).
AC is the hypothesis of the spectral and choice-consuming suppliers (The Axiom of Choice).
Proof
Given: A nonzero complex Hilbert space , a bounded self-adjoint , and the set of restrictions to of complex polynomials.
The spectrum is a nonempty compact subset of .
The space with pointwise operations, conjugation and the supremum norm is a unital commutative C*-algebra: pointwise products and conjugation satisfy the algebra axioms, the supremum norm is submultiplicative and satisfies , and completeness follows because a supremum-norm Cauchy sequence of continuous functions has pointwise limits by completeness of , converges uniformly by the standard estimate, and has continuous limit; is a unital, self-adjoint and point-separating function algebra inside it, hence uniformly dense.
The map , , is well defined and is complex-linear, multiplicative, unital, star-preserving (for the conjugate of is ) and isometric. For the star identity, write : the C*-involution laws and give ; on the real spectrum this polynomial equals .
For and polynomials with (which exist by density) the sequence is Cauchy in operator norm because , so it converges; the limit does not depend on the choice of sequence, since two such sequences differ in norm by at most .
Defining as that limit makes complex-linear, unital, multiplicative, star-preserving and isometric: each property holds for polynomial representatives by step 1.3 and passes to the limit by continuity of the algebra operations and the norm in , while the norm identity passes by continuity of the modulus; moreover .
The range of is : each is a norm limit of operators lying in the unital -algebra generated by , so the range is contained in its closure; conversely shows that every -polynomial lies in the range, and the range is closed because is isometric on the complete space established in step 1.2: a convergent sequence of images has Cauchy preimages, whose limit maps to its image limit, so it contains the closure.
With step 1.2, the map is an isometric unital star-homomorphism of complex C*-algebras in the sense of the definition, and .
is the only such map: if is an isometric unital star-homomorphism with , then for every polynomial , by multiplicativity, unitality and star-preservation; for and approximating polynomials with , continuity of both isometric maps gives .
The map is therefore the unique isometric unital star-homomorphism with and range .
Spectral permanence for unital c star subalgebras
Statement
Assume AC. If is a unital C*-subalgebra of a unital C*-algebra with the same identity, then for every .
Facts & Assumptions
A unital C*-algebra is a nonzero complex Banach algebra with a unit of norm one and an involution satisfying the C*-identity; a unital C*-subalgebra with the same identity is a closed unital -subalgebra containing that unit (C star algebra, Unital Banach algebra).
For every element invertible in the adjoint is invertible with , and is positive; positivity of an element means for some element (Self-adjoint positive unitary and normal elements for positivity, C star algebra for the involution rules).
If is a unital subalgebra with the same unit and , then , since invertibility in implies invertibility in (Spectrum and resolvent set in a Banach algebra).
For a nonzero unital commutative complex C*-algebra the Gelfand transform is an isometric unital -isomorphism onto , and is a nonempty compact Hausdorff space (Commutative Gelfand Naimark, Maximal ideal space is compact Hausdorff, Character and maximal ideal space).
A unital self-adjoint complex function algebra that separates the points of a nonempty compact Hausdorff space is uniformly dense in all continuous complex functions (Complex Stone–Weierstrass dichotomy for separating self-adjoint algebras; the unital case is dense).
Characters of a unital commutative complex C*-algebra satisfy (Characters on a unital commutative C star algebra preserve star).
AC is the global hypothesis of the Gelfand-theoretic suppliers (The Axiom of Choice).
Proof
Given: A unital C*-algebra , a unital C*-subalgebra with , and .
Since invertibility in implies invertibility in , one has ; it remains to prove the reverse inclusion, that is, that invertible in is invertible in with inverse in .
If is invertible in , then is positive and invertible in with ; and if positive and invertible in has , then and .
It suffices to treat a self-adjoint invertible in , because the positive element in the preceding reduction is self-adjoint. For such , let be the closed unital star-subalgebra of generated by and , and let . Both are commutative, because and , and the Gelfand transform is an isometric unital star-isomorphism on the nonempty compact Hausdorff character space.
The function separates the points of . Indeed, if characters have , then ; they therefore agree on the unital star-algebra generated by and, by continuity, on its closure , so . Moreover is real-valued because and characters preserve the involution.
