The Hahn-Banach theorem for bounded linear functionals says that a bounded linear functional on any linear subspace of a normed vector space extends to the whole space with its norm unchanged. No closedness or completeness of the subspace is required. Question 1 uses real-valued , so its operator assertions are read over the real scalar field. The analogous complex statements use complex-valued indexed functions.
For , define on its one-dimensional span. This is a norm-one functional, so Hahn-Banach theorem supplies an extension with
The canonical embedding into the bidual is . It is linear and . The bounded linear functional just constructed gives the reverse inequality for nonzero , and the zero case is immediate. Thus and is injective.
For the coordinate functional representation of an operator into bounded indexed functions, let evaluate a coordinate and put . If is bounded and linear, then and . Conversely, if , the formula defines a bounded scalar function for each , is linear, and satisfies . Combining the two estimates gives
For an empty index set both spaces/families have norm bound zero; the supremum of the empty nonnegative family is taken as zero.
Choose and . The Hahn-Banach theorem makes , so this is a linear isometric embedding into bounded scalar functions on an index set.
If is nonzero and separable, choose a dense sequence in its unit sphere and supporting functionals with . For a unit vector and , some satisfies , whence . Thus is a countable norming family and is an isometry into the l-infinity sequence space. Completeness of is not needed.
If instead for a separable normed vector space , choose a dense sequence in . The evaluations lie in and continuity of gives . This again gives , even when is not separable. If , use zero coordinates throughout.
To prove 1-injectivity, take on a subspace of . Extend every coordinate to by Hahn-Banach theorem, keeping its norm. Their uniform bound defines , and the coordinate norm identity yields
Selection of these extensions uses the usual choice convention for arbitrary index sets. This verifies the lambda-injective normed space definition with .
For the final retraction characterization of lambda-injectivity, suppose first that is lambda-injective and is a linear isometry. The inverse has norm one when ; extend it to with . Then , and is a bounded projection onto . For the zero space take .
Conversely, suppose every linear isometry out of has such a left inverse. Fix an isometry as above and a left inverse with . For any , extend to by 1-injectivity. Then extends , and . Therefore is lambda-injective exactly when every isometric embedding admits a bounded map satisfying
The weak-star topology is the coarsest topology making continuous for every . Its basic neighbourhoods of zero impose finitely many inequalities .
Suppose first that zero had a countable neighbourhood base in the entire dual. Choose a basic neighbourhood controlled by a finite set , and let . Given , the neighbourhood contains some , hence . If , the Hahn-Banach theorem supplies a bounded linear functional which vanishes on but has . Indeed, the finite-dimensional span is closed, and the functional taking to on its sum with is bounded because . Every scalar multiple of lies in , contradicting . Thus , and has countable Hamel dimension.
If is infinite-dimensional, every finite-dimensional is closed and has empty interior. Completeness rules out their union. For clarity, the Baire category theorem needed here has a direct nested-ball proof: inside a starting open ball choose a closed ball missing , then inside its interior choose a closed ball missing , and continue with positive radii tending to zero. The centres are Cauchy; their limit belongs to every ball and to none of the , a contradiction. A metric topology would have a countable ball base at zero. Hence
This is the weak-star topology on an entire infinite-dimensional Banach dual is not metrizable result. It does not contradict weak-star metrizability of the dual ball for a separable predual: that assertion concerns a bounded subset.
The Banach-Alaoglu theorem states that is compact for for every normed vector space , whether complete or not. Embed it in the product by its evaluations. Each factor is compact, so Tychonoff theorem makes the product compact Hausdorff. The equations expressing additivity and scalar homogeneity define a closed subset of the product. Its elements are exactly the bounded linear functionals of norm at most one, since the coordinate bounds give . The induced product topology is precisely weak-star, proving the theorem.
The theorem printed as “Goldstein” is the standard Goldstine theorem: is weak-star dense in for the canonical embedding into the bidual. To prove it, fix and . The set is convex. If were outside its closure, finite-dimensional Hahn-Banach separation theorem would supply coefficients such that, for ,
The real case omits real parts; in the complex case every real-linear separating functional on has the displayed form. The supremum equals the dual norm by multiplying vectors by signs or unimodular scalars. The strict inequality contradicts . Thus , which is exactly approximation on every prescribed finite family of weak-star coordinates.
Now take with its compact Hausdorff weak-star topology. For each , the evaluation is continuous on , and Hahn-Banach theorem gives . Therefore
is the isometric evaluation embedding into continuous functions on a compact dual ball, over the same scalar field as .
