In the branch of
mathematics
Mathematics is an area of knowledge that includes the topics of numbers, formulas and related structures, shapes and the spaces in which they are contained, and quantities and their changes. These topics are represented in modern mathematics ...
called
functional analysis, a complemented subspace of a
topological vector space is a
vector subspace for which there exists some other vector subspace
of
called its (topological) complement in
, such that
is the
direct sum in the category of topological vector spaces. Formally, topological direct sums strengthen the
algebraic direct sum by requiring certain maps be continuous; the result preserves many nice properties from the operation of direct sum in finite-dimensional vector spaces.
Every finite-dimensional subspace of a
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 vector ...
is complemented, but other subspaces may not. In general, classifying all complemented subspaces is a difficult problem, which has been solved only for
some well-known Banach spaces.
The concept of a complemented subspace is analogous to, but distinct from, that of a
set complement. The set-theoretic complement of a vector subspace is never a complementary subspace.
Preliminaries: definitions and notation
If
is a vector space and
and
are
vector subspaces of
then there is a well-defined addition map
The map
is a
morphism
In mathematics, particularly in category theory, a morphism is a structure-preserving map from one mathematical structure to another one of the same type. The notion of morphism recurs in much of contemporary mathematics. In set theory, morphisms a ...
in the
category of vector spaces — that is to say,
linear.
Algebraic direct sum
The vector space
is said to be the algebraic
direct sum
The direct sum is an operation between structures in abstract algebra, a branch of mathematics. It is defined differently, but analogously, for different kinds of structures. To see how the direct sum is used in abstract algebra, consider a more ...
(or direct sum in the category of vector spaces)
when any of the following equivalent conditions are satisfied:
#The addition map
is a
vector space isomorphism.
#The addition map is bijective.
#
and
; in this case
is called an algebraic complement or supplement to
in
and the two subspaces are said to be complementary or supplementary.
When these conditions hold, the inverse
is well-defined and can be written in terms of coordinates as
The first coordinate
is called the canonical projection of
onto
; likewise the second coordinate is the canonical projection onto
Equivalently,
and
are the unique vectors in
and
respectively, that satisfy
As maps,
where
denotes the
identity map on
.
Motivation
Suppose that the vector space
is the algebraic direct sum of
. In the category of vector spaces, finite
products and
coproducts
In category theory, the coproduct, or categorical sum, is a construction which includes as examples the disjoint union of sets and of topological spaces, the free product of groups, and the direct sum of modules and vector spaces. The coproduc ...
coincide: algebraically,
and
are indistinguishable. Given a problem involving elements of
, one can break the elements down into their components in
and
, because the projection maps defined above act as inverses to the natural inclusion of
and
into
. Then one can solve the problem in the vector subspaces and recombine to form an element of
.
In the category of
topological vector spaces, that algebraic decomposition becomes less useful. The definition of a topological vector space requires the addition map
to be continuous; its inverse
may not be. The
categorical definition of direct sum, however, requires
and
to be morphisms — that is, ''continuous'' linear maps.
The space
is the topological direct sum of
and
if (and only if) any of the following equivalent conditions hold:
#The addition map
is a
TVS-isomorphism
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 a ...
(that is, a surjective
linear homeomorphism).
#
is the algebraic direct sum of
and
and also any of the following equivalent conditions:
#
is the
direct sum
The direct sum is an operation between structures in abstract algebra, a branch of mathematics. It is defined differently, but analogously, for different kinds of structures. To see how the direct sum is used in abstract algebra, consider a more ...
of
and
in the category of topological vector spaces.
#The map
is
bijective and
open.
#When considered as
additive topological groups,
is the
topological direct sum of the subgroups and
The topological direct sum is also written
; whether the sum is in the topological or algebraic sense is usually clarified through
context.
Definition
Every topological direct sum is an algebraic direct sum
; the converse is not guaranteed. Even if both
and
are closed in
,
may ''still'' fail to be continuous.
is a (topological) complement or supplement to
if it avoids that pathology — that is, if, topologically,
. (Then
is likewise complementary to
.)
Condition 1(d) above implies that any topological complement of
is isomorphic, as a topological vector space, to the
quotient vector space .
is called complemented if it has a topological complement
(and uncomplemented if not). The choice of
can matter quite strongly: every complemented vector subspace
has algebraic complements that do not complement
topologically.
Because a
linear map between two
normed
The Ateliers et Chantiers de France (ACF, Workshops and Shipyards of France) was a major shipyard that was established in Dunkirk, France, in 1898.
The shipyard boomed in the period before World War I (1914–18), but struggled in the inter-war p ...
(or
Banach) spaces is
bounded
Boundedness or bounded may refer to:
Economics
* Bounded rationality, the idea that human rationality in decision-making is bounded by the available information, the cognitive limitations, and the time available to make the decision
* Bounded e ...
if and only if it is
continuous, the definition in the categories of normed (resp.
Banach) spaces is the same as in topological vector spaces.
