Past exam of the mathematics course of the University of Cambridge 2003 iii Paper 9 3 Solution Created 2026-10-03 Updated 2026-10-14
A nontangential limit at restricts approach to a fixed Stolz region , where . Radial approach is a special case. The Fatou theorem for bounded holomorphic functions says that every in H-infinity space has a finite boundary value for almost every , with convergence through every fixed Stolz region and almost everywhere.
Here is a proof outline. Write with bounded real harmonic functions . Take a sequence . The bounded functions have a subsequence converging in the weak-star topology of by the Banach-Alaoglu theorem and weak-star metrizability of the dual ball; its predual is separable. Denote the limit by . For , the Poisson integral on the unit disk givesThe Poisson kernels converge uniformly for this fixed interior point and the boundary functions stay uniformly bounded, so the weak-star topology permits passage to the limit:Repeat for , obtaining . Thus is the Poisson integral of .
The Lebesgue differentiation theorem makes almost every boundary point a Lebesgue point of and . The lemma that a Poisson integral converges nontangentially at Lebesgue points then gives in every fixed Stolz region. To see why, put and let be the shorter angular distance. In the kernel satisfiesSplit the circle into a central arc of radius comparable to and annuli with radii . For a Lebesgue point, averages of on sufficiently small arcs are arbitrarily small. The annular contributions are bounded by these averages times a summable geometric sequence . On the remaining fixed distant arc the kernel is , so its contribution vanishes. This proves the claimed nontangential limit. The same Lebesgue points work for every integer aperture , hence for all finite apertures.
These boundary values recover the interior by the Poisson integral, so they determine uniquely. They satisfy : one inequality follows by taking limits of the bounded interior values, and the other from positivity and unit integral of the Poisson kernel. The dominated convergence theorem also gives in every finite norm. Its negative Fourier coefficients vanish, because the Taylor series of has only nonnegative powers. This explains the boundary realization of analytic Hardy spaces.
The exceptional set cannot generally be removed. For example, is bounded and holomorphic on the unit disc, using the holomorphic logarithm on the right half-plane: lies between and . At the boundary point one its radial values oscillate without a limit. Nor does the theorem assert convergence along arbitrary tangential paths or a continuous boundary extension. Its strength is almost-everywhere control on every fixed approach cone.
Past exam of the mathematics course of the University of Cambridge 2004 iii Paper 6 2 i Solution Created 2026-10-03 Updated 2026-10-14
The Tychonoff theorem states that an arbitrary product of compact spaces, with the product topology, is compact; no Hausdorff hypothesis is necessary. We prove it using Zorn's lemma and the axiom of choice.
First, every proper filter on a set extends to an ultrafilter. Order its proper extensions by inclusion. The union of a chain is again a proper filter: any finite collection of its members occurs in one member of the chain, and the empty set occurs in none. Zorn's lemma gives a maximal proper filter . If , adjoining must destroy properness, so some has , and hence . This proves the decision property of an ultrafilter.
Next prove the ultrafilter characterization of compactness. In a compact space the closed sets , for , have the finite intersection property, so their intersection contains a point . Every open neighbourhood of belongs to : otherwise its closed complement belongs to and contains , a contradiction. Thus the ultrafilter converges to . Conversely, if an open cover has no finite subcover, the closed complements have the finite intersection property and generate a proper filter. Extend it to an ultrafilter. A limit point lies in some member of the cover, so both and its complement would belong to the ultrafilter. This is impossible. These arguments also prove the closed-set form of compactness directly by taking complements.
Now let . If a factor is empty, the product is empty and compact. Otherwise the axiom of choice makes nonempty. For an ultrafilter on , its coordinate imageis an ultrafilter. Compactness of supplies at least one limit ; use the axiom of choice to choose one for every . A basic open neighbourhood of restricts finitely many coordinates. Each corresponding inverse image belongs to , so their finite intersection also does. Hence converges to in the product topology. The ultrafilter criterion proves the theorem. The explicit choices and the maximal-filter argument are exactly the places where choice enters.
The Banach-Alaoglu theorem states that the closed unit ball of the continuous dual space of a real or complex normed vector space is compact in the weak-star topology . Completeness of is not required.
For each , let , a compact scalar disk or interval. By the Tychonoff theorem, is compact. Inside , impose the equationsEach equation defines a closed subset, since it concerns continuous coordinate projections into a Hausdorff scalar field. Their intersection is therefore compact. A point in defines a linear functional , and the coordinate bounds give . Conversely, every with gives such a point. Thus is exactly the image of the dual unit ball under . The induced product topology is precisely pointwise convergence on , which is the weak-star topology. This proves
Past exam of the mathematics course of the University of Cambridge 2004 iii Paper 7 1 Solution Created 2026-10-03 Updated 2026-10-14
A harmonic function on is a twice continuously differentiable function satisfying there. For complex-valued functions this means that both its real part and its imaginary part are harmonic functions. The mean value property for harmonic functions characterizes harmonicity: a continuous function is harmonic exactly when its value at each point equals its average over every sphere, or equivalently every ball, whose closed ball lies in . In the forward direction, the derivative of the spherical average vanishes by the divergence theorem. Conversely, radial smoothing leaves a continuous function with the mean value property unchanged locally; it is therefore smooth. Expanding its small-ball average gives in dimension , and hence .
