In
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 ...
, a Schauder basis or countable basis is similar to the usual (
Hamel)
basis of a
vector space
In mathematics and physics, a vector space (also called a linear space) is a set (mathematics), set whose elements, often called vector (mathematics and physics), ''vectors'', can be added together and multiplied ("scaled") by numbers called sc ...
; the difference is that Hamel bases use
linear combination
In mathematics, a linear combination or superposition is an Expression (mathematics), expression constructed from a Set (mathematics), set of terms by multiplying each term by a constant and adding the results (e.g. a linear combination of ''x'' a ...
s that are finite sums, while for Schauder bases they may be infinite sums. This makes Schauder bases more suitable for the analysis of infinite-dimensional
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 ...
s including
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.
Schauder bases were described by
Juliusz Schauder in 1927,
although such bases were discussed earlier. For example, the
Haar basis was given in 1909, and
Georg Faber
Georg Faber (5 April 1877 – 7 March 1966) was a German mathematician
A mathematician is someone who uses an extensive knowledge of mathematics in their work, typically to solve mathematical problems. Mathematicians are concerned with numb ...
discussed in 1910 a basis for
continuous function
In mathematics, a continuous function is a function such that a small variation of the argument induces a small variation of the value of the function. This implies there are no abrupt changes in value, known as '' discontinuities''. More preci ...
s on an
interval, sometimes called a Faber–Schauder system.
[Faber, Georg (1910), "Über die Orthogonalfunktionen des Herrn Haar", ''Deutsche Math.-Ver'' (in German) 19: 104–112. ;
http://www-gdz.sub.uni-goettingen.de/cgi-bin/digbib.cgi?PPN37721857X ; http://resolver.sub.uni-goettingen.de/purl?GDZPPN002122553]
Definitions
Let ''V'' denote 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 ...
over the
field ''F''. A Schauder basis is a
sequence
In mathematics, a sequence is an enumerated collection of objects in which repetitions are allowed and order matters. Like a set, it contains members (also called ''elements'', or ''terms''). The number of elements (possibly infinite) is cal ...
of elements of ''V'' such that for every element there exists a ''unique'' sequence of scalars in ''F'' so that
The convergence of the infinite sum is implicitly that of the ambient topology, ''i.e.'',
but can be reduced to only
weak convergence in a
normed vector space
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 ...
(such as 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 ...
). Unlike a
Hamel basis
In mathematics, a set of elements of a vector space is called a basis (: bases) if every element of can be written in a unique way as a finite linear combination of elements of . The coefficients of this linear combination are referred to as ...
, the elements of the basis must be ordered, since the series may not converge
unconditionally
"Unconditionally" is a song by American singer Katy Perry. It was released as the second single from her fourth studio album '' Prism'' (2013) on October 16, 2013, two days before the album was released. Inspiration for the song came primarily fr ...
.
Note that some authors define Schauder bases to be countable (as above), while others use the term to include uncountable bases. In either case, the sums themselves always are countable. An uncountable Schauder basis is a
linearly ordered set
In mathematics, a total order or linear order is a partial order in which any two elements are comparable. That is, a total order is a binary relation \leq on some Set (mathematics), set X, which satisfies the following for all a, b and c in X ...
rather than a sequence, and each sum inherits the order of its terms from this linear ordering. They can and do arise in practice. As an example, a
separable 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 ...
can only have a countable Schauder basis, but a non-separable Hilbert space may have an uncountable one.
Though the definition above technically does not require a normed space, a norm is necessary to say almost anything useful about Schauder bases. The results below assume the existence of a norm.
A Schauder basis is said to be normalized when all the basis vectors have norm 1 in the Banach space ''V''.
A sequence in ''V'' is a basic sequence if it is a Schauder basis of its
closed linear span.
