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An integral bilinear form is a bilinear functional that belongs to the continuous dual space of X \widehat_ Y, the
injective tensor product In mathematics, the injective tensor product of two topological vector spaces (TVSs) was introduced by Alexander Grothendieck and was used by him to define nuclear spaces. An injective tensor product is in general not necessarily complete, so it ...
of the locally convex
topological vector space In mathematics, a topological vector space (also called a linear topological space and commonly abbreviated TVS or t.v.s.) is one of the basic structures investigated in functional analysis. A topological vector space is a vector space that is als ...
s (TVSs) ''X'' and ''Y''. An integral linear operator is a continuous linear operator that arises in a canonical way from an integral bilinear form. These maps play an important role in the theory of
nuclear space In mathematics, nuclear spaces are topological vector space, topological vector spaces that can be viewed as a generalization of finite dimensional Euclidean spaces and share many of their desirable properties. Nuclear spaces are however quite diff ...
s and
nuclear map In mathematics, nuclear operators are an important class of linear operators introduced by Alexander Grothendieck in his doctoral dissertation. Nuclear operators are intimately tied to the projective tensor product of two topological vector space ...
s.


Definition - Integral forms as the dual of the injective tensor product

Let ''X'' and ''Y'' be locally convex TVSs, let X \otimes_ Y denote the
projective tensor product The strongest locally convex topological vector space (TVS) topology on X \otimes Y, the tensor product of two locally convex TVSs, making the canonical map \cdot \otimes \cdot : X \times Y \to X \otimes Y (defined by sending (x, y) \in X \times ...
, X \widehat_ Y denote its completion, let X \otimes_ Y denote the
injective tensor product In mathematics, the injective tensor product of two topological vector spaces (TVSs) was introduced by Alexander Grothendieck and was used by him to define nuclear spaces. An injective tensor product is in general not necessarily complete, so it ...
, and X \widehat_ Y denote its completion. Suppose that \operatorname : X \otimes_ Y \to X \widehat_ Y denotes the TVS-embedding of X \otimes_ Y into its completion and let ^\operatorname : \left( X \widehat_ Y \right)^_b \to \left( X \otimes_ Y \right)^_b be its
transpose In linear algebra, the transpose of a matrix is an operator which flips a matrix over its diagonal; that is, it switches the row and column indices of the matrix by producing another matrix, often denoted by (among other notations). The tr ...
, which is a vector space-isomorphism. This identifies the continuous dual space of X \otimes_ Y as being identical to the continuous dual space of X \widehat_ Y. Let \operatorname : X \otimes_ Y \to X \otimes_ Y denote the identity map and ^\operatorname : \left( X \otimes_ Y \right)^_b \to \left( X \otimes_ Y \right)^_b denote its
transpose In linear algebra, the transpose of a matrix is an operator which flips a matrix over its diagonal; that is, it switches the row and column indices of the matrix by producing another matrix, often denoted by (among other notations). The tr ...
, which is a continuous injection. Recall that \left( X \otimes_ Y \right)^ is canonically identified with B(X, Y), the space of continuous bilinear maps on X \times Y. In this way, the continuous dual space of X \otimes_ Y can be canonically identified as a vector subspace of B(X, Y), denoted by J(X, Y). The elements of J(X, Y) are called integral (bilinear) forms on X \times Y. The following theorem justifies the word integral.


