In mathematics, the injective tensor product of two
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 al ...
s (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
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 ...
, so its
completion is called the . Injective tensor products have applications outside of nuclear spaces. In particular, as described below, up to TVS-isomorphism, many TVSs that are defined for real or complex valued functions, for instance, the
Schwartz space
In mathematics, Schwartz space \mathcal is the function space of all functions whose derivatives are rapidly decreasing. This space has the important property that the Fourier transform is an automorphism on this space. This property enables ...
or the space of continuously differentiable functions, can be immediately extended to functions valued in a Hausdorff
locally convex TVS with any need to extend definitions (such as "differentiable at a point") from real/complex-valued functions to
-valued functions.
Preliminaries and notation
Throughout let
and
be
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 al ...
s and
be a linear map.
*
is a
topological homomorphism or homomorphism, if it is linear, continuous, and
is an
open map
In mathematics, more specifically in topology, an open map is a function between two topological spaces that maps open sets to open sets.
That is, a function f : X \to Y is open if for any open set U in X, the image f(U) is open in Y.
Likewise, ...
, where
has the subspace topology induced by
** If
is a subspace of
then both the quotient map
and the canonical injection
are homomorphisms. In particular, any linear map
can be canonically decomposed as follows:
where
defines a bijection.
* The set of continuous linear maps
(resp. continuous bilinear maps
) will be denoted by
(resp.
) where if
is the scalar field then we may instead write
(resp.
).
* The set of separately continuous bilinear maps
(that is, continuous in each variable when the other variable is fixed) will be denoted by
where if
is the scalar field then we may instead write
* We will denote the
continuous dual space
In mathematics, any vector space ''V'' has a corresponding dual vector space (or just dual space for short) consisting of all linear forms on ''V'', together with the vector space structure of pointwise addition and scalar multiplication by con ...
of
by
or
and the algebraic dual space (which is the vector space of all linear functionals on
whether continuous or not) by
** To increase the clarity of the exposition, we use the common convention of writing elements of
with a prime following the symbol (for example,
denotes an element of
and not, say, a derivative and the variables
and
need not be related in any way).
Notation for topologies
*
denotes the
coarsest topology
In topology and related areas of mathematics, the set of all possible topologies on a given set forms a partially ordered set. This order relation can be used for comparison of the topologies.
Definition
A topology on a set may be defined as th ...
on
making every map in
continuous and
or
denotes
endowed with this topology.
*
denotes
weak-* topology
In mathematics, weak topology is an alternative term for certain initial topologies, often on topological vector spaces or spaces of linear operators, for instance on a Hilbert space. The term is most commonly used for the initial topology of a ...
on
and
or
denotes
endowed with this topology.
** Note that every
induces a map
defined by
is the coarsest topology on X′ making all such maps continuous.
*
denotes the topology of bounded convergence on
and
or
denotes
endowed with this topology.
*
denotes the topology of bounded convergence on
or the strong dual topology on
and
or
denotes
endowed with this topology.
** As usual, if
is considered as a topological vector space but it has not been made clear what topology it is endowed with, then the topology will be assumed to be
*
denotes the
Mackey topology In functional analysis and related areas of mathematics, the Mackey topology, named after George Mackey, is the finest topology for a topological vector space which still preserves the continuous dual. In other words the Mackey topology does not ma ...
on
or the
topology of uniform convergence on the convex balanced weakly compact subsets of and
or
denotes
endowed with this topology.
is the finest locally convex TVS topology on
whose continuous dual space is equal to
*
denotes the
Mackey topology In functional analysis and related areas of mathematics, the Mackey topology, named after George Mackey, is the finest topology for a topological vector space which still preserves the continuous dual. In other words the Mackey topology does not ma ...
on ''
'' or the
topology of uniform convergence on the convex balanced weakly compact subsets of and
or
denotes
endowed with this topology.
** Note that
*
denotes the topology of uniform convergence on equicontinuous subsets of
and
or
denotes
endowed with this topology.