Under , the algebra is the closed unital self-adjoint function algebra generated by . It separates points by step 2.1, so Stone--Weierstrass gives . Injectivity of yields , hence .
Therefore every invertible in has by step 3.1 and then by step 1.2. Thus ; with step 1.1 this gives .
Character space of generated normal algebra is operator spectrum
Statement
Assume AC. For a bounded normal operator on a nonzero complex Hilbert space, the map is a homeomorphism from the character space onto the operator spectrum .
Facts & Assumptions
For normal the algebra is a nonzero unital commutative C*-algebra contained in with the same identity, and its elements are norm limits of -polynomials in (C star algebra generated by a normal operator).
The character space of a commutative unital complex Banach algebra carries the pointwise-evaluation topology, in which each evaluation is continuous; for a nonzero commutative unital C*-algebra it is nonempty and compact Hausdorff (Character and maximal ideal space, Maximal ideal space is compact Hausdorff).
by spectral permanence and the bounded inverse theorem (Spectral permanence for unital c star subalgebras, Spectrum and resolvent of a bounded operator, Bounded inverse theorem, Bounded Hilbert operators form a C star algebra).
Characters satisfy , and a character is continuous for the norm (Characters on a unital commutative C star algebra preserve star, Maximal ideal space is compact Hausdorff).
The spectrum is a subset of the metric space with its usual subspace topology (Spectrum and resolvent of a bounded operator, The Euclidean metric, convergence, Cauchy sequences, and continuity on the complex plane). It is Hausdorff: distinct have disjoint relative open balls of radius , by the triangle inequality.
The continuous image of an arbitrary compact space is compact, and every compact subset of a Hausdorff space is closed; hence a continuous bijection from a compact space onto a Hausdorff space is a homeomorphism (A continuous image of a compact space is compact; a continuous real-valued map on a nonempty compact space attains a maximum and a minimum; and a continuous bijection from a compact space to a Hausdorff space is a homeomorphism, In a Hausdorff space a point and a disjoint compact set, and two disjoint compact sets, have disjoint open neighbourhoods; hence every compact subset is closed, and in a compact Hausdorff space the compact subsets are exactly the closed ones).
AC is the global hypothesis (The Axiom of Choice).
Proof
Given: A nonzero complex Hilbert space and a bounded normal operator , with and .
maps onto : the character values of in are exactly that spectrum, which equals the operator spectrum by spectral permanence.
is continuous: evaluation at is continuous in the pointwise-evaluation topology.
is injective: if then also , so the two continuous characters agree on , and and hence, by continuity and multiplicativity, on the norm closure of the unital -algebra they generate, which is .
The source is compact Hausdorff and the target is Hausdorff, so the continuous bijection carries closed subsets of to compact, hence closed, subsets of ; therefore is continuous and is a homeomorphism.
Continuous functional calculus for bounded normal operators
Statement
Assume AC. For a bounded normal operator on a nonzero complex Hilbert space there is a unique isometric unital star-isomorphism , , sending the coordinate function to ; for self-adjoint it agrees with the self-adjoint calculus.
Facts & Assumptions
For normal the nonzero unital commutative C*-algebra has a nonempty compact Hausdorff character space, and the map , , is a homeomorphism onto the therefore nonempty compact spectrum; pullback is consequently an isometric bijection preserving pointwise sums, products and conjugation (Maximal ideal space is compact Hausdorff, Character space of generated normal algebra is operator spectrum, C star algebra).
For a nonzero unital commutative complex C*-algebra the Gelfand transform is an isometric unital -isomorphism onto , so its inverse has the same properties (Commutative Gelfand Naimark).
For normal the generated algebra is a nonzero unital commutative C*-algebra with the same identity as (C star algebra generated by a normal operator).
Every unital point-separating self-adjoint complex function algebra on a nonempty compact Hausdorff space is uniformly dense in the continuous functions; applied to this makes the -polynomials in and uniformly dense in (Complex Stone–Weierstrass dichotomy for separating self-adjoint algebras; the unital case is dense).
For self-adjoint there is a unique isometric unital star-homomorphism with and range (Continuous functional calculus for bounded self adjoint operators).
Every self-adjoint operator is normal (Self-adjoint, positive, unitary and normal operators).
AC is the hypothesis of the Gelfand and character-space suppliers (The Axiom of Choice).
