Locally convex space Created 2026-09-24 Updated 2026-10-14
A locally convex space is a topological vector space with a neighbourhood basis at zero consisting of convex sets. Equivalently, its topology is a seminorm topology generated by some family of seminorms. We allow non-Hausdorff spaces here; a separating family of seminorms gives precisely the Hausdorff case. Every normed vector space is locally convex, but smooth convergence generally requires a whole family of measurements.
The geometric and measurement descriptions fit together: seminorm sublevel sets are convex, while the Minkowski functional of an open, convex zero neighbourhood invariant under all scalar multiplications with is a continuous seminorm. Such neighbourhoods can be chosen as a neighbourhood basis. [ref]
https://www.math.lmu.de/~philip/publications/lectureNotes/philipPeter_FunctionalAnalysis.pdf. Peter Philip, Functional Analysis, Theorem 1.40, equivalence of local convexity and seminorm topologies
.Local convexity makes Hahn-Banach theorem and separation of a point and an open convex set available. It turns geometric distinctions into continuous linear functionals, connecting convex sets to the continuous dual space. For a seminorm topology generated by , a linear functional is continuous exactly when there are and withThus one continuous linear functional needs only finitely many of the available measurements. For example, point evaluation of a derivative on the space of smooth functions on a compact interval is controlled by a suitable derivative seminorm.
Past exam of the mathematics course of the University of Cambridge 2003 iii Paper 32 1 b Solution Created 2026-10-03 Updated 2026-10-14
We prove exhaustiveness, including existence of the positive density when neither form of arbitrage occurs. Use the subspace from part (a)(ii), and considerThis is a nonempty convex cone closed under positive scaling: supplies one element and guarantees weighted integrability even when itself has no first moment. Crucially, is relatively open in ; it need not be closed.
To prove openness at a point , put . The vectors , for bounded real measurable , span . Indeed, a vector orthogonal to all of them would satisfy for every such , forcing almost surely. Since , this says . Choose finitely many bounded for which form a basis of . For coefficients sufficiently small,This gives a relative neighbourhood of . It also proves the openness step behind the strictly positive barycentre cone lemma without assuming a closed moment cone.
If , the second arbitrage form was already constructed. If , the separation of a point and an open convex set, applied inside the finite-dimensional space , gives a nonzero with . Positive scaling in the cone forcesWe claim almost surely. Otherwise has positive probability, and the admissible positive weights givecontradicting the separation inequality. Since is nonzero, cannot vanish almost surely; thus it is strictly positive on an event of positive probability. This is the first arbitrage form.
Consequently absence of both forms forces , which supplies the required . Conversely either form excludes every such density by part (a). We have proved exactly one of arbitrage or a strictly positive pricing density holds. If , the same argument reduces to the elementary cases and , so no nondegeneracy assumption has been hidden.
Past exam of the mathematics course of the University of Cambridge 2024 iii Paper 106 3 Solution Created 2026-09-24 Updated 2026-09-25
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 thatTo prove it, formThis 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 ofEvery 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 containsIf , choose an open convex neighbourhood of zero with . Applying the separation theorem to and gives withBecause , the supremum is nonnegative. After multiplying by a positive scalar, on while . Thus but . We conclude with the Bipolar theorem for a dual pair:
Past exam of the mathematics course of the University of Cambridge 2025 iii Paper 106 4 a Solution Created 2026-09-24 Updated 2026-09-25
For a real locally convex space , the continuous dual space consists of all continuous real-linear maps . If on a subspace , continuity gives seminorms and such thatThe right side is a continuous sublinear functional on . The dominated Hahn-Banach theorem extends to a linear satisfying the same bound, so .
If is closed and , the Hausdorff locally convex quotient has a continuous seminorm with . On , define and rescale so that . Hahn--Banach extends it to with and .
The separation of a point and an open convex set says that if is nonempty, open, and convex and , there is such thatTo prove it, choose , put , and let be its Minkowski functional. For , . Define on ; then . Hahn--Banach extends to . Since for , one has , proving the claim.
If is closed and convex and , a Hahn-Banach separation theorem gives and a real number separating from . The corresponding inverse image of an open interval is a weak neighbourhood of disjoint from , so is closed in .
The unit sphere of a normed space is norm closed. If is infinite-dimensional, every basic weak neighbourhood of an interior point constrains only finitely many functionals . Their common kernel contains a nonzero . Continuity of , together with its value below one at and divergence as , supplies with . Since all have the same values at and , every weak neighbourhood of meets . Points outside are separated from it by Hahn--Banach, so the weak closure of the unit sphere is exactly . In particular, is not weakly closed.