Write and for the volume of the unit ball in . We first obtain a pointwise estimate directly from the mean value property for harmonic functions, before using any boundary representation. For the ball of radius centered at ,Thus every upward shift of is a bounded harmonic function, with a continuous bounded boundary value.
The required map is the Poisson integralThe Poisson kernel for the upper half-space is positive, has integral one, and is harmonic as a function of . Its normalization follows by polar coordinates and , which reduces the radial integral to ; direct differentiation gives . Differentiation under the integral on compact subsets proves that is a harmonic function. Tonelli theorem givesHere the total variation norm of a measure is the norm on finite signed or complex Borel measures.
The Poisson kernel for the upper half-space is an approximate identity: for , uniformly. Indeed, uniform continuity controls translations smaller than a fixed radius, and the kernel mass outside that radius tends to zero. ConsequentlyThe dual characterization of the total variation norm of a measure, as the supremum over of supremum norm at most one, now gives the reverse inequality . Thus is a linear isometry and is injective.
For surjectivity, fix and put . Bounded harmonic uniqueness in the upper half-space givesTo justify this uniqueness, subtract the Poisson integral of the bounded continuous boundary value from the upward-shifted harmonic function. Their difference is bounded and harmonic and has zero continuous boundary values. Its odd reflection across the boundary is an entire bounded harmonic function; the reflection is harmonic across the flat boundary by harmonic odd reflection across a hyperplane. The Liouville theorem for harmonic functions makes it constant, and oddness makes it zero. The initial pointwise estimate supplies the boundedness needed here. To see the reflection locally, take a ball centered on the hyperplane and extend the boundary data on its upper hemisphere oddly to its lower hemisphere. The harmonic solution on this ball is odd and zero on its equatorial disk. The maximum principle for harmonic functions identifies it with the given difference on the upper half-ball, proving that the reflected function is harmonic across the boundary.
Choose . The measures have total variation norm of a measure at most . By the Banach-Alaoglu theorem, and separability of , a subsequence converges in the weak-star topology to a finite measure with . For fixed and ,The kernels in this display belong to and converge uniformly to . The uniform measure norm bound therefore allows passage to the limit, giving . This proves the Poisson representation of harmonic h1 by finite measures, including onto-ness.
Finally , so the Poisson representation of harmonic h1 by finite measures improves the preliminary pointwise constant:The last occurrence of in the printed question is understood as the harmonic Hardy space of the upper half-space defined earlier in that question.
Past exam of the mathematics course of the University of Cambridge 2006 iii Paper 11 3 Solution Created 2026-10-03 Updated 2026-10-14
The Rosenthal l1 theorem states that every bounded sequence in a real or complex Banach space has either a weakly Cauchy subsequence or a subsequence equivalent to the unit vector basis of . Equivalence means that there are such that for every finite scalar combination.
We use the infinite Ramsey result that every closed subset of is a Ramsey set of infinite subsets. It follows by taking complements in the open-set theorem proved in Question 6(a), and is also among the infinite Ramsey results permitted here.
Let be the closed span of the sequence and with its weak-star topology. It is compact by the Banach-Alaoglu theorem. The functions are continuous and uniformly bounded. Pointwise convergence of a subsequence on is precisely the weakly Cauchy conclusion.
Choose a countable collection of pairs of disjoint closed rational boxes in the scalar plane, or intervals for real scalars. Write for their centres, , and require their diameters to be at most some . Include arbitrarily small such boxes, so any two distinct scalar cluster points lie in the interiors of one such pair. For a fixed pair, say an infinite set oscillates if some has and each for infinitely many .
There are two possibilities. If at some pair and some infinite every infinite subset oscillates, retain them. Otherwise enumerate the box pairs and successively thin so that no point oscillates for the current pair. A diagonal subsequence is eventually in each refined set, so has no point oscillating for any pair. A bounded scalar sequence with two cluster points would oscillate for a pair of boxes enclosing those points. Hence every scalar evaluation on that subsequence converges, giving the weakly Cauchy alternative.
In the remaining case put and , closed subsets of . ConsiderThis is closed. If the infinite intersection is empty, compactness gives an empty finite intersection, and every infinite sequence with the same sufficiently long initial segment also has an empty intersection. The complement is therefore open. Apply closed-set Ramsey to obtain an infinite homogeneous for .
It cannot be homogeneous outside : the retained oscillation property provides a point visiting both level sets infinitely often on , from which we can select an alternating sequence belonging to . Thus every infinite subset of is in .