For the final sequential assertions, choose a norm-dense sequence in the separable dual and suppose . Each bounded scalar sequence has a convergent subsequence: divide a bounding interval or square into finitely many smaller closed pieces, repeatedly retain one containing infinitely many terms, and let the diameters tend to zero. Successive extraction for , followed by a diagonal subsequence , makes every converge.
If the conclusion is immediate. Otherwise, for any and , choose with . For sufficiently large ,
Thus exists for every . Taking limits proves linearity, and proves
This diagonal argument includes the continuity estimate rather than appealing to a sequential compactness theorem.
If is not reflexive, choose , scaling a bidual element outside if necessary. The Goldstine theorem proved above supplies with for . Norm density and the bound extend this convergence to every . Hence weak-star. Every subsequence has the same coordinate limits, so a weakly convergent subsequence with limit would give , a contradiction. This sequential Goldstine approximation for a separable dual proves
The construction uses the Goldstine proof already given, not an unproved weak sequential compactness result.
On the one-dimensional linear subspace , define . It is linear and obeys even for negative . The norm on is a sublinear functional, so the real Hahn-Banach theorem extends to a linear functional with for every .
Apply this also to to get . Hence , proving continuity and . At the extension satisfies , forcing the reverse norm inequality. Therefore
The exclusion of is what ensures that this particular construction attains norm one.
Take , which is a Banach space by the completeness of the dual just proved. The canonical embedding into the bidual is
For fixed this is a bounded linear functional on , since , and is linear in . This gives . For , the norming functional from the Hahn-Banach theorem has and , giving the reverse inequality. At zero equality is immediate. Thus
In particular is injective and isometric. If a dense isometric embedding is wanted, rather than merely the stated embedding, take the norm closure of in ; a closed subspace of a Banach space is complete and supplies a completion of a normed space.
The Hahn-Banach separation theorem for two convex sets states that disjoint nonempty convex sets in a real locally convex space, with open, admit a nonzero continuous linear functional and such that
There need not be a positive uniform gap between the two sets.
For a proof, set . It is open and convex, and . Choose , let , and let be the Minkowski functional of . Because is open, convex and contains zero, is a finite sublinear functional, and . Put . Since , . On define . For this equals ; for it is nonpositive and hence at most . The Hahn-Banach theorem extends it to a linear with . Both and are bounded near zero, so this domination makes continuous; it is nonzero because . For ,
Thus for every . Define , which is finite because any fixed bounds it above. Openness of and nonzeroness of ensure for every , and for every . This proves the stated separation.
For the sequence criterion, suppose and . If each , then
Conversely, the assumed inequality implies that every convex combination of the has norm at least . Hence is disjoint from . Apply the separation theorem with the open set to obtain and
Then has norm one and satisfies for every . Therefore
The PDF confirms the “if and only if” that is garbled in the TeX transcription.
The Mazur theorem states that the weak closure and norm closure of a convex set in a normed vector space coincide:
Norm closure is contained in weak closure because the weak topology is coarser. Conversely, if , the Hahn-Banach separation theorem provides a continuous real linear functional strictly separating from that closed convex set. In a complex space this is the real part of a continuous complex linear functional. A weak neighborhood of then misses , so . This proves the equality. It also gives the usual Mazur lemma: if , then lies in the norm closure of the convex hull of each tail, so one can choose tail convex combinations with .
Now let be a weakly compact set in a normed space . Each is bounded on because it is weakly continuous. The family in , where is the canonical embedding into the bidual, is therefore pointwise bounded. The space is Banach even if is not. Apply the Uniform boundedness principle and use to obtain
This proves that a weakly compact set is norm bounded without assuming completeness of the original space.
For the real-valued dual and integral formulas that follow, take to be real, as in the PDF. In a complex space the norming formula uses real parts, and the integral identities use complex-valued functionals instead.
If the separable Banach space is nonzero, choose a norm-dense sequence in its unit sphere. By the Hahn-Banach theorem, choose with and . For any unit vector , arbitrarily close satisfy
Scaling gives the countable norming family identity
For use the constant sequence of zero functionals. If is norm-Borel measurable, every is measurable, so its countable supremum is measurable. Equivalently, this also follows directly from continuity of the norm.
For any , continuity makes measurable, and
Thus the assumed integrability of the norm implies scalar integrability, and
defines a bounded linear functional on . Use the granted weak-star continuity of . By the continuous dual of a weak-star topology, is evaluation at a vector of . Indeed, continuity gives finitely many and such that whenever for all . Scaling shows that vanishes on the common kernel of these evaluations. It therefore factors through their finite-dimensional coordinate map, so . The Hahn-Banach theorem makes this representing vector unique. Hence
In this separable setting the vector is the Bochner integral.