Two Schauder bases, in ''V'' and in ''W'', are said to be equivalent if there exist two constants and ''C'' such that for every
natural number
In mathematics, the natural numbers are the numbers 0, 1, 2, 3, and so on, possibly excluding 0. Some start counting with 0, defining the natural numbers as the non-negative integers , while others start with 1, defining them as the positive in ...
and all sequences of scalars,
:
A family of vectors in ''V'' is total if its
linear span
In mathematics, the linear span (also called the linear hull or just span) of a set S of elements of a vector space V is the smallest linear subspace of V that contains S. It is the set of all finite linear combinations of the elements of , and ...
(the
set
Set, The Set, SET or SETS may refer to:
Science, technology, and mathematics Mathematics
*Set (mathematics), a collection of elements
*Category of sets, the category whose objects and morphisms are sets and total functions, respectively
Electro ...
of finite linear combinations) is
dense
Density (volumetric mass density or specific mass) is the ratio of a substance's mass to its volume. The symbol most often used for density is ''ρ'' (the lower case Greek letter rho), although the Latin letter ''D'' (or ''d'') can also be use ...
in ''V''. If ''V'' is 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 ...
, an
orthogonal basis
In mathematics, particularly linear algebra, an orthogonal basis for an inner product space V is a basis for V whose vectors are mutually orthogonal. If the vectors of an orthogonal basis are normalized, the resulting basis is an ''orthonormal b ...
is a ''total''
subset
In mathematics, a Set (mathematics), set ''A'' is a subset of a set ''B'' if all Element (mathematics), elements of ''A'' are also elements of ''B''; ''B'' is then a superset of ''A''. It is possible for ''A'' and ''B'' to be equal; if they a ...
''B'' of ''V'' such that elements in ''B'' are nonzero and pairwise orthogonal. Further, when each element in ''B'' has norm 1, then ''B'' is an
orthonormal basis
In mathematics, particularly linear algebra, an orthonormal basis for an inner product space V with finite Dimension (linear algebra), dimension is a Basis (linear algebra), basis for V whose vectors are orthonormal, that is, they are all unit vec ...
of ''V''.
Properties
Let be a Schauder basis of a Banach space ''V'' over F = R or C. It is a subtle consequence of the
open mapping theorem that the linear mappings defined by
:
are uniformly bounded by some constant ''C''. When , the basis is called a monotone basis. The maps are the
basis projections.
Let denote the coordinate functionals, where ''b*
n'' assigns to every vector ''v'' in ''V'' the coordinate α
''n'' of ''v'' in the above expansion. Each ''b*
n'' is a bounded linear functional on ''V''. Indeed, for every vector ''v'' in ''V'',
:
These functionals are called biorthogonal functionals associated to the basis . When the basis is normalized, the coordinate functionals have norm ≤ 2''C'' in the
continuous dual
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 const ...
of ''V''.
Since every vector ''v'' in a Banach space ''V'' with a Schauder basis is the limit of ''P
n''(''v''), with ''P
n'' of finite rank and uniformly bounded, such a space ''V'' satisfies the
bounded approximation property.
A Banach space with a Schauder basis is necessarily
separable, but the converse is false. The basis problem is the question asked by Banach, whether every separable Banach space has a Schauder basis. This was negatively answered by
Per Enflo who constructed a separable Banach space failing the approximation property, thus a space without a Schauder basis.
A theorem attributed to
Mazur asserts that every infinite-dimensional Banach space ''V'' contains a basic sequence, ''i.e.'', there is an infinite-dimensional subspace of ''V'' that has a Schauder basis.
Examples
The standard
unit vector
In mathematics, a unit vector in a normed vector space is a Vector (mathematics and physics), vector (often a vector (geometry), spatial vector) of Norm (mathematics), length 1. A unit vector is often denoted by a lowercase letter with a circumfle ...
bases of
''c''0, and of
ℓ''p'' for 1 ≤ ''p'' < ∞, are monotone Schauder bases. In this unit vector basis , the vector ''b
n'' in or in is the scalar sequence where all coordinates ''b
n, j'' are 0, except the ''n''th coordinate:
:
where δ
''n, j'' is the
Kronecker delta
In mathematics, the Kronecker delta (named after Leopold Kronecker) is a function of two variables, usually just non-negative integers. The function is 1 if the variables are equal, and 0 otherwise:
\delta_ = \begin
0 &\text i \neq j, \\
1 &\ ...