Pass to the even-indexed members . The pairs for are independent: every assignment of either or to finitely many chosen indices has a common point. Indeed insert zero or one unused members of before and between the specified indices to arrange their required odd or even positions, then complete to an infinite sequence. The gaps between even-indexed members supply these spare indices. Membership of that infinite sequence in supplies the point realizing the finite assignment.
Take any finite complex coefficients . Some unit scalar satisfiesbecause the average over the unit circle is exactly the right side. Put , choosing either sign at zero. Independence supplies functionals such that lies near and near when , with the assignments reversed when . ThusAlso . Since , we concludeThe coefficient is positive by the box choice, and boundedness of the original sequence gives the upper estimate. This proves the alternative over complex scalars. For real scalars simply partition by the signs of the coefficients; the same calculation works and gives the stronger lower constant . This completes the proof.
Past exam of the mathematics course of the University of Cambridge 2006 iii Paper 11 6 b Solution Created 2026-10-03 Updated 2026-10-14
LetThis scalar function is continuous. The first element is locally constant; deleting it is continuous on increasing sequences; and evaluation on a fixed is continuous in the weak-star topology. Thus is open.
By part (a), choose an infinite homogeneous for . If all its infinite subsets are in , the required conclusion follows. Suppose instead every one has . Choose finitely many unit scalars such that every scalar with has for some ; for real scalars the two signs suffice. The open setscover . Apply the open Ramsey set of infinite subsets result successively to them. After finitely many refinements, at least one, say , contains every infinite subset of a remaining infinite ; otherwise their cover would be violated.
For any finite , choose an infinite after . For each , apply this homogeneity to . Its deleted tail is always the same , so the same functional satisfiesBut is a weakly null sequence. The Mazur lemma gives a finite convex combination with . The displayed inequalities give , contradicting . The bad homogeneous case is impossible. ThereforeContinuity is used to make the scalar tests open; weak nullity is used only for the finite convex-combination contradiction. The argument works over both real and complex scalars.
Past exam of the mathematics course of the University of Cambridge 2007 iii Paper 8 3 Solution Created 2026-10-03 Updated 2026-10-14
The Gelfand-Mazur theorem says that a nonzero complex unital Banach algebra in which every nonzero element is invertible is the complex field itself: where . This is an isometric isomorphism under the usual normalization ; without that normalization its norm is simply . We first prove the required spectral and resolvent facts rather than assume them.
For any element of a complex unital Banach algebra , define its spectrum of an element byIf , the partial sums of converge in the complete algebra. Multiplying a partial sum by on either side gives , proving the Neumann series inverse. For this givesThus the spectrum is bounded. Under , ; for an unnormalized identity the same estimate with numerator suffices. Also as .
If is outside the spectrum and , then for ,This follows by factoring and applying the just-proved series. The series converges locally in norm, proving that the resolvent set is open, the spectrum is closed, and the resolvent of an element is holomorphic. Subtracting inverse equations also gives the resolvent identityconsistent with the derivative from the local series.
The spectrum is nonempty. If it were empty, the resolvent would be an entire algebra-valued function tending to zero at infinity. Choose a bounded linear functional with , extending the functional on by the complex Hahn-Banach theorem. Then is an entire function, bounded outside a disk by the Neumann estimate and bounded inside by continuity and compactness. The Liouville theorem makes it constant, and its decay makes that constant zero. But , a contradiction. We have proved that every spectrum is a nonempty compact subset of the disk .
Now assume every nonzero element of is invertible. For any , choose . The noninvertible element must be zero. Thus every element is a scalar multiple of the identity, uniquely because , andNo commutativity assumption was needed for this part; it is forced by the conclusion. Complex scalars are essential to the spectral argument.
For the maximal ideal space and its correspondence with characters of an algebra, now take to be a commutative complex unital Banach algebra. Every proper ideal lies in an algebraic maximal ideal by Zorn's lemma: a chain's union is an ideal not containing . Every proper ideal also has proper closure. Otherwise it contains an element with , which is invertible by the Neumann series, forcing the ideal to contain . A maximal ideal is therefore closed, since its closure is a proper ideal containing it.
The quotient , with its quotient norm, is a complex Banach algebra. Completeness follows from closedness of , and submultiplicativity follows by taking infima over representatives. It is a division algebra: if , maximality gives , so for some , . Hence is invertible. By the proved Gelfand-Mazur theorem, , with the identity mapping to . Composing this isomorphism with the quotient map produces a nonzero multiplicative complex linear functional with kernel .
Conversely let be a nonzero multiplicative complex linear functional, without assuming continuity. Nonzeroness and multiplicativity give , hence and surjectivity onto . Its kernel is a maximal ideal. If were invertible, applying to its product with an inverse would give . Therefore , soThis proves automatic continuity of characters; with normalized identity their operator norm is one. Finally a kernel determines its character uniquely: for every , its class in is a unique scalar multiple of the unit, and every character with kernel must take that scalar value. We have obtained the bijectionThe commutativity in this correspondence cannot be dropped: has the maximal two-sided ideal , but has no scalar-valued character, since such a character would have zero kernel and give an impossible injective linear map into .