Return to a weakly compact set and its inclusion . For each fixed , the identity makes weakly Borel measurable. Norm balls are consequently weakly Borel measurable. Separability gives a countable base of such balls, so every norm-open set is weakly Borel measurable. This proves measurability of , and establishes the equality of the weak and norm Borel sigma-algebras in a separable Banach space.
Put . For every finite signed Borel measure on ,
For positive measures this is the integral in the question. For signed measures, the correct integrability condition uses the variation measure; define the integral by taking the difference of the positive and negative integrals. The printed in this clause should be , the domain of the inclusion.
The Riesz-Markov-Kakutani representation theorem now defines the bounded linear map
For each the restriction is in , and
The right side is weak-star continuous in . The defining property of the weak topology therefore proves that is weak-star-to-weak continuous, for arbitrary nets. For a Dirac measure, .
If , let be its regular probability measures. This is a weak-star closed subset of : its conditions are and for every nonnegative . It is compact by Banach-Alaoglu theorem. Thus is weakly compact and convex, and contains because it contains all . It is weakly closed, hence norm closed, so it contains . By Mazur theorem, is weakly closed. Therefore it is a closed subset of the weakly compact set , proving
The empty case is immediate. In fact : a barycenter of a measure on a Banach space outside would be strictly separated by a functional , contradicting .
Let be the Holder conjugate exponent of . On with Lebesgue measure, the duality of Lp spaces is
under the pairing . Thus , while for the dual exponent satisfies .
A Banach space is reflexive when its canonical map into its bidual is surjective. The spaces are reflexive exactly for
For these exponents, applying duality twice identifies the bidual with . The endpoint spaces and are not reflexive; for example, disjoint unit cubes give closed copies of and , respectively.
Integration gives an isometric embedding , but it is not onto. On the subspace
define , the limit at infinity. Since , the Hahn-Banach theorem extends to all of . If this extension were integration against some , its vanishing on every compactly supported bounded function would force almost everywhere, but . Therefore
This is the Dual of L infinity is larger than L1.
The Uniform boundedness principle states that if is a Banach space and a family of bounded linear operators is pointwise bounded, then .
Suppose in the normed vector space . For each , define the evaluation functional
The completeness of the dual space says that is Banach even when is not. For each , the scalar sequence converges to and is therefore bounded. Uniform boundedness gives
By the canonical embedding into the bidual and the Hahn-Banach theorem, . Hence
which proves that a weakly convergent sequence is bounded.
On equipped with the norm, point evaluation is linear and satisfies
with equality for a compactly supported function equal to one near zero. Thus . The Hahn-Banach theorem extends it, without increasing its norm, to a continuous functional on .
This extension cannot be represented by an function. If satisfied , choose continuous functions with and support in the ball of radius . Then
by the absolute continuity of the Lebesgue integral, a contradiction. Therefore strictly contains the functionals represented by ; this is a singular functional on L infinity.
Finally, is a reflexive Banach space exactly when
The endpoint spaces and are not reflexive.
For an element of a unital complex Banach algebra , its spectrum of an element is
If , the Neumann series
converges, so the spectrum is bounded. If is in the resolvent set, then
is invertible for sufficiently close to , again by a Neumann series. Thus the resolvent is open and the spectrum is closed, hence compact.
If the spectrum were empty, the resolvent would be an entire Banach-space-valued function and would tend to zero at infinity. For every , the scalar entire function would be bounded and therefore constant by Liouville theorem. It would be zero because of the limit at infinity. The Hahn-Banach theorem would then force , contradicting . Therefore is nonempty.
Now let be a closed unital subalgebra containing . Invertibility in implies invertibility in , so
On each connected component of , either the resolvent belongs to everywhere or nowhere. Indeed, membership holds on a neighbourhood of any one such point by its local Neumann expansion, and the same argument makes the set of such points relatively closed by taking limits in the closed subalgebra . The unbounded component belongs to the first case because the geometric resolvent series lies in for large . Consequently
This is the spectrum in a closed unital subalgebra theorem.