Integral linear maps

A continuous linear map \kappa : X \to Y' is called integral if its associated bilinear form is an integral bilinear form, where this form is defined by (x, y) \in X \times Y \mapsto (\kappa x)(y). It follows that an integral map \kappa : X \to Y' is of the form: : x \in X \mapsto \kappa(x) = \int_ \left\langle x', x \right\rangle y' \mathrm \mu\! \left( x', y' \right) for suitable weakly closed and equicontinuous subsets ''S'' and ''T'' of X' and Y', respectively, and some positive Radon measure \mu of total mass ≤ 1. The above integral is the weak integral, so the equality holds if and only if for every y \in Y, \left\langle \kappa(x), y \right\rangle = \int_ \left\langle x', x \right\rangle \left\langle y', y \right\rangle \mathrm \mu\! \left( x', y' \right). Given a linear map \Lambda : X \to Y, one can define a canonical bilinear form B_ \in Bi\left(X, Y' \right), called the associated bilinear form on X \times Y', by B_\left( x, y' \right) := \left( y' \circ \Lambda \right) \left( x \right). A continuous map \Lambda : X \to Y is called integral if its associated bilinear form is an integral bilinear form. An integral map \Lambda: X \to Y is of the form, for every x \in X and y' \in Y': : \left\langle y', \Lambda(x) \right\rangle = \int_ \left\langle x', x \right\rangle \left\langle y'', y' \right\rangle \mathrm \mu\! \left( x', y'' \right) for suitable weakly closed and equicontinuous aubsets A' and B'' of X' and Y'', respectively, and some positive Radon measure \mu of total mass \leq 1.


Relation to Hilbert spaces

The following result shows that integral maps "factor through" Hilbert spaces. Proposition: Suppose that u : X \to Y is an integral map between locally convex TVS with ''Y'' Hausdorff and complete. There exists a Hilbert space ''H'' and two continuous linear mappings \alpha : X \to H and \beta : H \to Y such that u = \beta \circ \alpha. Furthermore, every integral operator between two
Hilbert space In mathematics, Hilbert spaces (named after David Hilbert) allow generalizing the methods of linear algebra and calculus from (finite-dimensional) Euclidean vector spaces to spaces that may be infinite-dimensional. Hilbert spaces arise natural ...
s is
nuclear Nuclear may refer to: Physics Relating to the nucleus of the atom: * Nuclear engineering *Nuclear physics *Nuclear power *Nuclear reactor *Nuclear weapon *Nuclear medicine *Radiation therapy *Nuclear warfare Mathematics *Nuclear space *Nuclear ...
. Thus a continuous linear operator between two
Hilbert space In mathematics, Hilbert spaces (named after David Hilbert) allow generalizing the methods of linear algebra and calculus from (finite-dimensional) Euclidean vector spaces to spaces that may be infinite-dimensional. Hilbert spaces arise natural ...
s is
nuclear Nuclear may refer to: Physics Relating to the nucleus of the atom: * Nuclear engineering *Nuclear physics *Nuclear power *Nuclear reactor *Nuclear weapon *Nuclear medicine *Radiation therapy *Nuclear warfare Mathematics *Nuclear space *Nuclear ...
if and only if it is integral.


Sufficient conditions

Every
nuclear map In mathematics, nuclear operators are an important class of linear operators introduced by Alexander Grothendieck in his doctoral dissertation. Nuclear operators are intimately tied to the projective tensor product of two topological vector space ...
is integral. An important partial converse is that every integral operator between two
Hilbert space In mathematics, Hilbert spaces (named after David Hilbert) allow generalizing the methods of linear algebra and calculus from (finite-dimensional) Euclidean vector spaces to spaces that may be infinite-dimensional. Hilbert spaces arise natural ...
s is
nuclear Nuclear may refer to: Physics Relating to the nucleus of the atom: * Nuclear engineering *Nuclear physics *Nuclear power *Nuclear reactor *Nuclear weapon *Nuclear medicine *Radiation therapy *Nuclear warfare Mathematics *Nuclear space *Nuclear ...
. Suppose that ''A'', ''B'', ''C'', and ''D'' are Hausdorff locally convex TVSs and that \alpha : A \to B, \beta : B \to C, and \gamma: C \to D are all continuous linear operators. If \beta : B \to C is an integral operator then so is the composition \gamma \circ \beta \circ \alpha : A \to D. If u : X \to Y is a continuous linear operator between two normed space then u : X \to Y is integral if and only if ^u : Y' \to X' is integral. Suppose that u : X \to Y is a continuous linear map between locally convex TVSs. If u : X \to Y is integral then so is its
transpose In linear algebra, the transpose of a matrix is an operator which flips a matrix over its diagonal; that is, it switches the row and column indices of the matrix by producing another matrix, often denoted by (among other notations). The tr ...
^u : Y^_b \to X^_b. Now suppose that the transpose ^u : Y^_b \to X^_b of the continuous linear map u : X \to Y is integral. Then u : X \to Y is integral if the canonical injections \operatorname_X : X \to X'' (defined by x \mapsto value at ) and \operatorname_Y : Y \to Y'' are
TVS-embedding In mathematics, a topological vector space (also called a linear topological space and commonly abbreviated TVS or t.v.s.) is one of the basic structures investigated in functional analysis. A topological vector space is a vector space that is als ...
s (which happens if, for instance, X and Y^_b are barreled or metrizable).