For use in the next question, the spectrum equals character values in a commutative Banach algebra. We have proved one inclusion. For the other, if is noninvertible, its generated ideal is proper, hence lies in a maximal ideal. The corresponding character takes to . ThusGive the Gelfand topology, namely the weak-star topology of pointwise convergence on through these characters. It is Hausdorff and compact: the characters lie in the dual unit ball and form a weak-star closed subset, described by the closed equations and . Apply the Banach-Alaoglu theorem. The Gelfand transform , where , is consequently a contractive unital algebra homomorphism into ; it separates distinct characters. This argument proves compactness and continuity, but does not assert injectivity or isometry for an arbitrary Banach algebra.
Past exam of the mathematics course of the University of Cambridge 2007 iii Paper 9 1 Solution Created 2026-10-03 Updated 2026-10-14
Assume is nonempty, as is necessary for a probability measure to exist. Give its isometry group the uniform metricEvery distance-preserving self-map of a compact metric space is onto. Indeed, if , then , and for the iterates satisfy . This infinite separated set contradicts compactness. Consequently is a group under composition, with the identity and inverses again isometries.
The metric is invariant under both left and right multiplication: left invariance uses preservation of distances, and right invariance uses surjectivity. Inversion is an isometry for , and proves continuity of multiplication. Moreover, is compact. A sequence of isometries has a subsequence converging at every point of a countable dense subset of , by a diagonal argument. Their common Lipschitz constant and finite epsilon-nets of make this subsequence uniformly Cauchy. Its uniform limit preserves distances and is onto by the preceding argument. Thus is a compact metrizable topological group. A transitive group action means that for every some has .
We construct the invariant Borel probability measure directly. The Hall marriage theorem says that a finite bipartite graph with equal-sized vertex classes has a perfect matching precisely when every subset has at least neighbours in . Its following consequence is useful. If are -separated subsets of maximum cardinality in a compact metric space, join points whose distance is less than . If some had fewer than neighbours, replacing those neighbours in by would produce a larger -separated set. This contradicts maximal cardinality. Hence there is a bijection between and moving each point by less than .
Choose and maximum-cardinality -separated sets . Such sets exist: a finite covering by balls of radius less than bounds every separated set's cardinality. Fix and define the empirical probability measuresFor let , which tends to zero with by uniform continuity. For every , left invariance of makes another maximum-cardinality separated set. Match it to as above. ThenThe allowed compactness of probability measures on a compact metric space supplies a subsequence converging to in the weak-star topology. Passing to that limit for each fixed gives . The same subsequence works for every , since the displayed estimate held for all of them before taking the limit.
For uniqueness, put . For , right invariance of lets us match with . Transitivity therefore gives the uniform estimate for every . If is any invariant Borel probability measure, thenTwo invariant probability measures consequently differ on the integral of by at most , hence agree on every continuous function. Continuous functions determine Borel probability measures on a compact metric space, so the invariant probability measure exists and is unique.
Past exam of the mathematics course of the University of Cambridge 2007 iii Paper 9 5 ii Solution 2026-10-14
Fix and a finite epsilon-net in . Choose a Borel map with , for example the nearest point with ties broken by index. Its cells give discrete probability measures with masses and . LetThe feasible set is nonempty and compact, so the minimum exists. Pushing any coupling forward by changes its cost by at most , hence . Conversely, lift a discrete coupling by the measureTerms with zero row or column masses vanish. This lift has marginals , and its cost differs by at most . Therefore
Here is the finite linear programming duality proof. Write and consider the convex coneIt is closed and finitely generated. One elementary justification of closedness is to reduce each nonnegative representation to linearly independent generators, eliminating a coefficient along any linear dependence; after choosing a subsequence using the same subset of generators, their independent coordinates have bounded, convergent coefficients whenever the represented vectors converge. For , the point lies outside . Separation from this closed convex cone gives coefficients withIf , summing the middle inequalities against any feasible contradicts the last one. Thus , and , obey with dual objective greater than . The weak inequality already proved gives the reverse bound. Letting proves finite strong duality.
Reduce this discrete dual to a single Lipschitz function. For a feasible pair put . The triangle inequality gives , while and . ConsequentlyConversely, any -Lipschitz vector gives a feasible pair . Adding a constant leaves its objective unchanged, so impose . The resulting feasible set is compact, and its maximum is .
For a maximizing vector, the McShane extension theorem has the following explicit proof in this situation. DefineThe triangle inequality proves that this extension is -Lipschitz, and the discrete Lipschitz condition makes . Thus is a continuous feasible pair. Because ,Letting , together with part i, proves . The infimum defining is also attained: the set of couplings is a closed subset of the compact space of probability measures on , and integrating the continuous cost is continuous for the weak-star topology.