. The space ℓ
∞ is not separable, and therefore has no Schauder basis.
Every
orthonormal basis
In mathematics, particularly linear algebra, an orthonormal basis for an inner product space V with finite Dimension (linear algebra), dimension is a Basis (linear algebra), basis for V whose vectors are orthonormal, that is, they are all unit vec ...
in a separable
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 ...
is a Schauder basis. Every countable orthonormal basis is equivalent to the standard unit vector basis in ℓ
2.
The
Haar system is an example of a basis for
''L''''p''( ">, 1, when 1 ≤ ''p'' < ∞.
When , another example is the trigonometric system defined below. The Banach space ''C''(
, 1 of continuous functions on the interval
, 1 with the
supremum norm
In mathematical analysis, the uniform norm (or ) assigns, to real- or complex-valued bounded functions defined on a set , the non-negative number
:\, f\, _\infty = \, f\, _ = \sup\left\.
This norm is also called the , the , the , or, when t ...
, admits a Schauder basis. The
Faber–Schauder system is the most commonly used Schauder basis for ''C''(
, 1.
Several bases for classical spaces were discovered before Banach's book appeared (), but some other cases remained open for a long time. For example, the question of whether the
disk algebra ''A''(''D'') has a Schauder basis remained open for more than forty years, until Bočkarev showed in 1974 that a basis constructed from the
Franklin system exists in ''A''(''D''). One can also prove that the periodic Franklin system is a basis for a Banach space ''A''
''r'' isomorphic to ''A''(''D'').
This space ''A''
''r'' consists of all complex continuous functions on the unit circle T whose
conjugate function is also continuous. The Franklin system is another Schauder basis for ''C''(
, 1,
and it is a Schauder basis in ''L''
''p''(
, 1 when .
Systems derived from the Franklin system give bases in the space ''C''
1(
, 1sup>2) of
differentiable
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 ...
functions on the
unit square
In mathematics, a unit square is a square whose sides have length . Often, ''the'' unit square refers specifically to the square in the Cartesian plane with corners at the four points ), , , and .
Cartesian coordinates
In a Cartesian coordinat ...
. The existence of a Schauder basis in ''C''
1(
, 1sup>2) was a question from Banach's book.
Relation to Fourier series
Let be, in the real case, the sequence of functions
:
or, in the complex case,
:
The sequence is called the trigonometric system. It is a Schauder basis for the space
''L''''p''( ">, 2''π'' for any ''p'' such that . For ''p'' = 2, this is the content of the
Riesz–Fischer theorem, and for ''p'' ≠ 2, it is a consequence of the boundedness on the space ''L''
''p''(
, 2''π'' of the
Hilbert transform on the circle. It follows from this boundedness that the projections ''P''
''N'' defined by
:
are uniformly bounded on ''L''
''p''(
, 2''π'' when . This family of maps is
equicontinuous and tends to the identity on the dense subset consisting of
trigonometric polynomial
In the mathematical subfields of numerical analysis and mathematical analysis, a trigonometric polynomial is a finite linear combination of functions sin(''nx'') and cos(''nx'') with ''n'' taking on the values of one or more natural numbers. The c ...
s. It follows that ''P''
''N''''f'' tends to ''f'' in ''L''
''p''-norm for every . In other words, is a Schauder basis of ''L''
''p''(
, 2''π''.
However, the set is not a Schauder basis for ''L''
1(
, 2''π''. This means that there are functions in ''L''
1 whose Fourier series does not converge in the ''L''
1 norm, or equivalently, that the projections ''P''
''N'' are not uniformly bounded in ''L''
1-norm. Also, the set is not a Schauder basis for ''C''(
, 2''π''.