For the bilateral shift on , both and are isometries. The geometric-series argument applied to for and to for gives
For , normalize the vector given by on and zero elsewhere. Only its two boundary coordinates contribute to , so the norm of that image tends to zero. Thus is not bounded below and cannot be invertible. Hence
The algebra generated by is the norm closure of polynomials in nonnegative powers of . It does not contain : every is supported in nonnegative coordinates, whereas . Therefore . The preceding hole theorem then fills the unique bounded component of , giving
Let be the Minkowski functional of . Openness, convexity, and make sublinear, with for and . Define a linear functional on by . The real Hahn-Banach theorem extends it to with . Hence
Apply this separation to the open ball of radius and rescale to obtain with . For a closed subspace , apply it to
The separator must vanish on because contains every translate along , and normalization gives
Let be finite-dimensional and . Consider
If did not belong to , finite-dimensional strict separation would produce some with
contradicting . Thus there is with and for every .
Given a basic weak-star neighbourhood of in , apply this result to the finite-dimensional span of its defining functionals and then replace by . As , the resulting points of enter that neighbourhood. Hence is weak-star dense in , proving Goldstine theorem.
A functional is sublinear when
Any extension to must have the form
Choose satisfying
This interval is nonempty: for ,
which rearranges to the required lower bound being at most the upper bound. For , positive homogeneity reduces
to the upper inequality after replacing by ; for it reduces to the lower inequality. The case is the hypothesis on . Thus this choice gives the required dominated linear extension.
The dominated form of the Hahn-Banach theorem states that a linear functional on a subspace, bounded above by a sublinear functional, extends linearly to the whole real vector space while retaining that bound.
Let . Its coordinate maps
are continuous because every linear map on a finite-dimensional normed space is continuous. Hahn--Banach extends each to
without increasing its norm, and then
For an arbitrary finite-dimensional subspace , choose a basis and these extended coordinate functionals. Then
is closed. Every has the decomposition
Applying every shows , so
Suppose first that is separable, and choose a norm-dense sequence in its unit ball. On the dual unit ball define
Uniform boundedness on the unit ball and density of the show that this metric induces the weak-star topology. Conversely, if is weak-star metrizable, the Banach-Alaoglu theorem makes it a compact metric space. Hence is separable. The evaluation map
is an isometry by the Hahn-Banach theorem. A subspace of a separable metric space is separable, so is separable. This proves the weak-star metrizability criterion for a dual ball.
If has a countable weakly dense subset , the rational linear span of is weakly dense. Its norm closure is a convex set, so Mazur theorem says that its weak and norm closures agree. Thus is norm separable. The weak-star compact metric ball consequently has a countable weak-star dense subset, and the union of its integer dilates is weak-star dense in . Therefore is weak-star separable.
It need not be weakly separable. Take , whose dual is . A weakly separable normed space is norm separable by the preceding convex-closure argument, whereas is not norm separable.
If the Banach space is reflexive, its closed unit ball identifies with the weak-star compact ball of , hence is weakly compact. Conversely, if is weakly compact, its canonical image is weak-star compact and therefore weak-star closed in . Goldstine theorem says it is weak-star dense in , so
Scaling proves that is surjective and is reflexive. This is the weak compactness characterization of reflexivity.
The Krein-Milman theorem says that a nonempty compact convex subset of a locally convex space is the closed convex hull of its extreme points. For reflexive , the ball is weakly compact, so
where weak and norm closure agree for the convex hull by Mazur's theorem.
For the final claim, let be the set of functions with the mean-value property. It is a compact convex subset of the product . If is extreme, its four unit translates also lie in , and the mean-value identity writes as their average. Extremality forces every translate to equal , so is constant. Every extreme point is therefore constant. Krein--Milman now makes every member of a limit of convex combinations of constant functions, and hence constant. This is the bounded harmonic function theorem on the integer lattice.
Regard the space of continuous functions vanishing at infinity as a subspace of . Point evaluation at the origin,
is a bounded linear functional of norm one on this subspace because a continuous function's supremum and essential supremum agree. By the Hahn-Banach theorem, extends to a bounded linear functional
Suppose that some represented this extension:
Choose with , , and support in the unit ball, and set . Then for every . On the other hand, for almost every and . The dominated convergence theorem gives
a contradiction. Thus is a singular functional on L infinity and has no density.
First suppose that is separable. Choose a norm-dense sequence in . On every norm-bounded subset of , a countable norm-dense subset of in the weak-star topology separates points, and
metrizes the weak topology. Indeed, convergence for all , boundedness, and weak-star density imply convergence for every . Thus a weakly compact set is a compact metric space and hence is sequentially compact.
