ConceptComplete

Hahn-Banach and Dual Spaces - Key Properties

The dual space of a Banach space carries a rich structure that reflects and generalizes properties of the original space. Understanding this relationship is central to functional analysis.

DefinitionDual Space

Let XX be a normed space. The dual space XX^* is the set of all bounded (continuous) linear functionals ϕ:XK\phi : X \to \mathbb{K}.

With the operator norm ϕ=supx1ϕ(x)\|\phi\| = \sup_{\|x\| \leq 1} |\phi(x)|, the space XX^* is a Banach space, even if XX is not complete.

DefinitionReflexive Spaces

The bidual or second dual of XX is X=(X)X^{**} = (X^*)^*. There is a natural embedding J:XXJ : X \to X^{**} defined by (J(x))(ϕ)=ϕ(x)(J(x))(\phi) = \phi(x) for all ϕX\phi \in X^*. The map JJ is an isometric linear embedding: J(x)=x\|J(x)\| = \|x\|.

A Banach space XX is reflexive if J:XXJ : X \to X^{**} is surjective.

ExampleDual Spaces of Standard Spaces
  1. Finite Dimensions: If X=KnX = \mathbb{K}^n, then XKnX^* \cong \mathbb{K}^n and XX is reflexive

  2. p\ell^p Spaces: For 1<p<1 < p < \infty, we have (p)q(\ell^p)^* \cong \ell^q where 1/p+1/q=11/p + 1/q = 1. These spaces are reflexive

  3. 1\ell^1 and \ell^\infty: (1)(\ell^1)^* \cong \ell^\infty but ()1(\ell^\infty)^* \supsetneq \ell^1. Neither 1\ell^1 nor \ell^\infty is reflexive

  4. LpL^p Spaces: For 1<p<1 < p < \infty, (Lp)Lq(L^p)^* \cong L^q with 1/p+1/q=11/p + 1/q = 1, and LpL^p is reflexive

  5. C[0,1]C[0,1]: The dual is M[0,1]M[0,1], the space of signed Borel measures, by the Riesz Representation Theorem. C[0,1]C[0,1] is not reflexive

TheoremProperties of Reflexive Spaces

Let XX be a Banach space. Then:

  1. If XX is reflexive, then XX is complete
  2. If XX is reflexive, then XX^* is reflexive
  3. Hilbert spaces are reflexive
  4. Finite-dimensional spaces are reflexive
  5. A closed subspace of a reflexive space is reflexive
Remark

Reflexivity is a strong structural property. Reflexive spaces have particularly nice compactness and weak convergence properties. For instance, in a reflexive space, every bounded sequence has a weakly convergent subsequence.

ExampleSeparation of Convex Sets

Let CC and DD be disjoint closed convex sets in a normed space XX with CC compact. Then there exists ϕX\phi \in X^* and αR\alpha \in \mathbb{R} such that ϕ(x)<α<ϕ(y)\phi(x) < \alpha < \phi(y) for all xCx \in C and yDy \in D.

This geometric separation result follows from the Hahn-Banach Theorem and is fundamental to convex optimization.

The study of dual spaces and reflexivity reveals deep connections between geometry, topology, and analysis.