Proof
Given: A nonzero complex Hilbert space and a bounded normal operator , with and .
The algebra is a nonzero unital commutative C*-algebra with the same identity as , its character space is nonempty compact Hausdorff, is a homeomorphism, and the pullback map is an isometric bijection that preserves pointwise sums, products and conjugation.
The inverse Gelfand transform is an isometric unital -isomorphism onto .
The composite is an isometric unital -isomorphism onto , and because the Gelfand transform of is .
is the only isometric unital -isomorphism with : if is another, then is a unital -isomorphism of fixing and , hence fixing every -polynomial in ; these are uniformly dense by Stone–Weierstrass and the map is isometric, so it is the identity on and .
For self-adjoint the self-adjoint calculus of [A5] is an isometric unital star-homomorphism with and range ; regarded as a map onto it is an isometric unital -isomorphism, so step 3.1 identifies it with .
The map is therefore the unique isometric unital star-isomorphism sending to , and it agrees with the self-adjoint calculus when is self-adjoint.
Spectral mapping for continuous normal functional calculus
Statement
Assume AC. For a bounded normal operator on a nonzero complex Hilbert space and , the operator is normal and . This includes constant functions and disconnected spectra.
Facts & Assumptions
The normal calculus is an isometric unital star-isomorphism with , so and (Continuous functional calculus for bounded normal operators).
The algebra is commutative when is normal, and it is a unital C*-subalgebra of with the same identity (C star algebra generated by a normal operator as used by the calculus, C star algebra).
For a unital C*-subalgebra with the same identity one has for every (Spectral permanence for unital c star subalgebras).
For a nonzero commutative unital complex Banach algebra and one has (Spectrum as character values).
For normal the map is a homeomorphism . More precisely, is the evaluation character at the unique point , so (Character space of generated normal algebra is operator spectrum, Characters of continuous functions are evaluations).
The operator spectrum of is the spectrum in (Spectrum and resolvent of a bounded operator for the spectrum convention).
For a constant function , unitality and linearity give ; moreover is boundedly invertible exactly when , so (Continuous functional calculus for bounded normal operators, Spectrum and resolvent of a bounded operator).
AC is the hypothesis of the permanence and character-space suppliers (The Axiom of Choice).
Proof
Given: A nonzero complex Hilbert space , a bounded normal and , with the image of under the normal calculus.
lies in the commutative C*-algebra and also lies there, so the two commute and is normal.
The spectrum of computed in is the set of character values. For , A5 gives ; hence .
Spectral permanence for the unital C*-subalgebra gives .
Hence is normal and its operator spectrum is the image of the spectrum of under ; constant functions give and , and no connectedness of is used, so disconnected spectra are covered by the same pointwise argument.
Continuous functional calculus properties
Statement
Assume AC. The continuous functional calculus on a nonzero complex Hilbert space preserves sums, products, conjugation and positivity, is norm-continuous, obeys continuous composition, sends eigenvectors at to scalar evaluation at , and commutes with every satisfying and .
Facts & Assumptions
The normal calculus is an isometric unital star-isomorphism , hence complex-linear, multiplicative, unital, star-preserving and isometric; when is self-adjoint, this normal calculus agrees function-by-function with the self-adjoint calculus, which has the same properties and range (Continuous functional calculus for bounded normal operators, Continuous functional calculus for bounded self adjoint operators).
and is normal (Spectral mapping for continuous normal functional calculus).
-polynomials are uniformly dense in the continuous functions on a compact subset of (Complex Stone–Weierstrass dichotomy for separating self-adjoint algebras; the unital case is dense).
is the norm closure of the unital -algebra of -polynomials in , and multiplication in is continuous (C star algebra generated by a normal operator, Hilbert-adjoint identities).
For normal and one has : by normality (Self-adjoint, positive, unitary and normal operators, Hilbert-adjoint identities).
If is a bounded positive operator then (Spectrum of a positive operator is nonnegative).
AC is the hypothesis of the calculus and spectral suppliers (The Axiom of Choice).
Proof
Given: A nonzero complex Hilbert space , a bounded normal , functions , a function , and an operator commuting with and .
Linearity, multiplicativity, conjugation and norm-continuity hold: is the image of under an isometric unital -isomorphism, so , , , and .
If is real-valued, write with continuous; then and , so is a positive operator; conversely, if as a quadratic form, then and [A2] gives , so .