Bases for spaces of operators
The space ''K''(ℓ
2) of
compact operator
In functional analysis, a branch of mathematics, a compact operator is a linear operator T: X \to Y, where X,Y are normed vector spaces, with the property that T maps bounded subsets of X to relatively compact subsets of Y (subsets with compact ...
s on the Hilbert space ℓ
2 has a Schauder basis. For every ''x'', ''y'' in ℓ
2, let denote the
rank one operator . If is the standard orthonormal basis of ℓ
2, a basis for ''K''(ℓ
2) is given by the sequence
[see Proposition 4.25, p. 88 in .]
:
For every ''n'', the sequence consisting of the ''n''
2 first vectors in this basis is a suitable ordering of the family , for .
The preceding result can be generalized: a Banach space ''X'' with a basis has the
approximation property, so the space ''K''(''X'') of compact operators on ''X'' is isometrically isomorphic to the
injective tensor product
:
If ''X'' is a Banach space with a Schauder basis such that the biorthogonal functionals are a basis of the dual, that is to say, a Banach space with a
shrinking basis, then the space ''K''(''X'') admits a basis formed by the rank one operators , with the same ordering as before.
This applies in particular to every
reflexive Banach space ''X'' with a Schauder basis.
On the other hand, the space ''B''(ℓ
2) has no basis, since it is non-separable. Moreover, ''B''(ℓ
2) does not have the approximation property.
Unconditionality
A Schauder basis is unconditional if whenever the series
converges, it converges
unconditionally
"Unconditionally" is a song by American singer Katy Perry. It was released as the second single from her fourth studio album '' Prism'' (2013) on October 16, 2013, two days before the album was released. Inspiration for the song came primarily fr ...
. For a Schauder basis , this is equivalent to the existence of a constant ''C'' such that
:
for all natural numbers ''n'', all scalar coefficients and all signs .
Unconditionality is an important property since it allows one to forget about the order of summation. A Schauder basis is symmetric if it is unconditional and uniformly equivalent to all its
permutation
In mathematics, a permutation of a set can mean one of two different things:
* an arrangement of its members in a sequence or linear order, or
* the act or process of changing the linear order of an ordered set.
An example of the first mean ...
s: there exists a constant ''C'' such that for every natural number ''n'', every permutation π of the set , all scalar coefficients and all signs ,
:
The standard bases of the
sequence space
In functional analysis and related areas of mathematics, a sequence space is a vector space whose elements are infinite sequences of real or complex numbers. Equivalently, it is a function space whose elements are functions from the natural num ...
s ''c''
0 and ℓ
''p'' for 1 ≤ ''p'' < ∞, as well as every orthonormal basis in a Hilbert space, are unconditional. These bases are also symmetric.
The trigonometric system is not an unconditional basis in ''L
p'', except for ''p'' = 2.
The Haar system is an unconditional basis in ''L
p'' for any 1 < ''p'' < ∞. The space ''L''
1(
, 1 has no unconditional basis.
A natural question is whether every infinite-dimensional Banach space has an infinite-dimensional subspace with an unconditional basis. This was solved negatively by
Timothy Gowers
Sir William Timothy Gowers, (; born 20 November 1963) is a British mathematician. He is the holder of the Combinatorics chair at the Collège de France, a director of research at the University of Cambridge and a Fellow of Trinity College, Camb ...
and
Bernard Maurey
Bernard Maurey (born 1948) is a French mathematician who deals with functional analysis and especially the theory of Banach spaces.
He received in 1973 his Ph.D. from the University Paris VII (Denis Diderot) under Laurent Schwartz with thesis '' ...
in 1992.
