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Duality in Functional Analysis
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Reflexive Space
A Banach space is called reflexive if every continuous linear functional on can be represented as an inner product with a vector in . Example: The spaces for are reflexive.
Hahn-Banach Theorem
The Hahn-Banach theorem states that if is a sublinear function and is a linear functional bounded above by on a subspace, then there exists an extension of over the whole space without increasing its norm. Example: Extending a functional defined on a subspace of continuous functions to all continuous functions without increasing the norm of the functional.
Goldstine Theorem
The Goldstine theorem asserts that the image of the unit ball of a Banach space under the canonical embedding into its bidual is weak-* dense in the unit ball of . Example: The sequence space can be densely embedded into , which is its bidual.
The Banach-Alaoglu Theorem
The Banach-Alaoglu theorem states that the closed unit ball in the dual space of a normed space is compact in the weak-* topology. Example: The set of norm-bounded linear functionals on is compact in the weak-* topology.
Schauder Basis
A Schauder basis is a sequence in a Banach space such that every element of the space can be uniquely expressed as a convergent series of these basis vectors. Example: The sequence of monomials forms a Schauder basis for the space of continuous functions on with the sup-norm.
Weak Topology
Weak topology on a Banach space is the coarsest topology such that all continuous linear functionals remain continuous. Example: In the weak topology, a sequence converges if and only if it converges pointwise on the dual space.
Weak-* Topology
Weak-* topology on the dual space is the topology of pointwise convergence on . Example: A sequence in the dual space converges to in the weak-* topology if for all in , as .
Dual Space
The dual space of a normed space consists of all continuous linear functionals on . Example: The dual space of where is with .
Algebraic Dual
The algebraic dual of a vector space is the set of all linear functionals on , not necessarily continuous. Example: The algebraic dual of a finite-dimensional vector space is also finite-dimensional and has the same dimension as the space.
Separable Space
A Banach space is called separable if it contains a countable dense subset. Example: The space of square-summable sequences is separable as the finite sequences with rational coefficients form a countable dense subset.
Bidual Space
The bidual space is the dual space of the dual space , consisting of all continuous linear functionals on . Example: For space, the bidual space is isometrically isomorphic to .
Annihilator
Given a subset of a normed space , its annihilator is the set of all continuous linear functionals in that vanish on . Example: If is the subspace of spanned by a vector , then consists of all functionals that have in their kernel.
James' Theorem
James' theorem characterizes reflexivity in Banach spaces, stating that a Banach space is reflexive if and only if every continuous linear functional on the space attains its maximum on the closed unit ball. Example: The space for is reflexive, so every continuous linear functional attains its supremum on the closed unit ball of .
Riesz Representation Theorem
The Riesz Representation theorem states that for a Hilbert space , every continuous linear functional on can be represented as an inner product with some element , i.e., . Example: In , the functional for some fixed is such a representation.
Conjugate Spaces
Conjugate spaces in functional analysis refer to the dual spaces. Example: The conjugate space of (the space of sequences converging to zero) is .
The Space and its Dual
For , the dual space of is where . Example: The dual space of is also , exhibiting self-duality.
Banach-Space-Valued Integration
Banach-space-valued integration extends the theory of integration to functions that take values in a Banach space. Example: The Bochner integral is used for integrating functions whose values are vectors in a Banach space.
Duality Pairing
A duality pairing is a bilinear form on a product space such that for each non-zero , there exists an with the pairing non-zero, and vice versa. Example: The integral defines a duality pairing between and spaces where and .
The Double Dual
The double dual of a Banach space is the bidual . Example: If , then its bidual is isometrically isomorphic to .
The Space and Its Dual
The space consists of all sequences converging to zero, and its dual is . Example: If a sequence , then any functional in can be applied by summing where .
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