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.
Let be a normed space. The dual space is the set of all bounded (continuous) linear functionals .
With the operator norm , the space is a Banach space, even if is not complete.
The bidual or second dual of is . There is a natural embedding defined by for all . The map is an isometric linear embedding: .
A Banach space is reflexive if is surjective.
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Finite Dimensions: If , then and is reflexive
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Spaces: For , we have where . These spaces are reflexive
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and : but . Neither nor is reflexive
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Spaces: For , with , and is reflexive
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: The dual is , the space of signed Borel measures, by the Riesz Representation Theorem. is not reflexive
Let be a Banach space. Then:
- If is reflexive, then is complete
- If is reflexive, then is reflexive
- Hilbert spaces are reflexive
- Finite-dimensional spaces are reflexive
- A closed subspace of a reflexive space is reflexive
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.
Let and be disjoint closed convex sets in a normed space with compact. Then there exists and such that for all and .
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.