** If
is a set of linear mappings
then
is
equicontinuous
In mathematical analysis, a family of functions is equicontinuous if all the functions are continuous and they have equal variation over a given neighbourhood, in a precise sense described herein.
In particular, the concept applies to countable f ...
if and only if it is equicontinuous at the origin; that is, if and only if for every neighborhood
of the origin in
there exists a neighborhood
of the origin in
such that
for every
* A set
of linear maps from
to
is called
equicontinuous
In mathematical analysis, a family of functions is equicontinuous if all the functions are continuous and they have equal variation over a given neighbourhood, in a precise sense described herein.
In particular, the concept applies to countable f ...
if for every neighborhood
of the origin in
there exists a neighborhood
of the origin in
such that
for all
Definition
Throughout let
and
be
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 al ...
s with continuous dual spaces
and
Note that almost all results described are independent of whether these vector spaces are over
or
but to simplify the exposition we will assume that they are over the field
Continuous bilinear maps as a tensor product
Although the question of whether or not one vector space is a
tensor product
In mathematics, the tensor product V \otimes W of two vector spaces and (over the same Field (mathematics), field) is a vector space to which is associated a bilinear map V\times W \to V\otimes W that maps a pair (v,w),\ v\in V, w\in W to an e ...
of two other vector spaces is a purely algebraic one (that is, the answer does not depend on the topologies of
or
), nevertheless the vector space
of continuous bilinear functionals is always a tensor product of
and
as is now described.
For every
we now define a bilinear form, denoted by the symbol
from
into the underlying field (that is,
) by
This induces a canonical map
defined by sending
to the bilinear form
The span of the range of this map is
The following theorem may be used to verify that
together with the above map
is a tensor product of
and
Topology
Henceforth, all topological vector spaces considered will be assumed to be locally convex.
If
is any locally convex topological vector space, then for any
equicontinuous
In mathematical analysis, a family of functions is equicontinuous if all the functions are continuous and they have equal variation over a given neighbourhood, in a precise sense described herein.
In particular, the concept applies to countable f ...
subsets
and
and any neighborhood
in
define
Every set
is bounded, which is necessary and sufficient for the collection of all such
to form a locally convex TVS topology on
called the
-topology.
The inclusions
always hold and whenever any one of these vector spaces is endowed with the
-topology then this will be indicated by placing
as a subscript before the opening parenthesis. For example,
endowed with the
-topology will be denoted by
In particular, when
is the underlying scalar field then since
the topological vector space
will be denoted by
which is called the injective tensor product of
and
This TVS is not necessarily
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 ...
so its completion will be denoted by
The space
is complete if and only if both
and
are complete, in which case the completion of
is a subvector space, denoted by
of
If
and
are normed then so is
And
is a Banach space if and only if both
and
are Banach spaces.
Equicontinuous sets
One reason for converging on equicontinuous subsets (of all possibilities) is the following important fact:
:A set of continuous linear functionals
on a TVS
[This is true even if is not assumed to be Hausdorff or locally convex.] is equicontinuous if and only if it is contained in the
polar of some neighborhood
of
in
; that is,
A TVS's topology is completely determined by the open neighborhoods of the origin. This fact together with the
bipolar theorem
In mathematics, the bipolar theorem is a theorem in functional analysis that characterizes the bipolar (that is, the polar of the polar) of a set.
In convex analysis, the bipolar theorem refers to a necessary and sufficient conditions for a cone ...
means that via the operation of taking the polar of a subset, the collection of all equicontinuous subsets of
"encodes" all information about
's given topology. Specifically, distinct LCTVS topologies on
produce distinct collections of equicontinuous subsets and conversely, given any such collection of equicontinuous sets, the TVS's original topology can be recovered by taking the polar of every (equicontinuous) set in the collection. Thus through this identification, uniform convergence on the collection of equicontinuous subsets is essentially uniform convergence on the very topology of the TVS; this allows one to directly relate the injective topology with the given topologies of
and
Furthermore, the topology of a locally convex Hausdorff space
is identical to the topology of uniform convergence on the equicontinuous subsets of
For this reason, the article now lists some properties of equicontinuous sets that are relevant for dealing with the injective tensor product. Throughout
and
are arbitrary TVSs and
is a collection of linear maps from
into
* If
is equicontinuous then the subspace topologies that
inherits from the following topologies on
are identical:
*#the topology of precompact convergence;
*#the topology of compact convergence;
*#the topology of pointwise convergence;
*#the topology of pointwise convergence on a given dense subset of
* An equicontinuous set
is bounded in the topology of bounded convergence (that is, bounded in
). So in particular,
will also bounded in every TVS topology that is coarser than the topology of bounded convergence.
* If
is a
barrelled space
In functional analysis and related areas of mathematics, a barrelled space (also written barreled space) is a topological vector space (TVS) for which every barrelled set in the space is a neighbourhood for the zero vector.
A barrelled set or a ...
and
is locally convex then for any subset
the following are equivalent:
*#
is equicontinuous;
*#
is bounded in the topology of pointwise convergence (that is, bounded in
);
*#
is bounded in the topology of bounded convergence (that is, bounded in
).
In particular, to show that a set
is equicontinuous it suffices to show that it is bounded in the topology of pointwise converge.
* If
is a Baire space then any subset
that is bounded in
is necessarily equicontinuous.
* If
is
separable,
is metrizable, and
is a dense subset of
then the topology of pointwise convergence on
makes
metrizable so that in particular, the subspace topology that any equicontinuous subset
inherits from
is metrizable.
For equicontinuous subsets of the continuous dual space
(where
is now the underlying scalar field of
), the following hold:
* The weak closure of an equicontinuous set of linear functionals on
is a compact subspace of
* If
is
separable then every weakly closed equicontinuous subset of
is a metrizable compact space when it is given the weak topology (that is, the subspace topology inherited from
).
* If
is a normable space then a subset
is equicontinuous if and only if it is strongly bounded (that is, bounded in
).
* If
is a
barrelled space
In functional analysis and related areas of mathematics, a barrelled space (also written barreled space) is a topological vector space (TVS) for which every barrelled set in the space is a neighbourhood for the zero vector.
A barrelled set or a ...
then for any subset
the following are equivalent:
*#
is equicontinuous;
*#
is relatively compact in the weak dual topology;
*#
is weakly bounded;
*#
is strongly bounded.
We mention some additional important basic properties relevant to the injective tensor product:
* Suppose that
is a bilinear map where
is a
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 ...
,
is metrizable, and
is locally convex. If
is separately continuous then it is continuous.
Canonical identification of separately continuous bilinear maps with linear maps
The set equality
always holds; that is, if
is a linear map, then
is continuous if and only if
is continuous, where here
has its original topology.
There also exists a canonical vector space isomorphism
To define it, for every separately continuous bilinear form
defined on
and every
let
be defined by
Because
is canonically vector space-isomorphic to
(via the canonical map
value at
),
will be identified as an element of
which will be denoted by
This defines a map
given by
and so the canonical isomorphism is of course defined by
When
is given the topology of uniform convergence on equicontinous subsets of
the canonical map becomes a TVS-isomorphism
In particular,
can be canonically TVS-embedded into
; furthermore the image in
of
under the canonical map
consists exactly of the space of continuous linear maps
whose image is finite dimensional.
The inclusion
always holds. If
is normed then
is in fact a topological vector subspace of
And if in addition
is Banach then so is
(even if
is not complete).
Properties
The canonical map
is always continuous and the ε-topology is always finer than the
π-topology and coarser than the
inductive topology (which is the finest locally convex TVS topology making
separately continuous).
The space
is Hausdorff if and only if both
and
are Hausdorff.
If
and
are normed then
is normable in which case for all
Suppose that
and
are two linear maps between locally convex spaces. If both
and
are continuous then so is their tensor product
Moreover:
* If
and
are both
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 al ...
s then so is
* If
(resp.
) is a linear subspace of
(resp.