For every -polynomial in and every eigenvector of at , one has and hence .
If commutes with and , then commutes with every -polynomial in , and hence with every element of by continuity of multiplication.
Eigenvector identity: for eigenvectors of at and continuous, approximate uniformly on by -polynomials ; then .
Composition: since is normal and , choose -polynomials converging uniformly to on . Multiplicativity and conjugation give . The left side converges to by the isometry of the calculus for , while the right side converges to because uniformly on . Thus .
Commutant: since and commutes with all of , .
The calculus therefore preserves sums, products, conjugation and positivity, is norm-continuous, obeys continuous composition , sends eigenvectors at to the scalar , and commutes with every commuting with and .
Self adjoint norm and spectrum extrema
Statement
Assume AC. If is bounded and self-adjoint on a nonzero complex Hilbert space , then , these bounds are sharp, and .
Facts & Assumptions
For self-adjoint the calculus sends to , and continuous composition and positivity hold: is positive whenever , and (Continuous functional calculus for bounded self adjoint operators, Continuous functional calculus properties).
means for every , an order on the real vector space of bounded self-adjoint operators; is positivity (Order on bounded self adjoint operators, Self-adjoint, positive, unitary and normal operators).
A bounded positive operator has spectrum in (Spectrum of a positive operator is nonnegative).
The operator spectrum is the spectrum in the nonzero unital Banach algebra , since invertibility there means exactly a bounded two-sided operator inverse. It is nonempty and compact, and is real for self-adjoint (Spectrum and resolvent of a bounded operator, Bounded Hilbert operators form a C star algebra, Spectrum is nonempty compact and norm bounded, Spectrum of a self adjoint operator is real). The identity real function on this compact set attains its minimum and maximum (A continuous image of a compact space is compact; a continuous real-valued map on a nonempty compact space attains a maximum and a minimum; and a continuous bijection from a compact space to a Hausdorff space is a homeomorphism).
Continuous functions on satisfy the pointwise identities used below: if , and if (Self-adjoint, positive, unitary and normal operators for the scalar-multiple convention used in the calculus).
AC is the hypothesis of the calculus and spectral suppliers (The Axiom of Choice).
Proof
Given: A nonzero complex Hilbert space and a bounded self-adjoint , with and .
The spectrum is a nonempty compact subset of , so and exist and .
The functions and are continuous and nonnegative on , so and are positive operators.
The norm identity: , since .
Consequently in the order of the definition, since the two differences are positive operators.
Sharpness of the lower bound: if for a real , then is positive, so its spectrum lies in ; and , because has exactly the same bounded-invertibility condition. This spectrum contains , hence and . If , then is positive and : is boundedly invertible exactly when is. Thus .
Sharpness of both bounds: by step 2.1, and any lower bound is at most while any upper bound is at least by step 2.2, so and are the greatest lower bound and least upper bound of the quadratic form on unit vectors.
Therefore with sharp bounds, and .
Positive square root
Statement
Assume AC. Every bounded positive operator on a nonzero complex Hilbert space has a unique bounded positive square root ; it belongs to , commutes with every bounded operator commuting with , and is obtained by continuous polynomial approximation on , without Borel calculus.
Facts & Assumptions
is positive when is a real number in for every ; positivity is a condition on the quadratic form, and every vector orthogonal to itself is zero (Self-adjoint, positive, unitary and normal operators).
for all (Hilbert-adjoint identities).
A bounded positive operator has (Spectrum of a positive operator is nonnegative), and self-adjoint operators have (Continuous functional calculus for bounded self adjoint operators).
For self-adjoint the calculus is an isometric unital star-isomorphism with , it preserves products and positivity, and it commutes with every bounded operator commuting with . Polynomials in the coordinate are uniformly dense in the continuous functions on the compact real set (Continuous functional calculus properties, Complex Stone–Weierstrass dichotomy for separating self-adjoint algebras; the unital case is dense).
In a commutative unital complex C*-algebra the Gelfand transform is injective and characters preserve the involution and send positive elements to nonnegative reals; positive means (Commutative Gelfand Naimark, Characters on a unital commutative C star algebra preserve star, Self-adjoint positive unitary and normal elements).
