In the branch of
mathematics called
functional analysis
Functional analysis is a branch of mathematical analysis, the core of which is formed by the study of vector spaces endowed with some kind of limit-related structure (e.g. inner product, norm, topology, etc.) and the linear functions defined o ...
, a complemented subspace of a
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 ...
is a
vector subspace
In mathematics, and more specifically in linear algebra, a linear subspace, also known as a vector subspaceThe term ''linear subspace'' is sometimes used for referring to flats and affine subspaces. In the case of vector spaces over the reals, l ...
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 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
In set theory, the complement of a set , often denoted by (or ), is the set of elements not in .
When all sets in the universe, i.e. all sets under consideration, are considered to be members of a given set , the absolute complement of is th ...
. 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 subspace
In mathematics, and more specifically in linear algebra, a linear subspace, also known as a vector subspaceThe term ''linear subspace'' is sometimes used for referring to flats and affine subspaces. In the case of vector spaces over the reals, l ...
s of
then there is a well-defined addition map
The map
is a
morphism in the
category of vector spaces
In algebra, given a ring ''R'', the category of left modules over ''R'' is the category whose objects are all left modules over ''R'' and whose morphisms are all module homomorphisms between left ''R''-modules. For example, when ''R'' is the ring ...
— that is to say,
linear
Linearity is the property of a mathematical relationship ('' function'') that can be graphically represented as a straight line. Linearity is closely related to '' proportionality''. Examples in physics include rectilinear motion, the linear ...
.
Algebraic direct sum
The vector space
is said to be the algebraic
direct sum (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
Graph of the identity function on the real numbers
In mathematics, an identity function, also called an identity relation, identity map or identity transformation, is a function that always returns the value that was used as its argument, un ...
on
.
Motivation
Suppose that the vector space
is the algebraic direct sum of
. In the category of vector spaces, finite
products
Product may refer to:
Business
* Product (business), an item that serves as a solution to a specific consumer problem.
* Product (project management), a deliverable or set of deliverables that contribute to a business solution
Mathematics
* Produ ...
and
coproducts 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
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 ...
, 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 (that is, a surjective
linear
Linearity is the property of a mathematical relationship ('' function'') that can be graphically represented as a straight line. Linearity is closely related to '' proportionality''. Examples in physics include rectilinear motion, the linear ...
homeomorphism
In the mathematical field of topology, a homeomorphism, topological isomorphism, or bicontinuous function is a bijective and continuous function between topological spaces that has a continuous inverse function. Homeomorphisms are the isomor ...
).
#
is the algebraic direct sum of
and
and also any of the following equivalent conditions:
#
is the
direct sum of
and
in the category of topological vector spaces.
#The map
is
bijective
In mathematics, a bijection, also known as a bijective function, one-to-one correspondence, or invertible function, is a function between the elements of two sets, where each element of one set is paired with exactly one element of the other ...
and
open
Open or OPEN may refer to:
Music
* Open (band), Australian pop/rock band
* The Open (band), English indie rock band
* ''Open'' (Blues Image album), 1969
* ''Open'' (Gotthard album), 1999
* ''Open'' (Cowboy Junkies album), 2001
* ''Open'' ( ...
.
#When considered as
additive
Additive may refer to:
Mathematics
* Additive function, a function in number theory
* Additive map, a function that preserves the addition operation
* Additive set-functionn see Sigma additivity
* Additive category, a preadditive category with f ...
topological group
In mathematics, topological groups are logically the combination of groups and topological spaces, i.e. they are groups and topological spaces at the same time, such that the continuity condition for the group operations connects these two st ...
s,
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
Context may refer to:
* Context (language use), the relevant constraints of the communicative situation that influence language use, language variation, and discourse summary
Computing
* Context (computing), the virtual environment required to su ...
.
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
In linear algebra, the quotient of a vector space ''V'' by a subspace ''N'' is a vector space obtained by "collapsing" ''N'' to zero. The space obtained is called a quotient space and is denoted ''V''/''N'' (read "''V'' mod ''N''" or "''V'' by ' ...
.
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
In mathematics, and more specifically in linear algebra, a linear map (also called a linear mapping, linear transformation, vector space homomorphism, or in some contexts linear function) is a mapping V \to W between two vector spaces that pr ...
between two
normed (or
Banach) spaces is
bounded if and only if it is
continuous
Continuity or continuous may refer to:
Mathematics
* Continuity (mathematics), the opposing concept to discreteness; common examples include
** Continuous probability distribution or random variable in probability and statistics
** 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 such that
;
* There exists a
continuous
Continuity or continuous may refer to:
Mathematics
* Continuity (mathematics), the opposing concept to discreteness; common examples include
** Continuous probability distribution or random variable in probability and statistics
** Continuous ...
linear
Linearity is the property of a mathematical relationship ('' function'') that can be graphically represented as a straight line. Linearity is closely related to '' proportionality''. Examples in physics include rectilinear motion, the linear ...
projection with image
such that
.
* For every TVS
the
restriction map is surjective.
If in addition
is
Banach, then an equivalent condition is
*
is
closed in
, there exists another closed subspace
, and
is an
isomorphism
In mathematics, an isomorphism is a structure-preserving mapping between two structures of the same type that can be reversed by an inverse mapping. Two mathematical structures are isomorphic if an isomorphism exists between them. The word i ...
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 In topology, a topological space with the trivial topology is one where the only open sets are the empty set and the entire space. Such spaces are commonly called indiscrete, anti-discrete, concrete or codiscrete. Intuitively, this has the conseque ...
, and so the algebraic projection is continuous.
If
and
is surjective, then
.
Finite dimension
Suppose
is Hausdorff and
locally convex 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
The Hahn–Banach theorem is a central tool in functional analysis.
It allows the extension of bounded linear functionals defined on a subspace of some vector space to the whole space, and it also shows that there are "enough" continuous linear f ...
, 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
''Separates'' is the second album by English punk rock band 999, released in 1978. ''Separates'' was released in the United States under the title ''High Energy Plan'', with a different cover and slightly altered track listing; on ''High Energ ...
from
. For an example in which this fails, see .
Finite codimension
Not all finite-
codimensional vector subspaces of a TVS are closed, but those that are, do have complements.
Hilbert spaces
In a
Hilbert space, the
orthogonal complement In the mathematical fields of linear algebra and functional analysis, the orthogonal complement of a subspace ''W'' of a vector space ''V'' equipped with a bilinear form ''B'' is the set ''W''⊥ of all vectors in ''V'' that are orthogonal to every ...
of any closed vector subspace
is always a topological complement of
. This property characterizes Hilbert spaces within the class of
Banach spaces
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 ...
: every infinite dimensional, non-Hilbert Banach space contains a closed uncomplemented subspace.
Fréchet spaces
Let
be 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 to th ...
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 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 and
is not complete, then
has no topological complement in
Applications
If
is a continuous linear
surjection
In mathematics, a surjective function (also known as surjection, or onto function) is a function that every element can be mapped from element so that . In other words, every element of the function's codomain is the image of one element of ...
, 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 spaces
and
, each complemented in the other.
In classical Banach spaces
Understanding the complemented subspaces of an arbitrary Banach space
up to 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