For general , take a sequence in and let
The space is separable and norm closed. The Hahn-Banach theorem shows both that is weakly closed in and that its own weak topology is the subspace topology inherited from . Hence is weakly compact and, by the separable case, contains a weakly convergent subsequence of . Its limit lies in . Therefore every weakly compact subset of a Banach space is weakly sequentially compact, which is one direction of the Eberlein-Smulian theorem.
If is reflexive, then is reflexive. The weak topology and weak-star topology therefore coincide under the canonical identification . Thus every weak-star convergent sequence in is weakly convergent, so is a Grothendieck space.
Conversely, suppose that is separable and Grothendieck. The Banach-Alaoglu theorem and weak-star metrizability of the dual ball make weak-star compact and metrizable, hence weak-star sequentially compact. Every convergent subsequence is weakly convergent by the Grothendieck property. Thus is weakly sequentially compact. The stated converse to part (a), equivalently the other direction of the Eberlein-Smulian theorem, makes weakly compact. Hence is reflexive, and therefore so is .
Finally let be bounded and onto, with Grothendieck, and suppose weak-star in . Then
weak-star in , hence weakly. The open mapping theorem implies that is an isomorphism onto its closed range. Given , the functional
is bounded on and extends by the Hahn-Banach theorem to some . Therefore
This is weak convergence in , so is Grothendieck.
In a unital C-star algebra , an element is Hermitian when , unitary when , and normal when . It is a Positive element of a C-star algebra when for some , equivalently when it is Hermitian and its spectrum lies in .
Suppose first that , and normalize so that both equal one. If , the C-star identity gives
Writing , we obtain
for every real , which forces . Decomposing an arbitrary into its Hermitian real and imaginary parts now gives
Let . Every character of an algebra on the commutative unital Banach algebra generated by has norm and value at one equal to one, so the preceding argument makes its value on real. The character description of the spectrum of an element therefore gives . Iterating the C-star identity,
so . If , then has nonnegative spectrum and is positive, as is ; hence
is a difference of positive elements.
If and , then spectral translation gives
Thus is positive and, by the norm--spectral-radius equality for Hermitian elements, .
Return to a norm-one with . For , the preceding paragraph and reality on Hermitian elements give
Scaling proves that is a positive functional on a C-star algebra. Every character has norm and value at one equal to one, so every character is positive. On , the functional
is positive but is not multiplicative, and hence is not a character.
Conversely, let be positive. Writing a Hermitian element as a difference of positive elements shows that is real on Hermitian elements. Positivity of
for every says that the associated quadratic polynomial is nonnegative. Minimizing it in gives the Cauchy--Schwarz inequality
Taking yields . Since , positivity gives
Together with , this proves .
Convex combinations preserve positivity and value one at the identity, so the state space is convex. If is normal, the unital C-star subalgebra is commutative and its Gelfand transform identifies it with . Choose with . Evaluation at is a state taking to . Its norm-preserving Hahn--Banach extension to still takes to one, so the norm criterion makes the extension a state satisfying .
The state space is nonempty, convex, and weak-star compact by the Banach-Alaoglu theorem. The Krein-Milman theorem gives an extreme point, so a pure state on a C-star algebra exists. For positive , the preceding norm-attainment result makes
a nonempty weak-star compact convex set. It is a face: if a convex combination has the maximal possible value on , each summand does. An extreme point of exists by Krein--Milman and, because is a face, is extreme in . It is the required pure state.
The Hahn-Banach separation theorem for two convex sets states that if and are disjoint nonempty convex subsets of a real locally convex space and is open, then there are a continuous linear functional and a real number such that
To prove it, form
This is open and convex and does not contain zero. The separation of a point and an open convex set, proved from the Minkowski functional and the Hahn-Banach theorem, gives a nonzero continuous with for every . Hence for all . Taking between and gives the stated form.
For a dual pair , the topology has a neighbourhood base at zero consisting of
Every is continuous by definition. Conversely, if a linear functional is continuous, some such neighbourhood lies in . Therefore . Elementary linear algebra then gives . Thus
For a normed space , the weak topology is ; on the weak-star topology is , using the canonical image of in . If is reflexive, , so the weak and weak-star topologies on coincide. Conversely, if they coincide, every is weak-star continuous. The dual-pair result says that every such functional is evaluation at some , so is onto and is reflexive.
For , every and zero satisfy every inequality defining , so . The latter is an intersection of weakly closed convex half-spaces, hence contains
If , choose an open convex neighbourhood of zero with . Applying the separation theorem to and gives with
Because , the supremum is nonnegative. After multiplying by a positive scalar, on while . Thus but . We conclude with the Bipolar theorem for a dual pair: