In the branch of
mathematics
Mathematics is a field of study that discovers and organizes methods, Mathematical theory, theories and theorems that are developed and Mathematical proof, proved for the needs of empirical sciences and mathematics itself. There are many ar ...
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 (for example, Inner product space#Definition, inner product, Norm (mathematics ...
, 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
Vector most often refers to:
* Euclidean vector, a quantity with a magnitude and a direction
* Disease vector, an agent that carries and transmits an infectious pathogen into another living organism
Vector may also refer to:
Mathematics a ...
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 retains 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 (, ) 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 vectors and ...
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 A^c (or ), is the set of elements not in .
When all elements in the universe, i.e. all elements under consideration, are considered to be members of a given set , the absolute complemen ...
. 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
Vector most often refers to:
* Euclidean vector, a quantity with a magnitude and a direction
* Disease vector, an agent that carries and transmits an infectious pathogen into another living organism
Vector may also refer to:
Mathematics a ...
s of
then there is a well-defined addition map
The map
is a
morphism
In mathematics, a morphism is a concept of category theory that generalizes structure-preserving maps such as homomorphism between algebraic structures, functions from a set to another set, and continuous functions between topological spaces. Al ...
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 rin ...
— that is to say,
linear
In mathematics, the term ''linear'' is used in two distinct senses for two different properties:
* linearity of a '' function'' (or '' mapping'');
* linearity of a '' polynomial''.
An example of a linear function is the function defined by f(x) ...
.
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. As an example, the direct sum of two abelian groups A and B is anothe ...
(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, unc ...
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 can be offered to a market to satisfy the desire or need of a customer.
* Product (project management), a deliverable or set of deliverables that contribute to a business solution
...
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 coprod ...
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
In mathematics, the term ''linear'' is used in two distinct senses for two different properties:
* linearity of a '' function'' (or '' mapping'');
* linearity of a '' polynomial''.
An example of a linear function is the function defined by f(x) ...
homeomorphism
In mathematics and more specifically in topology, a homeomorphism ( from Greek roots meaning "similar shape", named by Henri Poincaré), also called topological isomorphism, or bicontinuous function, is a bijective and continuous function ...
).
#
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. As an example, the direct sum of two abelian groups A and B is anothe ...
of
and
in the category of topological vector spaces.
#The map
is
bijective
In mathematics, a bijection, bijective function, or one-to-one correspondence is a function between two sets such that each element of the second set (the codomain) is the image of exactly one element of the first set (the domain). Equival ...
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'' (Gerd Dudek, Buschi Niebergall, and Edward Vesala album), 1979
* ''Open'' (Go ...
.
#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-function see Sigma additivity
* Additive category, a preadditive category with fin ...
topological group
In mathematics, topological groups are 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 structures ...
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
In semiotics, linguistics, sociology and anthropology, context refers to those objects or entities which surround a ''focal event'', in these disciplines typically a communicative event, of some kind. Context is "a frame that surrounds the event ...
.
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 2(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
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 p ...
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
An image or picture is a visual representation. An image can be Two-dimensional space, two-dimensional, such as a drawing, painting, or photograph, or Three-dimensional space, three-dimensional, such as a carving or sculpture. Images may be di ...
such that
. That is,
is a
linear
In mathematics, the term ''linear'' is used in two distinct senses for two different properties:
* linearity of a '' function'' (or '' mapping'');
* linearity of a '' polynomial''.
An example of a linear function is the function defined by f(x) ...
projection
Projection or projections may refer to:
Physics
* Projection (physics), the action/process of light, heat, or sound reflecting from a surface to another in a different direction
* The display of images by a projector
Optics, graphics, and carto ...
onto
. (In that case,
, and it is the continuity of
that implies that this is a complement.)
* 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, which cleave the DNA at or near the restriction site. In molecular biology, restriction maps are used a ...
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 or morphism 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 the ...
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
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 vec ...
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
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 ...
and is Hausdorff.
Let
be a TVS-isomorphism; each
is a continuous linear functional. By the
Hahn–Banach theorem
In functional analysis, the Hahn–Banach theorem is a central result that allows the extension of bounded linear functionals defined on a vector subspace of some vector space to the whole space. The theorem also shows that there are sufficient ...
, 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 ...
al vector subspaces of a TVS are closed, but those that are, do have complements.
Hilbert spaces
In a
Hilbert space
In mathematics, a Hilbert space is a real number, real or complex number, complex inner product space that is also a complete metric space with respect to the metric induced by the inner product. It generalizes the notion of Euclidean space. The ...
, 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^\perp of all vectors in V that are orthogonal to every vector in W. I ...
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 (, ) 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 vectors and ...
: every infinite dimensional, non-Hilbert Banach space contains a closed uncomplemented subspace, a deep theorem of
Joram Lindenstrauss and
Lior Tzafriri.
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 ...
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 cl ...
of
, as is its complement.
From the existence of
Hamel bases, every infinite-dimensional 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 such that, for every element of the function's codomain, there exists one element in the function's domain such that . In other words, for a f ...
, 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.
(Note: This claim is an erroneous exercise given by Trèves. Let
and
both be
where
is endowed with the usual topology, but
is endowed with the trivial topology. The identity map
is then a continuous, linear bijection but its inverse is not continuous, since
has a finer topology than
. The kernel
has
as a topological complement, but we have just shown that no continuous right inverse can exist. If
is also open (and thus a TVS homomorphism) then the claimed result holds.)
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 (, ) 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 vectors and ...
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 and are called "equal up to an equivalence relation "
* if and are related by , that is,
* if holds, that is,
* if the equivalence classes of and with respect to are equal.
This figure of speech ...
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