The algebra generated by commuting self-adjoint elements is commutative; and the closure of the unital star-algebra generated by commuting elements are unital C*-algebras with the same identity (C star algebra generated by a normal operator).
means for every (Order on bounded self adjoint operators).
AC is the hypothesis of the calculus and Gelfand suppliers (The Axiom of Choice).
Proof
Given: A nonzero complex Hilbert space and a bounded positive operator .
For every one has ; applying the four-term polarization expansion to the sesquilinear form gives for all , hence .
The spectrum of the self-adjoint operator is a nonempty compact subset of , and the function is continuous and nonnegative on it.
Define by the self-adjoint calculus; then , because , and . If polynomials converge uniformly to on , isometry gives , so this square root is obtained by continuous polynomial approximation.
commutes with every bounded operator commuting with , by the commutant clause of the calculus.
Uniqueness: if satisfies , then commutes with and hence with by step 3.1, so and lie in the commutative unital C*-algebra ; both and are self-adjoint with by [A3], so applying the self-adjoint calculus [A4] with the continuous function on those spectra exhibits both as products inside : and , so both elements are positive. Hence every character value satisfies , [A5] and , whence ; injectivity of the Gelfand transform gives .
The operator is therefore the unique bounded positive square root of ; it lies in , commutes with the commutant of , and was constructed by continuous polynomial approximation of on , with no Borel calculus.
Absolute value of a bounded operator
Definition
Assume AC and let be a nonzero complex Hilbert space with (The operator norm as the least bound and as the unit-sphere or unit-ball supremum). The absolute value of is the bounded positive operator
the unique bounded positive square root of supplied by the positive-square-root theorem (Positive square root).
Well-definedness. is self-adjoint and positive: by the involution rule, and for every by the adjoint identity (Hilbert-adjoint identities, Self-adjoint, positive, unitary and normal operators). The square root theorem therefore applies and its root is unique, so is a well-defined bounded positive operator; indeed and . Moreover is self-adjoint: positivity makes real for every , hence , and the four-term polarization identity applied to the sesquilinear form gives .
The two identities used later. For every ,
so ; consequently exactly when , that is , and because the two operators have the same unit-ball images of norms. The absolute value depends on through the self-adjoint operator , and the square root lies in ; no polar decomposition or Borel calculus is used in its definition.
Polar decomposition for bounded operators
Statement
Assume AC. Every bounded operator on a nonzero complex Hilbert space has a unique partial isometry with and ; its initial space is and its final space is .
Facts & Assumptions
is positive, , and (Absolute value of a bounded operator).
and , so for the closure of the range is (Kernel–range orthogonality for Hilbert adjoints).
For the closed subspace the space decomposes as and the orthogonal projection is the linear self-adjoint idempotent with range and kernel (Orthogonal decomposition by a closed subspace, The Hilbert orthogonal projection onto a closed subspace).
is a partial isometry when it vanishes on and is isometric on , with initial space and final space ; a bounded operator isometric on a closed subspace and zero on its orthogonal complement is a partial isometry (Isometry coisometry and partial isometry, Partial isometry characterizations).
A bounded linear map that is isometric on a subspace extends uniquely to an isometry on its closure, since the Hilbert space is complete and the extension is obtained by limits of Cauchy images; the operator norm controls such extensions (Hilbert space, The operator norm as the least bound and as the unit-sphere or unit-ball supremum).
AC is the hypothesis of the square-root and Hilbert-space suppliers (The Axiom of Choice).
Proof
Given: A nonzero complex Hilbert space and a bounded operator , with and .
The subspace is closed with , and .
The assignment on is well defined, because implies and hence , and it is isometric, because .
extends uniquely to a bounded linear isometry on the closure of its domain: an isometry on a dense subspace is uniformly continuous, its images of Cauchy sequences are Cauchy and converge by completeness, and the limit is independent of the sequence.
Extend to by on ; then is bounded and linear, , and is isometric on , so is a partial isometry with initial space and final space .
: for every one has and by construction.
Uniqueness: if is a partial isometry with and , then on the dense subspace of one has ; both and vanish on and both are continuous, so and agree on and on , hence .
Therefore is the unique partial isometry with and , with initial space and final space , as asserted.
Bounded normal operator abstract spectral theorem
Statement
Assume AC. A bounded operator on a nonzero complex Hilbert space is normal exactly when it is the image of the coordinate function under a unital star representation of for some nonempty compact set ; canonically and the representation is the continuous functional calculus.
