Uniform boundedness principle
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In mathematics, the uniform boundedness principle or Banach–Steinhaus theorem is one of the fundamental results in
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 ...
. Together with 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 ...
and the open mapping theorem, it is considered one of the cornerstones of the field. In its basic form, it asserts that for a family of
continuous linear operator In functional analysis and related areas of mathematics, a continuous linear operator or continuous linear mapping is a continuous linear transformation between topological vector spaces. An operator between two normed spaces is a bounded linear op ...
s (and thus
bounded operator In functional analysis and operator theory, a bounded linear operator is a linear transformation L : X \to Y between topological vector spaces (TVSs) X and Y that maps bounded subsets of X to bounded subsets of Y. If X and Y are normed vector ...
s) whose domain is a Banach space, pointwise boundedness is equivalent to uniform boundedness in
operator norm In mathematics, the operator norm measures the "size" of certain linear operators by assigning each a real number called its . Formally, it is a norm defined on the space of bounded linear operators between two given normed vector spaces. Introd ...
. The theorem was first published in 1927 by
Stefan Banach Stefan Banach ( ; 30 March 1892 – 31 August 1945) was a Polish mathematician who is generally considered one of the 20th century's most important and influential mathematicians. He was the founder of modern functional analysis, and an origina ...
and
Hugo Steinhaus Hugo Dyonizy Steinhaus ( ; ; January 14, 1887 – February 25, 1972) was a Polish mathematician and educator. Steinhaus obtained his PhD under David Hilbert at Göttingen University in 1911 and later became a professor at the Jan Kazimierz Un ...
, but it was also proven independently by Hans Hahn.


Theorem

The completeness of X enables the following short proof, using the Baire category theorem. There are also simple proofs not using the Baire theorem .


Corollaries

The above corollary does claim that T_n converges to T in operator norm, that is, uniformly on bounded sets. However, since \left\ is bounded in operator norm, and the limit operator T is continuous, a standard "3\varepsilon" estimate shows that T_n converges to T uniformly on sets. Indeed, the elements of S define a pointwise bounded family of continuous linear forms on the Banach space X := Y', which is the
continuous dual space 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 Y. By the uniform boundedness principle, the norms of elements of S, as functionals on X, that is, norms in the second dual Y'', are bounded. But for every s \in S, the norm in the second dual coincides with the norm in Y, by a consequence of 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 ...
. Let L(X, Y) denote the continuous operators from X to Y, endowed with the
operator norm In mathematics, the operator norm measures the "size" of certain linear operators by assigning each a real number called its . Formally, it is a norm defined on the space of bounded linear operators between two given normed vector spaces. Introd ...
. If the collection F is unbounded in L(X, Y), then the uniform boundedness principle implies: R = \left \ \neq \varnothing. In fact, R is dense in X. The complement of R in X is the countable union of closed sets \bigcup X_n. By the argument used in proving the theorem, each X_n is
nowhere dense In mathematics, a subset of a topological space is called nowhere dense or rare if its closure has empty interior. In a very loose sense, it is a set whose elements are not tightly clustered (as defined by the topology on the space) anywhere. ...
, i.e. the subset \bigcup X_n is . Therefore R is the complement of a subset of first category in a Baire space. By definition of a Baire space, such sets (called or ) are dense. Such reasoning leads to the , which can be formulated as follows:


Example: pointwise convergence of Fourier series

Let \mathbb be the
circle A circle is a shape consisting of all points in a plane that are at a given distance from a given point, the centre. Equivalently, it is the curve traced out by a point that moves in a plane so that its distance from a given point is con ...
, and let C(\mathbb) be the Banach space of continuous functions on \mathbb, with the
uniform 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 th ...
. Using the uniform boundedness principle, one can show that there exists an element in C(\mathbb) for which the Fourier series does not converge pointwise. For f \in C(\mathbb), its Fourier series is defined by \sum_ \hat(k) e^ = \sum_ \frac \left (\int_0 ^ f(t) e^ dt \right) e^, and the ''N''-th symmetric partial sum is S_N(f)(x) = \sum_^N \hat(k) e^ = \frac \int_0^ f(t) D_N(x - t) \, dt, where D_N is the N-th
Dirichlet kernel In mathematical analysis, the Dirichlet kernel, named after the German mathematician Peter Gustav Lejeune Dirichlet, is the collection of periodic functions defined as D_n(x)= \sum_^n e^ = \left(1+2\sum_^n\cos(kx)\right)=\frac, where is any nonneg ...
. Fix x \in \mathbb and consider the convergence of \left\. The functional \varphi_ : C(\mathbb) \to \Complex defined by \varphi_(f) = S_N(f)(x), \qquad f \in C(\mathbb), is bounded. The norm of \varphi_, in the dual of C(\mathbb), is the norm of the signed measure (2(2 \pi)^ D_N(x - t) d t, namely \left\, \varphi_\right\, = \frac \int_0^ \left, D_N(x-t)\ \, dt = \frac \int_0^ \left, D_N(s)\ \, ds = \left\, D_N\right\, _. It can be verified that \frac \int_0 ^ , D_N(t), \, dt \geq \frac\int_0^ \frac \, dt \to \infty. So the collection \left(\varphi_\right) is unbounded in C(\mathbb)^, the dual of C(\mathbb). Therefore, by the uniform boundedness principle, for any x \in \mathbb, the set of continuous functions whose Fourier series diverges at x is dense in C(\mathbb). More can be concluded by applying the principle of condensation of singularities. Let \left(x_m\right) be a dense sequence in \mathbb. Define \varphi_ in the similar way as above. The principle of condensation of singularities then says that the set of continuous functions whose Fourier series diverges at each x_m is dense in C(\mathbb) (however, the Fourier series of a continuous function f converges to f(x) for almost every x \in \mathbb, by
Carleson's theorem Carleson's theorem is a fundamental result in mathematical analysis establishing the pointwise ( Lebesgue) almost everywhere convergence of Fourier series of functions, proved by . The name is also often used to refer to the extension of the re ...
).


Generalizations

In 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 ...
(TVS) X, "bounded subset" refers specifically to the notion of a von Neumann bounded subset. If X happens to also be a normed or seminormed space, say with (semi)norm \, \cdot\, , then a subset B is (von Neumann) bounded if and only if it is , which by definition means \sup_ \, b\, < \infty.


Barrelled spaces

Attempts to find classes of
locally convex topological vector space 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 ...
s on which the uniform boundedness principle holds eventually led to
barrelled space In functional analysis and related areas of mathematics, a barrelled space (also written barreled space) is a topological vector space (TVS) for which every barrelled set in the space is a neighbourhood for the zero vector. A barrelled set or a ...
s. That is, the least restrictive setting for the uniform boundedness principle is a barrelled space, where the following generalized version of the theorem holds :


Uniform boundedness in topological vector spaces

A
family Family (from la, familia) is a group of people related either by consanguinity (by recognized birth) or affinity (by marriage or other relationship). The purpose of the family is to maintain the well-being of its members and of society. Idea ...
\mathcal of subsets 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 ...
Y is said to be in Y, if there exists some bounded subset D of Y such that B \subseteq D \quad \text B \in \mathcal, which happens if and only if \bigcup_ B is a bounded subset of Y; if Y is a normed space then this happens if and only if there exists some real M \geq 0 such that \sup_ \, b\, \leq M. In particular, if H is a family of maps from X to Y and if C \subseteq X then the family \ is uniformly bounded in Y if and only if there exists some bounded subset D of Y such that h(C) \subseteq D \text h \in H, which happens if and only if H(C) := \bigcup_ h(C) is a bounded subset of Y.


Generalizations involving nonmeager subsets

Although the notion of a nonmeager set is used in the following version of the uniform bounded principle, the domain X is assumed to be a
Baire space In mathematics, a topological space X is said to be a Baire space if countable unions of closed sets with empty interior also have empty interior. According to the Baire category theorem, compact Hausdorff spaces and complete metric spaces are e ...
. Every proper vector subspace of a TVS X has an empty interior in X. So in particular, every proper vector subspace that is closed is nowhere dense in X and thus of the first category (meager) in X (and the same is thus also true of all its subsets). Consequently, any vector subspace of a TVS X that is of the second category (nonmeager) in X must be a
dense subset In topology and related areas of mathematics, a subset ''A'' of a topological space ''X'' is said to be dense in ''X'' if every point of ''X'' either belongs to ''A'' or else is arbitrarily "close" to a member of ''A'' — for instance, the ra ...
of X (since otherwise its closure in X would a closed proper vector subspace of X and thus of the first category).


Sequences of continuous linear maps

The following theorem establishes conditions for the pointwise limit of a sequence of continuous linear maps to be itself continuous. If in addition the domain is a Banach space and the codomain is a normed space then \, h\, \leq \liminf_ \left\, h_n\right\, < \infty.


Complete metrizable domain

proves a weaker form of this theorem with
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 ...
s rather than the usual Banach spaces.


See also

* *


Notes


Citations


Bibliography

* . * * * . * * * * . * * * * . * . * * {{Boundedness and bornology Articles containing proofs Functional analysis Mathematical principles Theorems in functional analysis