Equivalent characterizations
The vector subspace
is complemented in
if and only if any of the following holds:
*There exists a continuous linear map
with
image
An image is a visual representation of something. It can be two-dimensional, three-dimensional, or somehow otherwise feed into the visual system to convey information. An image can be an artifact, such as a photograph or other two-dimensiona ...
such that
;
* There exists a
continuous linear projection with image
such that
.
* For every TVS
the
restriction map
A restriction map is a map of known restriction sites within a sequence of DNA. Restriction mapping requires the use of restriction enzymes. In molecular biology, restriction maps are used as a reference to engineer plasmids or other relative ...
is surjective.
If in addition
is
Banach, then an equivalent condition is
*
is
closed
Closed may refer to:
Mathematics
* Closure (mathematics), a set, along with operations, for which applying those operations on members always results in a member of the set
* Closed set, a set which contains all its limit points
* Closed interval, ...
in
, there exists another closed subspace
, and
is an
isomorphism from the
abstract direct sum to
.
Examples
* If
is a measure space and
has positive measure, then
is complemented in
.
*
, the space of sequences converging to
, is complemented in
, the space of convergent sequences.
* By
Lebesgue decomposition,
is complemented in
.
Sufficient conditions
For any two topological vector spaces
and
, the subspaces
and
are topological complements in
.
Every algebraic complement of
, the closure of
, is also a topological complement. This is because
has the
indiscrete topology, and so the algebraic projection is continuous.
If
and
is surjective, then
.
Finite dimension
Suppose
is Hausdorff and
locally convex
In functional analysis and related areas of mathematics, locally convex topological vector spaces (LCTVS) or locally convex spaces are examples of topological vector spaces (TVS) that generalize normed spaces. They can be defined as topological ve ...
and
a
free topological vector subspace: for some set
, we have
(as a t.v.s.). Then
is a closed and complemented vector subspace of
.
[ is closed because is complete and is Hausdorff.
]Let be a TVS-isomorphism; each is a continuous linear functional. By the Hahn–Banach theorem, we may extend each to a continuous linear functional on The joint map is a continuous linear surjection whose restriction to is . The composition is then a continuous continuous projection onto .
In particular, any finite-dimensional subspace of
is complemented.
In arbitrary topological vector spaces, a finite-dimensional vector subspace
is topologically complemented if and only if for every non-zero
, there exists a continuous linear functional on
that
separates from
. For an example in which this fails, see .
Finite codimension
Not all finite-
codimension
In mathematics, codimension is a basic geometric idea that applies to subspaces in vector spaces, to submanifolds in manifolds, and suitable subsets of algebraic varieties.
For affine and projective algebraic varieties, the codimension equals the ...
al vector subspaces of a TVS are closed, but those that are, do have complements.
Hilbert spaces
In a
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 ...
, the
orthogonal complement of any closed vector subspace
is always a topological complement of
. This property characterizes Hilbert spaces within the class of
Banach spaces: every infinite dimensional, non-Hilbert Banach space contains a closed uncomplemented subspace.
Fréchet spaces
Let
be a
Fréchet space over the field
. Then the following are equivalent:
#
is not normable (that is, any continuous norm does not generate the topology)
#
contains a vector subspace TVS-isomorphic to
#
contains a complemented vector subspace TVS-isomorphic to
.
Properties; examples of uncomplemented subspaces
A complemented (vector) subspace of a Hausdorff space
is necessarily a
closed subset
In geometry, topology, and related branches of mathematics, a closed set is a set whose complement is an open set. In a topological space, a closed set can be defined as a set which contains all its limit points. In a complete metric space, a clo ...
of
, as is its complement.
From the existence of
Hamel bases, every Banach space contains unclosed linear subspaces.
[Any sequence defines a summation map . But if are (algebraically) linearly independent and has full support, then . ] Since any complemented subspace is closed, none of those subspaces is complemented.
Likewise, if
is a
complete TVS
In functional analysis and related areas of mathematics, a complete topological vector space is a topological vector space (TVS) with the property that whenever points get progressively closer to each other, then there exists some point x towards ...
and
is not complete, then
has no topological complement in
Applications
If
is a continuous linear
surjection, then the following conditions are equivalent:
# The kernel of
has a topological complement.
# There exists a "right inverse": a continuous linear map
such that
, where
is the identity map.
The Method of Decomposition
Topological vector spaces admit the following
Cantor-Schröder-Bernstein–type theorem:
:Let
and
be TVSs such that
and
Suppose that
contains a complemented copy of
and
contains a complemented copy of
Then
is TVS-isomorphic to
The "self-splitting" assumptions that
and
cannot be removed:
Tim Gowers showed in 1996 that there exist non-isomorphic
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 vector ...
s
and
, each complemented in the other.
In classical Banach spaces
Understanding the complemented subspaces of an arbitrary Banach space
up to Two Mathematical object, mathematical objects ''a'' and ''b'' are called equal up to an equivalence relation ''R''
* if ''a'' and ''b'' are related by ''R'', that is,
* if ''aRb'' holds, that is,
* if the equivalence classes of ''a'' and ''b'' wi ...
isomorphism is a classical problem that has motivated much work in basis theory, particularly the development of
absolutely summing operators. The problem remains open for a variety of important Banach spaces, most notably the space