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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 ...
X, 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 ...
M for which there exists some other vector subspace N of X, called its (topological) complement in X, such that X is the direct sum M \oplus N 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 X is a vector space and M and N 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 X then there is a well-defined addition map \begin S :\;&& M \times N &&\;\to \;& X \\ && (m, n) &&\;\mapsto\;& m + n \\ \end The map S 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 X is said to be the algebraic direct sum (or direct sum in the category of vector spaces) M\oplus N when any of the following equivalent conditions are satisfied: #The addition map S : M \times N \to X is a vector space isomorphism. #The addition map is bijective. #M \cap N = \ and M + N = X; in this case N is called an algebraic complement or supplement to M in X and the two subspaces are said to be complementary or supplementary. When these conditions hold, the inverse S^ : X \to M \times N is well-defined and can be written in terms of coordinates asS^ = \left(P_M, P_N\right)\text The first coordinate P_M : X \to M is called the canonical projection of X onto M; likewise the second coordinate is the canonical projection onto N. Equivalently, P_M(x) and P_N(x) are the unique vectors in M and N, respectively, that satisfy x = P_M(x) + P_N(x)\text As maps, P_M + P_N = \operatorname_X, \qquad \ker P_M = N, \qquad \text \qquad \ker P_N = M where \operatorname_X 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 X.


Motivation

Suppose that the vector space X is the algebraic direct sum of M\oplus N. 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, M \oplus N and M \times N are indistinguishable. Given a problem involving elements of X, one can break the elements down into their components in M and N, because the projection maps defined above act as inverses to the natural inclusion of M and N into X. Then one can solve the problem in the vector subspaces and recombine to form an element of X. 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 S to be continuous; its inverse S^ : X \to M \times N may not be. The categorical definition of direct sum, however, requires P_M and P_N to be morphisms — that is, ''continuous'' linear maps. The space X is the topological direct sum of M and N if (and only if) any of the following equivalent conditions hold: #The addition map S : M \times N \to X 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 ...
). #X is the algebraic direct sum of M and N and also any of the following equivalent conditions: #X is the direct sum of M and N in the category of topological vector spaces. #The map S 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, X is the topological direct sum of the subgroups M and N. The topological direct sum is also written X = M \oplus N; 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 X = M \oplus N; the converse is not guaranteed. Even if both M and N are closed in X, S^ may ''still'' fail to be continuous. N is a (topological) complement or supplement to M if it avoids that pathology — that is, if, topologically, X = M \oplus N. (Then M is likewise complementary to N.) Condition 1(d) above implies that any topological complement of M 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 ' ...
X / M. M is called complemented if it has a topological complement N (and uncomplemented if not). The choice of N can matter quite strongly: every complemented vector subspace M has algebraic complements that do not complement M 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 M is complemented in X if and only if any of the following holds: *There exists a continuous linear map P_M : X \to X with image P_M(X) = M such that P \circ P = P; * 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 P_M : X \to X with image P_M(X) = M such that X=M\oplus\ker. * For every TVS Y, the restriction map R : L(X; Y) \to L(M; Y); R(u)=u, _M is surjective. If in addition X is Banach, then an equivalent condition is * M is closed in X, there exists another closed subspace N\subseteq X, and S 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 M \oplus N to X.


Examples

* If Y is a measure space and X\subseteq Y has positive measure, then L^p(X) is complemented in L^p(Y). * c_0, the space of sequences converging to 0, is complemented in c, the space of convergent sequences. * By Lebesgue decomposition, L^1( ,1 is complemented in \mathrm( ,1\cong C( ,1^*.


Sufficient conditions

For any two topological vector spaces X and Y, the subspaces X \times \ and \ \times Y are topological complements in X \times Y. Every algebraic complement of \overline, the closure of 0, is also a topological complement. This is because \overline 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 X=M\oplus N and A:X\to Y is surjective, then Y=AM\oplus AN.