Past exam of the mathematics course of the University of Cambridge 2008 iii Paper 11 3 Solution Created 2026-10-03 Updated 2026-10-14
Give , the space of continuous functions on a compact space, its uniform norm. The left regular action is . The group law gives and , and each translation is a linear isometry because is a bijection of .
For fixed , the map is continuous. Compactness of the -space makes this dependence uniform: for a given and , continuity gives a neighbourhood of and a neighbourhood of each on which the difference from is less than ; a finite cover of permits one common neighbourhood of . Hence . The estimatethen proves the joint continuity of the action on .
For a left action on the continuous dual space, use the contragredient conventionIt satisfies and preserves the dual unit ball . If the printed prime denotes the literal transpose , these maps instead satisfy and form a right action; replacing by gives the left action above. Their invariant functionals are the same.
For and in the weak-star topology on , every satisfiesThe first term uses strong continuity of translation and ; the second uses weak-star convergence at one fixed function. This proves the requested joint weak-star topology continuity.
To obtain Haar measure, consider the set of positive linear functionals on with . Such functionals have norm one: for complex , choose a phase making real and nonnegative and use ; this gives , with equality on the constant-one function. Thus . Evaluation at the identity belongs to , and positivity and normalization are weak-star closed conditions. The Banach-Alaoglu theorem makes a nonempty compact convex set. Each is a continuous affine self-map of it.
Here is the fixed-point step, including why no commutativity assumption on is needed. For any finite list , the Schauder-Tychonoff fixed-point theorem gives a fixed point of . Let be the closed subgroup they generate and, for real , set on . It is continuous and satisfiesAt a maximum point , every summand must have the same maximum value. Iteration gives that value at all inverse-generator words times . The closure of their positive-word monoid is a closed subsemigroup of a compact group, hence is the entire generated subgroup . Density and continuity make constant on . Therefore is fixed by each of , first on real functions and then on complex functions by linearity. The closed fixed-point sets consequently have the finite intersection property in , so compactness gives a common fixed functional for every .
The Riesz-Markov-Kakutani representation theorem converts this positive functional into a regular Borel probability measure with . Its invariance gives left translation invariance of the measure. It has full support: if a nonempty open set had measure zero, a finite collection of its left translates would cover the compact group and force , contradicting normalization. Thus it is a normalized left Haar measure. The right translation action gives a normalized right Haar measure by the same argument.
For uniqueness and equality, take any and apply the Fubini theorem toFor fixed , left invariance of makes the inner integral . Reversing the order, for fixed , right invariance of makes the inner integral . Since both total masses are one,Uniqueness in the Riesz-Markov-Kakutani representation theorem gives . Comparing any normalized left Haar measure to this fixed right Haar measure proves uniqueness as well. The conclusion is uniqueness of normalized Haar measure. Without normalization, the printed uniqueness claim is false: even on the one-point group, and are distinct Haar measures. In general the result is uniqueness up to a positive scalar, and left and right probability normalizations coincide.
Past exam of the mathematics course of the University of Cambridge 2008 iii Paper 1 5 b Solution Created 2026-10-03 Updated 2026-10-14
The topology needed here is the weak-star topology , meaning pointwise convergence on . With the literal weak topology , the claimed compactness is false. For example, is separable and . Its unit vectors have no weak cluster point: every coordinate functional forces a cluster point to have all coordinates zero, while the bounded functional has value one throughout. Thus the dual unit ball is not weakly compact. We prove the intended weak-star assertion in full.
Choose a countable dense set in the unit ball of . On defineEach term is at most , so the series converges. The triangle inequality is immediate, and forces equality on the dense set and hence on all of . It is therefore a metric. Convergence in this metric is equivalent to convergence on every : one direction follows from any individual term, and the other by bounding the series tail uniformly. Because , approximation of any unit vector by then gives convergence on all of . The same finite-tail and approximation argument for neighborhoods proves equality with the weak-star topology, not just agreement of its convergent sequences.
Given a sequence in this ball, diagonal selection gives a subsequence converging at every , since each coordinate lies in a compact disk. Uniform norm bounds then make it pointwise Cauchy at every . Define as the limit. Linearity passes to the limit, and , so . The subsequence converges to it in the metric. Thus this metric space is sequentially compact, hence compact, proving
Past exam of the mathematics course of the University of Cambridge 2008 iii Paper 1 5 c Solution Created 2026-10-03 Updated 2026-10-14
Use the same intended weak-star topology as in (b), and assume . The induced operator is , so ; it is weak-star continuous because evaluation after applying is still evaluation at a vector of .
Choose and form the averagesInvariance and convexity put every in . Weak-star closedness and (b) make compact, so some subsequence converges to . Telescoping givesbecause both orbit points lie in the dual unit ball. Weak-star continuity now gives . Hence This is the weak-star fixed point theorem for an adjoint operator; it does not require to be a contraction on the entire dual space.