Schauder bases and duality
A basis
''n''≥0 of a Banach space ''X'' is boundedly complete if for every sequence
''n''≥0 of scalars such that the partial sums
:
are bounded in ''X'', the sequence converges in ''X''. The unit vector basis for ℓ
''p'', , is boundedly complete. However, the unit vector basis is not boundedly complete in ''c''
0. Indeed, if ''a
n'' = 1 for every ''n'', then
:
for every ''n'', but the sequence is not convergent in ''c''
0, since , , ''V''
''n''+1 − ''V''
''n'', , = 1 for every ''n''.
A space ''X'' with a boundedly complete basis
''n''≥0 is
isomorphic
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 ...
to a dual space, namely, the space ''X'' is isomorphic to the dual of the closed linear span in the dual of the biorthogonal functionals associated to the basis .
A basis
''n''≥0 of ''X'' is shrinking if for every bounded linear functional ''f'' on ''X'', the sequence of non-negative numbers
:
tends to 0 when , where ''F
n'' is the linear span of the basis vectors ''e
m'' for ''m'' ≥ ''n''. The unit vector basis for ℓ
''p'', 1 < ''p'' < ∞, or for ''c''
0, is shrinking. It is not shrinking in ℓ
1: if ''f'' is the bounded linear functional on ℓ
1 given by
:
then for every ''n''.
A basis of ''X'' is shrinking if and only if the biorthogonal functionals form a basis of the dual .
Robert C. James characterized reflexivity in Banach spaces with basis: the space ''X'' with a Schauder basis is reflexive if and only if the basis is both shrinking and boundedly complete.
James also proved that a space with an unconditional basis is non-reflexive if and only if it contains a subspace isomorphic to ''c''
0 or ℓ
1.
Related concepts
A
Hamel basis
In mathematics, a set of elements of a vector space is called a basis (: bases) if every element of can be written in a unique way as a finite linear combination of elements of . The coefficients of this linear combination are referred to as ...
is a subset ''B'' of a vector space ''V'' such that every element v ∈ V can uniquely be written as
:
with ''α''
''b'' ∈ ''F'', with the extra condition that the set
:
is finite. This property makes the Hamel basis unwieldy for infinite-dimensional Banach spaces; as a Hamel basis for an infinite-dimensional Banach space has to be
uncountable
In mathematics, an uncountable set, informally, 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 number is larger tha ...
. (Every finite-dimensional subspace of an infinite-dimensional Banach space ''X'' has empty
interior, and is
nowhere dense in ''X''. It then follows from the
Baire category theorem
The Baire category theorem (BCT) is an important result in general topology and functional analysis. The theorem has two forms, each of which gives sufficient conditions for a topological space to be a Baire space (a topological space such that th ...
that a countable union of bases of these finite-dimensional subspaces cannot serve as a basis.
[Carothers, N. L. (2005), ''A short course on Banach space theory'', Cambridge University Press ])
See also
*
Markushevich basis
*
Generalized Fourier series
A generalized Fourier series is the expansion of a square integrable function into a sum of square integrable orthogonal basis functions. The standard Fourier series uses an orthonormal basis of trigonometric functions, and the series expansion ...
*
Orthogonal polynomials
In mathematics, an orthogonal polynomial sequence is a family of polynomials such that any two different polynomials in the sequence are orthogonal
In mathematics, orthogonality (mathematics), orthogonality is the generalization of the geom ...
*
Haar wavelet
In mathematics, the Haar wavelet is a sequence of rescaled "square-shaped" functions which together form a wavelet family or basis. Wavelet analysis is similar to Fourier analysis in that it allows a target function over an interval to be repr ...
*
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 ...
Notes
References
* .
*
*
*
*
*
* .
* .
*
.
* .
*Franklin system. B.I. Golubov (originator), Encyclopedia of Mathematics. URL: http://www.encyclopediaofmath.org/index.php?title=Franklin_system&oldid=16655
Further reading
*
{{DEFAULTSORT:Schauder Basis
Banach spaces