Facts & Assumptions
A unital star-homomorphism, or representation, is a unital complex-linear multiplicative map with (C star algebra).
For bounded one has exactly when is normal, and the coordinate function and its conjugate generate the unital -algebra of functions (Self-adjoint, positive, unitary and normal operators, C star algebra).
For normal the continuous functional calculus is a unital isometric star-isomorphism with (Continuous functional calculus for bounded normal operators).
For every bounded the spectrum is a nonempty compact subset of : is a nonzero unital complex Banach algebra, its algebra spectrum agrees with the operator spectrum by the bounded inverse theorem, and spectra in nonzero unital complex Banach algebras are nonempty and compact (Spectrum and resolvent of a bounded operator, Bounded Hilbert operators form a C star algebra, Bounded inverse theorem, Spectrum is nonempty compact and norm bounded).
AC is the hypothesis of the calculus supplier (The Axiom of Choice).
Proof
Given: A nonzero complex Hilbert space and a bounded operator .
Suppose is nonempty and compact and for a unital star-homomorphism , where is the coordinate function; then and , so is normal.
Conversely, if is normal, take , a nonempty compact Hausdorff space, and the continuous functional calculus ; it is a unital star-homomorphism into with .
The two implications show that normality is equivalent to being the image of the coordinate function under a unital star representation of some with nonempty compact ; the canonical instance is with the continuous functional calculus, and no other compact set is needed for the equivalence.
Positive square root and covariance matrices
Remark
Assume AC. Let be a nonzero finite-dimensional complex inner-product space and let be a positive covariance matrix, that is a self-adjoint operator on with for every (Self-adjoint, positive, unitary and normal operators, Order on bounded self adjoint operators). Then has a unique positive square root , obtained by the same continuous functional calculus as on the main page: since is finite dimensional and nonzero the spectrum of is a finite nonempty subset of , and is applied to by the calculus, the square root lying in (Positive square root).
Unitary covariance change. If is unitary on , then : the operator is positive, because , and its square is ; uniqueness of the positive square root therefore identifies it with . In particular the square root is equivariant under the unitary changes of coordinates in which covariance matrices are compared.
Scope. This remark is orientation for the probability track: covariance matrices are positive, and the finite-dimensional instance of the positive-square-root theorem supplies their standard square roots. It proves no probability theorem, and it does not assert positivity of any particular covariance matrix; that positivity is a hypothesis of the interface, to be supplied by the consumer (The Axiom of Choice for the declared choice strength).
Two dimensional numerical range is convex
Statement
Assume Countable Choice. The numerical range of the compression of an operator to any complex subspace of dimension at most two is convex.
Facts & Assumptions
On a nonzero complex Hilbert space the numerical range of is . On the zero space the library convention is (Numerical range and numerical radius).
Finite Gram–Schmidt supplies an orthonormal basis of a finite-dimensional subspace (Gram–Schmidt turns every finite independent list into an orthonormal list with the same successive spans). Expanding the first-linear inner product in such a basis gives and (Real and complex inner product spaces, with the inner product linear in the first argument, The induced length is a norm). For that basis define . Direct expansion gives , , and . Thus is linear and contractive, and is closed: if , the ball of radius about misses the kernel since has bound . A Cauchy sequence in converges in and its limit stays in , so is Hilbert (Hilbert space). This constructs its orthogonal projection, including when .
Rank–nullity gives a nontrivial kernel for a real-linear map , because its image has dimension at most two (Rank-nullity: ). Nonnegative real numbers have nonnegative square roots (Square roots exist: a unique with ; the positives are ). The Euclidean norm is the norm induced by the coordinate inner product and satisfies the triangle inequality (The induced length is a norm).
Countable Choice remains the declared page hypothesis (The Axiom of Countable Choice ()); the finite coordinate construction below requires no additional choice.
Proof
Given: A complex Hilbert space , a complex subspace with , a bounded operator on and the compression of to .
The projection and Hilbert-space structure on are supplied by [A2], and . If , then by convention and is convex. If , write for a unit basis vector; every unit vector is with , so and is convex.