If “weakly closed” is interpreted literally as closed for , the result can fail. Take , let be the left shift and the right shift on . The setis a nonempty weakly closed convex subset of the unit ball: its defining coordinate inequalities and sum equality are weakly closed. It is invariant under the right shift. But a fixed vector of that shift has first coordinate zero and then every coordinate zero, so none belongs to . This supplies a counterexample to the literal topology and explains why the weak-star qualification is essential.
Past exam of the mathematics course of the University of Cambridge 2008 iii Paper 9 4 Solution Created 2026-10-03 Updated 2026-10-14
Fix Haar measure and use . A positive-definite function satisfies for every finite choice of points and coefficients. The Bochner theorem states that a continuous positive-definite function on a locally compact Hausdorff Abelian group has a unique representationwhere is a Radon measure. Conversely, any finite positive Radon measure on the Pontryagin dual group has a continuous positive-definite inverse transform. The sign convention here is the one compatible with the displayed Fourier transform.
First note that the dual is a locally compact Hausdorff topological group. Its group operations are continuous in the compact-open topology proved in question 3. For local compactness, adjoin the zero functional to the character space of an algebra of . All its elements lie in the closed unit ball of , and the equations define a closed subset in the weak-star topology. The Banach-Alaoglu theorem makes that subset compact Hausdorff. Removing the zero functional gives an open, hence locally compact, subspace. This provides the setting for constructing the measure on the dual, without assuming a Fourier inversion theorem.
Let and let be the finite sums of convolution squares , . Each such square is continuous with compact support, and is positive-definite becauseIts transform is , so every has . Also : convolution of two squares is , and finite sums distribute. Insert the Bochner representation of into and use the Fubini theorem to obtainThe representing measure on the right is finite and positive. Uniqueness in the Bochner theorem and commutativity now give the Bochner consistency identity for convolution squares
For every compact there is with throughout . Indeed, at any choose , where is a nonzero member of . Then , and continuity supplies a neighbourhood where it stays nonzero. A finite subcover of and the sum of the corresponding squares give such a .
For , choose positive in transform on its support and defineThe quotient is set to zero away from the support; its denominator is bounded away from zero there. If is another choice, the consistency identity, multiplied by on that compact support, shows that the integral is unchanged. Choosing one for a union of supports proves linearity; positivity follows from positivity of . On each fixed compact support it is bounded by times the uniform norm. Moreover, for every and , choosing positive on the support of givesA nonzero square has ; a suitable nonnegative compactly supported consequently makes this last expression positive. Thus is nonzero.
To prove translation invariance, fix and modulate by . This again belongs to , since modulation takes to . Direct calculation and Bochner uniqueness giveHence, for , using as the denominator function and changing variables gives . The Riesz representation on compactly supported continuous functions now produces a nonzero translation-invariant positive Radon measure on the dual. It is finite on compact sets, so it is Haar measure. This is the compatible dual Haar measure, denoted .
The identity for says, by uniqueness of Radon measures,Thus and the Bochner representation immediately provesIt also proves the formula for all finite complex linear combinations of these functions. The measure scale is fixed by this identity: at , a nonzero square gives .
A wider inversion class is with . To prove this extension, choose nonnegative with integral one and support in a small identity neighbourhood , and put . These functions form an approximate identity: they are nonnegative, have integral one and support in . Also , and uniformly on compact subsets of the dual. For this uniform convergence use equicontinuity of compact families of characters: evaluation is jointly continuous, as follows from the translation quotient in question 3, and a finite cover of a compact family gives uniform control near the identity.
Convolving the already established inversion formula for with , the Fubini theorem givesThis is justified by . Compact-set uniform convergence and an integrable-tail split implyExplicitly, first choose a compact set outside which is small, use the bound on that tail, and use uniform convergence on the compact remainder. This argument works for neighbourhood-indexed nets, without assuming metrizability. Consequently converges uniformly to the continuous inverse integral. On the other hand, translation continuity in Lp on a locally compact group gives in ; testing these two limits against shows they agree almost everywhere. At every continuity point of the chosen representative of , the shrinking-support approximate identity also converges pointwise to . We obtain Fourier inversion on a locally compact abelian group:valid everywhere for continuous with integrable transform, and in general as equality with a continuous representative almost everywhere. This class includes all convolution squares above, and their linear span.
Finally, for arbitrary , apply the inversion formula at zero to :Thus the integral Fourier transform is linear and norm-preserving on . That space is dense in , so for choose with in and define as the limit of . The norm identity makes this limit exist and independent of the approximating sequence, and preserves linearity. This proves the Plancherel theorem for locally compact abelian groups in the requested form:On , choose the approximating sequence to converge in both norms; uniform convergence of the integral transforms and their convergence show that this extension agrees almost everywhere with the original transform. For general functions the extension is defined by norm limits, not by presuming that the pointwise integral exists.
Past exam of the mathematics course of the University of Cambridge 2009 iii Paper 10 2 Solution Created 2026-10-03 Updated 2026-10-14
A completely regular Hausdorff space is a Hausdorff space in which each point outside a closed set is separated from by a continuous function with and . Put and define the evaluation character by . The weak-star topology on is the topology of pointwise convergence on : its coordinate maps are continuous, and generate the topology. It is Hausdorff, and the dual unit ball is compact in it by the Banach-Alaoglu theorem.