Finite dimension

Suppose X is Hausdorff and locally convex and Y a free topological vector subspace: for some set I, we have Y\cong\mathbb^I (as a t.v.s.). Then Y is a closed and complemented vector subspace of X.Y is closed because \mathbb^I is complete and X is Hausdorff.

Let f = \left(f_i\right)_ : Y \to \mathbb^I be a TVS-isomorphism; each f_i : Y \to \mathbb 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 f_i to a continuous linear functional F_i : X \to \mathbb on X. The joint map F : X \to \mathbb^I is a continuous linear surjection whose restriction to Y is f. The composition P = f^ \circ F : X \to Y is then a continuous continuous projection onto Y.

In particular, any finite-dimensional subspace of X is complemented. In arbitrary topological vector spaces, a finite-dimensional vector subspace Y is topologically complemented if and only if for every non-zero y\in Y, there exists a continuous linear functional on X 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 ...
y from 0. 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 ...
M^ of any closed vector subspace M is always a topological complement of M. 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 X 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 \mathbb. Then the following are equivalent: # X is not normable (that is, any continuous norm does not generate the topology) # X contains a vector subspace TVS-isomorphic to \mathbb^. # X contains a complemented vector subspace TVS-isomorphic to \mathbb^.


Properties; examples of uncomplemented subspaces

A complemented (vector) subspace of a Hausdorff space X is necessarily a closed subset of X, as is its complement. From the existence of Hamel bases, every Banach space contains unclosed linear subspaces.Any sequence \_^\in X^ defines a summation map T:l^1\to X; T(\_j)=\sum_j. But if \_j are (algebraically) linearly independent and \_j has full support, then T(x)\in\overline\setminus\operatorname. Since any complemented subspace is closed, none of those subspaces is complemented. Likewise, if X is a complete TVS and X / M is not complete, then M has no topological complement in X.


Applications

If A : X \to Y 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 A has a topological complement. # There exists a "right inverse": a continuous linear map B : Y \to X such that AB = \mathrm_Y, where \operatorname_Y : Y \to Y is the identity map.


The Method of Decomposition

Topological vector spaces admit the following Cantor-Schröder-Bernstein–type theorem: :Let X and Y be TVSs such that X = X \oplus X and Y = Y \oplus Y. Suppose that Y contains a complemented copy of X and X contains a complemented copy of Y. Then X is TVS-isomorphic to Y. The "self-splitting" assumptions that X = X \oplus X and Y = Y \oplus Y cannot be removed: Tim Gowers showed in 1996 that there exist non-isomorphic Banach spaces X and Y, each complemented in the other.


In classical Banach spaces

Understanding the complemented subspaces of an arbitrary Banach space X 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 L_1 ,1/math>. For some Banach spaces the question is closed. Most famously, if 1 \leq p \leq \infty then the only complemented subspaces of \ell_p are isomorphic to \ell_p, and the same goes for c_0. Such spaces are called (when their only complemented subspaces are isomorphic to themselves). These are not the only prime spaces, however. The spaces L_p ,1/math> are not prime whenever p \in (1, 2) \cup (2, \infty); in fact, they admit uncountably many non-isomorphic complemented subspaces. The spaces L_2 ,1/math> and L_ ,1/math> are isomorphic to \ell_2 and \ell_, respectively, so they are indeed prime. The space L_1 ,1/math> is not prime, because it contains a complemented copy of \ell_1. No other complemented subspaces of L_1 ,1/math> are currently known.


Indecomposable Banach spaces

An infinite-dimensional Banach space is called indecomposable whenever its only complemented subspaces are either finite-dimensional or -codimensional. Because a finite- codimensional subspace of a Banach space X is always isomorphic to X, indecomposable Banach spaces are prime. The most well-known example of indecomposable spaces are in fact indecomposable, which means every infinite-dimensional subspace is also indecomposable.


See also

* * *


Proofs


References


Bibliography

* * * * * * * * {{Functional analysis Functional analysis