) then
is canonically isomorphic to a linear subspace of
and
is canonically isomorphic to a linear subspace of
* There are examples of
and
such that both
and
are surjective homomorphisms but
is a homomorphism.
* If all four spaces are normed then
Relation to projective tensor product and nuclear spaces
The
strongest
"Strongest" is a song recorded by Norwegian singer and songwriter Ina Wroldsen. The song was released on 27 October 2017 and has peaked at number 2 in Norway.
"Strongest" is Wroldsen's first solo release on Syco Music
Syco Music is a defunct ...
locally convex topology on
making the canonical map
(defined by sending
to the bilinear form
) continuous is called the projective topology or the
-topology. When
is endowed with this topology then it will be denoted by
and called 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 ...
of
and
The following definition was used by Grothendieck to define nuclear spaces.
Definition 0: Let
be a locally convex topological vector space. Then
is nuclear if for any locally convex space
the canonical vector space embedding
is an embedding of TVSs whose image is dense in the codomain.
Canonical identifications of bilinear and linear maps
In this section we describe canonical identifications between spaces of bilinear and linear maps. These identifications will be used to define important subspaces and topologies (particularly those that relate to
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 spac ...
s and
nuclear space
In mathematics, nuclear spaces are 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 different from Hilbert spaces, ...
s).
Dual spaces of the injective tensor product and its completion
Suppose that
denotes the TVS-embedding of
into its completion and let
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
as being identical to the continuous dual space of
The identity map
is continuous (by definition of the
π-topology) so there exists a unique continuous linear extension
If
and
are
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 natu ...
s then
is injective and the dual of
is canonically isometrically isomorphic to the vector space
of
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 spac ...
s from
into
(with the trace norm).
Injective tensor product of Hilbert spaces
There is a canonical map
that sends
to the linear map
defined by
where it may be shown that the definition of
does not depend on the particular choice of representation
of
The map
is continuous and when
is complete, it has a continuous extension
When
and
are
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 natu ...
s then
is a TVS-embedding and
isometry
In mathematics, an isometry (or congruence, or congruent transformation) is a distance-preserving transformation between metric spaces, usually assumed to be bijective. The word isometry is derived from the Ancient Greek: ἴσος ''isos'' mea ...
(when the spaces are given their usual norms) whose range is the space of all compact linear operators from
into
(which is a closed vector subspace of
Hence
is identical to space of compact operators from
into
(note the prime on
). The space of compact linear operators between any two
Banach space
In mathematics, more specifically in functional analysis, a Banach space (pronounced ) is a complete normed vector space. Thus, a Banach space is a vector space with a metric that allows the computation of vector length and distance between ve ...
s (which includes
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 natu ...
s)
and
is a closed subset of
Furthermore, the canonical map
is injective when
and
are Hilbert spaces.
Integral forms and operators
Integral bilinear forms
Denote the identity map by
and let
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
is canonically identified with
the space of continuous bilinear maps on
In this way, the continuous dual space of
can be canonically identified as a subvector space of
denoted by
The elements of
are called integral (bilinear) forms on
The following theorem justifies the word .
Integral linear operators
Given a linear map
one can define a canonical bilinear form
called the associated bilinear form on
by
A continuous map
is called integral if its associated bilinear form is an integral bilinear form. An integral map
is of the form, for every
and
for suitable weakly closed and equicontinuous subsets
and
of
and
respectively, and some positive Radon measure
of total mass
Canonical map into ''L''(''X''; ''Y'')
There is a canonical map
that sends
to the linear map
defined by
where it may be shown that the definition of
does not depend on the particular choice of representation
of
Examples
Space of summable families
Throughout this section we fix some arbitrary (possibly
uncountable
In mathematics, an uncountable set (or uncountably infinite set) is an infinite set that contains too many elements to be countable. The uncountability of a set is closely related to its cardinal number: a set is uncountable if its cardinal numb ...