Properties

Suppose that ''A'', ''B'', ''C'', and ''D'' are Hausdorff locally convex TVSs with ''B'' and ''D''
complete Complete may refer to: Logic * Completeness (logic) * Completeness of a theory, the property of a theory that every formula in the theory's language or its negation is provable Mathematics * The completeness of the real numbers, which implies t ...
. If \alpha : A \to B, \beta : B \to C, and \gamma: C \to D are all integral linear maps then their composition \gamma \circ \beta \circ \alpha : A \to D is
nuclear Nuclear may refer to: Physics Relating to the nucleus of the atom: * Nuclear engineering *Nuclear physics *Nuclear power *Nuclear reactor *Nuclear weapon *Nuclear medicine *Radiation therapy *Nuclear warfare Mathematics *Nuclear space *Nuclear ...
. Thus, in particular, if is an infinite-dimensional
Fréchet space In functional analysis and related areas of mathematics, Fréchet spaces, named after Maurice Fréchet, are special topological vector spaces. They are generalizations of Banach spaces (normed vector spaces that are complete with respect to the ...
then a continuous linear surjection u : X \to X cannot be an integral operator.


See also

*
Auxiliary normed spaces In functional analysis, two methods of constructing normed spaces from disks were systematically employed by Alexander Grothendieck to define nuclear operators and nuclear spaces. One method is used if the disk D is bounded: in this case, the ...
*
Final topology In general topology and related areas of mathematics, the final topology (or coinduced, strong, colimit, or inductive topology) on a set X, with respect to a family of functions from topological spaces into X, is the finest topology on X that make ...
*
Injective tensor product In mathematics, the injective tensor product of two topological vector spaces (TVSs) was introduced by Alexander Grothendieck and was used by him to define nuclear spaces. An injective tensor product is in general not necessarily complete, so it ...
*
Nuclear operator In mathematics, nuclear operators are an important class of linear operators introduced by Alexander Grothendieck in his doctoral dissertation. Nuclear operators are intimately tied to the projective tensor product of two topological vector space ...
s *
Nuclear space In mathematics, nuclear spaces are topological vector space, topological vector spaces that can be viewed as a generalization of finite dimensional Euclidean spaces and share many of their desirable properties. Nuclear spaces are however quite diff ...
s *
Projective tensor product The strongest locally convex topological vector space (TVS) topology on X \otimes Y, the tensor product of two locally convex TVSs, making the canonical map \cdot \otimes \cdot : X \times Y \to X \otimes Y (defined by sending (x, y) \in X \times ...
*
Topological tensor product In mathematics, there are usually many different ways to construct a topological tensor product of two topological vector spaces. For Hilbert spaces or nuclear spaces there is a simple well-behaved theory of tensor products (see Tensor product of Hi ...


References


Bibliography

* * * * * * * * * * * * * * *


External links


Nuclear space at ncatlab
{{TopologicalTensorProductsAndNuclearSpaces Topological vector spaces