If , take an orthonormal basis and write the columns of as the coordinates of its two basis images, giving the matrix . For a unit vector with coordinates , expansion gives , where , and . Indeed . Conversely, for a real triple on this sphere with , set and . Then and , giving the required triple and a unit vector. If , then and works. Thus the attainable triples are exactly .
Define the real-linear map into . Choose . For any in the closed Euclidean unit ball, let , , and . Expanding yields and . Hence ; the reverse inclusion follows from . The ball is convex by the triangle inequality, and linearity shows its image is convex. By the coordinate formula, , which is convex.
The cases , and all give a convex numerical range.
Toeplitz hausdorff
Statement
Assume Countable Choice. The numerical range of every bounded operator on a nonzero complex Hilbert space is convex.
Facts & Assumptions
For a complex subspace of dimension at most two the numerical range of the compression is convex (Two dimensional numerical range is convex).
For the closed subspace the orthogonal decomposition and the projection with for are available; a finite-dimensional subspace is closed (Orthogonal decomposition by a closed subspace, The Hilbert orthogonal projection onto a closed subspace).
Countable Choice is the hypothesis of the Hilbert-space and compression suppliers (The Axiom of Countable Choice ()).
Proof
Given: A nonzero complex Hilbert space , a bounded operator and two points , of with .
For a closed subspace and a unit vector one has , because ; hence the numerical range of the compression is contained in .
The complex span is a closed subspace of dimension at most two containing and , so both and lie in the numerical range of the compression .
Since the numerical range of that compression is convex, it contains the whole segment joining and ; by step 1.1 that segment lies in .
Every pair of points of is joined by a segment inside , so is convex.
Sharpness remark
Convexity does not force closedness, and the witness is worth recording even though no item of this pair proves it in detail: for the multiplication operator , , on the complex Hilbert space one has . The two inclusions are the pointwise bounds for a unit vector , together with the explicit unit vectors proportional to the indicators of intervals , for which the value tends to ; the exact value is attained by a continuous tent function concentrated at . In particular the numerical range of a bounded operator need not be closed, so the convexity conclusion above is not a closedness statement.
5 · Examples, counterexamples and false statements
None yet.
Sources
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- Dana P. Williams, Lecture Notes on the Spectral Theorem, §3, pp.6–10
- Theo Bühler and Dietmar Salamon, Functional Analysis, Lemma 5.49, printed pp.238–240
- Dana P. Williams, Lecture Notes on the Spectral Theorem, §4, pp.10–13
- Theo Bühler and Dietmar Salamon, Functional Analysis, §5.4, printed pp.245–255
- Theo Bühler and Dietmar Salamon, Functional Analysis, Definition 5.69, printed p.268
- John B. Conway, A Course in Functional Analysis, 2nd ed., Chapter IX §3, printed pp.239–243
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- Joel H. Shapiro, Notes on the Numerical Range, §3–4, PDF pp.9–12
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- Theo Bühler and Dietmar Salamon, Functional Analysis, Theorem 5.54, printed pp.250–262
- Dana P. Williams, Lecture Notes on the Spectral Theorem, Example 4.9, pp.13–15
- Dana P. Williams, Lecture Notes on the Spectral Theorem, Theorem 4.8, pp.13–15
- Theo Bühler and Dietmar Salamon, Functional Analysis, Definition 5.69 and Theorem 5.70, printed pp.268–273
- Theo Bühler and Dietmar Salamon, Functional Analysis, Theorem 5.70, printed pp.268–273
- Theo Bühler and Dietmar Salamon, Functional Analysis, Theorem 5.54 and Theorem 5.70, printed pp.250–273
- Theo Bühler and Dietmar Salamon, Functional Analysis, Lemma 5.49 and §5.4, printed pp.238–255
- Dana P. Williams, Lecture Notes on the Spectral Theorem, §4, pp.10–15
- Theo Bühler and Dietmar Salamon, Functional Analysis, Theorem 5.54 and §5.4, printed pp.250–260
- John B. Conway, A Course in Functional Analysis, 2nd ed., Polar Decomposition 3.11, printed pp.239–243
- Theo Bühler and Dietmar Salamon, Functional Analysis, §5.4, printed pp.245–260
- Joel H. Shapiro, Notes on the Numerical Range, §5, PDF pp.11–15
- Joel H. Shapiro, Notes on the Numerical Range, Theorem 6.1, PDF pp.15–17