For nonempty , by the supremum norm bound and the constant function . All the coordinates of are continuous, so is continuous. Complete regularity separates distinct points, proving injectivity. To prove continuity of the inverse onto its image, let with open in . Separating from gives a bounded continuous withSuch neighborhoods prove that is a homeomorphism onto . This qualification is essential: it is not onto the whole dual, since the zero functional is not an evaluation on a nonempty space.
Define the Stone-Čech compactification to beThe Banach-Alaoglu theorem makes this a compact Hausdorff space, with identified with its dense evaluation copy. For , the coordinate function is a continuous extension. Density gives . Conversely any restricts to an element of , and because they agree on the dense subset . Restriction and coordinate extension are inverse linear isometries, henceThey also preserve products: the corresponding continuous functions agree on and hence everywhere.
For the universal extension property, let be continuous and a compact Hausdorff space. Pullback defines a bounded linear operator by . Its dual map is weak-star continuous, since . Evaluation is a homeomorphism onto a compact, thus closed, subset: a compact Hausdorff space is completely regular, by the Urysohn lemma. Now , soTherefore is the required continuous extension. Two continuous maps into the Hausdorff space agreeing on the dense subset agree everywhere, proving uniqueness.
If is open in , then it is a locally compact space: around any , regularity of the compact Hausdorff space gives an open neighborhood whose closure is compact and lies in . Conversely, suppose is locally compact. Choose an open neighborhood of in with compact closure . There is an open with . Density of implies , while compactness of makes it closed in , so . Thus . This provesThe empty-space cases are immediate.
The final printed assertion, for an arbitrary subset of , is false. Take the infinite discrete space . It is not compact, so its compactification has a point . The singleton is closed, hence equals its own closure. It is not open, since every nonempty open subset of meets the dense copy of . This is a counterexample.
The valid result holds for subsets , and more generally for open subsets of . For , its indicator is bounded continuous because is discrete. Its extension is still idempotent by density, so it takes only the values zero and one. The set is clopen and has . Density then gives . If is open in , the set is dense in , so is clopen by the result just proved. Consequently is extremally disconnected, which means the closure of every open set is open. This is the discrete Stone-Čech compactifications are extremally disconnected theorem, with the essential open-set qualification.
Past exam of the mathematics course of the University of Cambridge 2010 iii Paper 6 2 iv Solution Created 2026-10-03 Updated 2026-10-14
True. Choose a norm-dense sequence in the unit ball of the separable normed vector space . On the dual unit ball , defineEach summand is at most , so the series converges uniformly. Symmetry and the triangle inequality follow term by term. If , the two continuous functionals agree on the dense sequence, hence on the unit ball and then on all of . Thus is a metric.
A relative weak-star neighbourhood controls finitely many evaluations. Conversely, to make small, first choose a tail whose sum is small and then control the finitely many evaluations at . This proves that each metric ball is weak-star open. For the other direction, let and . Approximate by when . Since on ,The second term can be made smaller than by choosing ; the first is smaller than whenever is sufficiently small, because . Every evaluation is therefore metric-continuous. These two inclusions show that induces exactly the weak-star topology, proving weak-star metrizability of the dual ball without a completeness assumption on .
Past exam of the mathematics course of the University of Cambridge 2013 iii Paper 7 1 iii Solution Created 2026-10-03 Updated 2026-10-07
True in the specified topology. Let be the countable dense set obtained in part (ii). Scaling by a positive integer is a homeomorphism for the weak-star topology, so is dense in . Sincethe countable set is dense in : a nonempty open set contains a point of some , so its relative open intersection with that ball meets . This proves weak-star separability of the entire dual.
ThusThere is no assertion of norm separability here. For example, the dual of the separable Banach space is , whose binary sequences form an uncountable set with pairwise norm distance one. That example is nevertheless separable in its weak-star topology.
Past exam of the mathematics course of the University of Cambridge 2013 iii Paper 7 1 ii Solution Created 2026-10-03 Updated 2026-10-07
True. The Banach-Alaoglu theorem makes compact for the weak-star topology. Its compactness can be seen by embedding it in the product : the closed conditions expressing linearity identify a closed subset with , and the product is compact by the Tychonoff theorem. The product topology is exactly pointwise convergence on .
Part (i) supplies a compatible metric. Every compact metric space has a finite -net for each positive integer . The countable union of these finite nets is dense. ThereforeThe argument concerns topological separability, with the relative weak-star topology specified in the question.
Past exam of the mathematics course of the University of Cambridge 2013 iii Paper 7 1 iv Solution Created 2026-10-03 Updated 2026-10-07
True. We prove weak-star topology on an entire infinite-dimensional Banach dual is not metrizable. Suppose instead that has a countable local base at zero. Choose a basic weak-star topology neighbourhood , with its conditions involving a finite set . The still form a local base.