) set
a TVS
and we let
be the
directed set
In mathematics, a directed set (or a directed preorder or a filtered set) is a nonempty Set (mathematics), set A together with a Reflexive relation, reflexive and Transitive relation, transitive binary relation \,\leq\, (that is, a preorder), with ...
of all finite subsets of
directed by inclusion
Let
be a family of elements in a TVS
and for every finite subset
let
We call
summable
In mathematics, a series is, roughly speaking, a description of the operation of adding infinitely many quantities, one after the other, to a given starting quantity. The study of series is a major part of calculus and its generalization, math ...
in
if the limit
of the
net
Net or net may refer to:
Mathematics and physics
* Net (mathematics), a filter-like topological generalization of a sequence
* Net, a linear system of divisors of dimension 2
* Net (polyhedron), an arrangement of polygons that can be folded u ...
converges in
to some element (any such element is called its sum). The set of all such summable families is a vector subspace of
denoted by
We now define a topology on
in a very natural way. This topology turns out to be the injective topology taken from
and transferred to
via a canonical vector space isomorphism (the obvious one). This is a common occurrence when studying the injective and
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 ...
s of function/sequence spaces and TVSs: the "natural way" in which one would define (from scratch) a topology on such a tensor product is frequently equivalent to the injective or
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 ...
topology.
Let
denote a base of convex balanced neighborhoods of 0 in
and for each
let
denote its
Minkowski functional
In mathematics, in the field of functional analysis, a Minkowski functional (after Hermann Minkowski) or gauge function is a function that recovers a notion of distance on a linear space.
If K is a subset of a real or complex vector space X, the ...
. For any such
and any
let
where
defines a seminorm on
The family of seminorms
generates a topology making
into a locally convex space. The vector space
endowed with this topology will be denoted by
The special case where
is the scalar field will be denoted by
There is a canonical embedding of vector spaces
defined by linearizing the bilinear map
defined by
Space of continuously differentiable vector-valued functions
Throughout, let
be an open subset of
where
is an integer and let
be a 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 al ...
(TVS).
Definition Suppose
and
is a function such that
with
a limit point of
Say that
is differentiable at
if there exist
vectors
in
called the partial derivatives of
, such that
where
One may naturally extend the notion of to
-valued functions defined on
For any
let
denote the vector space of all
-valued maps defined on
and let
denote the vector subspace of
consisting of all maps in
that have compact support.
One may then define topologies on
and
in the same manner as the topologies on
and
are defined for the
space of distributions and test functions (see the article:
Differentiable vector-valued functions from Euclidean space
In mathematics, a differentiable function of one real variable is a function whose derivative exists at each point in its domain. In other words, the graph of a differentiable function has a non- vertical tangent line at each interior point in ...
).
All of this work in extending the definition of differentiability and various topologies turns out to be exactly equivalent to simply taking the completed injective tensor product:
Spaces of continuous maps from a compact space
If
is a normed space and if
is a compact set, then the
-norm on
is equal to
If
and
are two compact spaces, then
where this canonical map is an isomorphism of Banach spaces.
Spaces of sequences converging to 0
If
is a normed space, then let
denote the space of all sequences
in
that converge to the origin and give this space the norm
Let
denote
Then for any Banach space
is canonically isometrically isomorphic to
Schwartz space of functions
We will now generalize the
Schwartz space
In mathematics, Schwartz space \mathcal is the function space of all functions whose derivatives are rapidly decreasing. This space has the important property that the Fourier transform is an automorphism on this space. This property enables ...
to functions valued in a TVS.
Let
be the space of all
such that for all pairs of polynomials
and
in
variables,
is a bounded subset of
To generalize the topology of the
Schwartz space
In mathematics, Schwartz space \mathcal is the function space of all functions whose derivatives are rapidly decreasing. This space has the important property that the Fourier transform is an automorphism on this space. This property enables ...
to
we give
the topology of uniform convergence over
of the functions
as
and
vary over all possible pairs of polynomials in
variables.
See also
*
*
*
*
*
*
*
*
Notes
References
Bibliography
*
*
*
*
*
*
*
*
*
*
*
*
*
*
External links
Nuclear space at ncatlab
{{TopologicalTensorProductsAndNuclearSpaces
Functional analysis