For any , the set is a neighbourhood of zero, so some is contained in it. Every functional annihilating , and every scalar multiple of that functional, belongs to . Consequently every such functional also annihilates . This forcesIndeed a finite-dimensional span is norm closed, and the Hahn-Banach theorem supplies a bounded linear functional vanishing on it and nonzero at any point outside it.
It follows that . Each span is a proper finite-dimensional closed vector subspace and has empty interior in the infinite-dimensional Banach space . This contradicts the Baire category theorem. HenceThe uniform norm bound that made the metric work on is absent on the whole dual. The answers to (i), (ii), (iii) and (iv) are therefore all true.
Past exam of the mathematics course of the University of Cambridge 2013 iii Paper 7 1 Solution 2026-10-07
A separated dual pair consists of real vector spaces and a bilinear form that separates both variables: each nonzero pairs nontrivially with some , and conversely. Thus embeds in the algebraic dual of , and embeds in the algebraic dual of .
The weak topology is the coarsest topology making all maps , , continuous. It makes a Hausdorff locally convex space, with topology generated by the seminorms . A neighbourhood base at zero consists of finite intersectionsSeparation ensures that the common zero set of all these seminorms is just zero, giving Hausdorffness.
We determine the continuous dual of a weak topology. Suppose a linear functional is continuous. A basic neighbourhood as above is contained in . If is in the common kernel of the finitely many evaluations, every scalar multiple of lies in that neighbourhood, so . Hence factors through the image ofExtend the resulting linear functional on to . It has the form , giving . Conversely every such evaluation is continuous by the definition of the weak topology. Since the pairing separates , this identification is injective, andFor the remaining parts every topological assertion about or its subsets uses the stipulated weak-star topology .
Past exam of the mathematics course of the University of Cambridge 2014 iii Paper 6 2 i Solution Created 2026-10-03 Updated 2026-10-06
The weak-star topology is the topology of pointwise convergence on . A basic neighborhood of has the formLet be the canonical embedding into the bidual, . It is an isometry. The Goldstine theorem says thatHere both balls are closed unit balls. Thus approximation is by finitely many dual evaluations at a time; the theorem does not assert norm density in the bidual space.
Past exam of the mathematics course of the University of Cambridge 2014 iii Paper 6 3 Solution Created 2026-10-03 Updated 2026-10-06
The Riesz-Markov-Kakutani representation theorem says that a positive linear functional on has the form for a unique finite positive regular Borel measure , with norm . Its complex form says that every bounded complex linear functional is represented by a unique finite regular complex measure , andThe extension from positive to arbitrary linear functionals follows by positive/negative decomposition of real linear functionals and then real/imaginary decomposition. The last quantity is the total variation norm of a measure, so this identifies the dual isometrically.
An extreme point of a convex set cannot be written as with and distinct . The Krein-Milman theorem, applied with the underlying real locally convex weak-star topology, states
We next prove Milman's converse to the Krein-Milman theorem. Suppose an extreme point were outside the weak-star closure of . A basic weak-star neighborhood of disjoint from uses finitely many real coordinates: real and imaginary parts of evaluations at elements of . Its complement is the union of finitely many closed half-spacesIntersect these with , discard empty intersections, and call the resulting compact convex sets . They cover , and none contains .
The convex hull of their union is compact. Every point in it can be written with in the finite simplex and , by combining terms from the same convex set. The map from the simplex times to that sum is weak-star continuous, so its image is compact and closed. It therefore contains , in particular . But extremality forces every having a positive coefficient in a representation of to equal , contradicting . Hence
Assume . We claim that the extreme points of the dual unit ball of C(K) areA measure of norm less than one is not extreme, since it admits a small nonzero perturbation within the ball. For a measure of norm one, suppose is not a point mass. There is a Borel set with : if the measure support has two points, choose disjoint neighborhoods of positive mass; a regular probability measure supported at just one point is the corresponding point mass. Thenis a convex combination of distinct norm-one measures. Thus an extreme measure must have variation concentrated at one point, and must be with .
Conversely, if with , thenEquality throughout forces both measures to have all their variation at , and forces their phases to be . Hence , proving extremality. If , the dual ball is and its sole extreme point is .
Every finite Borel measure on is regular, so the given belongs to the dual unit ball of . Apply Banach-Alaoglu theorem and Krein-Milman theorem to that ball. It is the weak-star closed convex hull of these phased point masses. The unit ball of the finite-dimensional vector subspace is norm compact. Choose a finite -net in it. There is a convex combinationwhose integrals differ from those of by less than on every . Put . Then and . For any in the unit ball of , choose with . The linear functional has norm at most two, soScaling yields the requested estimate for every . This is atomic approximation on finite-dimensional spaces of continuous functions. Repeated nodes are allowed: keeping their individual terms preserves the exact sum of coefficient magnitudes even if their phases cancel. If , one point with coefficient one suffices.