Measure Theory In Topological Vector Spaces
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In mathematics, measure theory in topological vector spaces refers to the extension of
measure theory In mathematics, the concept of a measure is a generalization and formalization of geometrical measures (length, area, volume) and other common notions, such as magnitude (mathematics), magnitude, mass, and probability of events. These seemingl ...
to
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 ...
. Such spaces are often infinite-dimensional, but many results of classical measure theory are formulated for finite-dimensional spaces and cannot be directly transferred. This is already evident in the case of the
Lebesgue measure In measure theory, a branch of mathematics, the Lebesgue measure, named after French mathematician Henri Lebesgue, is the standard way of assigning a measure to subsets of higher dimensional Euclidean '-spaces. For lower dimensions or , it c ...
, which does not exist in general infinite-dimensional spaces. The article considers only topological vector spaces, which also possess the Hausdorff property. Vector spaces without topology are mathematically not that interesting because concepts such as convergence and continuity are not defined there.


σ-Algebras

Let (X,\mathcal) be a topological vector space, X^* the
algebraic 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 ...
and X' the
topological 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 ...
. In topological vector spaces there exist three prominent
σ-algebra In mathematical analysis and in probability theory, a σ-algebra ("sigma algebra") is part of the formalism for defining sets that can be measured. In calculus and analysis, for example, σ-algebras are used to define the concept of sets with a ...
s: * the
Borel σ-algebra In mathematics, a Borel set is any subset of a topological space that can be formed from its open sets (or, equivalently, from closed sets) through the operations of countable union (set theory), union, countable intersection (set theory), intersec ...
\mathcal(X): is generated by the open sets of \mathcal. * the
cylindrical σ-algebra In mathematics — specifically, in measure theory and functional analysis — the cylindrical σ-algebra or product σ-algebra is a type of σ-algebra which is often used when studying product measures or probability measures of random vari ...
\mathcal(X, X'): is generated by the dual space X'. * the Baire σ-algebra \mathcal_0(X): is generated by all continuous functions C(X,\mathbb). The Baire σ-algebra is also notated \mathcal(X). The following relationship holds: :\mathcal(X,X')\subseteq \mathcal_0(X)\subseteq \mathcal(X) where \mathcal(X,X')\subseteq \mathcal_0(X) is obvious.


Cylindrical σ-algebra

Let X and Y be two vector spaces in duality. A set of the form :C_:=\ for B\in\mathcal(\mathbb^n) and f_1,\dots,f_n\in Y is called a cylinder set and if B is open, then it's an open cylinder set. The set of all cylinders is \mathfrak_ and :\mathcal(X,Y)=\sigma\left(\mathcal(X,Y)\right)=\sigma\left(\bigotimes_ \mathfrak_\right) is called the cylindrical σ-algebra. The sets of cylinders and the set of open cylinders generate the same cylindrical σ-algebra. For the weak topology T_s:=T_s(X,X') the cylindrical σ-algebra \mathcal(X,X') is the Baire σ-algebra of (X,T_s). One uses the cylindrical σ-algebra because the Borel σ-algebra can lead to measurability problems in infinite-dimensional space. In connection with integrals of continuous functions it is difficult or even impossible to extend them to arbitrary borel sets. For non-separable spaces it can happen that the vector addition is no longer measurable to the product algebra of borel σ-algebras.


Measures

One way to construct a measure on an infinite-dimensional space is to first define the measure on finite-dimensional spaces and then extend it to infinite-dimensional spaces as a
projective system In mathematics, the inverse limit (also called the projective limit) is a construction that allows one to "glue together" several related objects, the precise gluing process being specified by morphisms between the objects. Thus, inverse limits ca ...
. This leads to the notion of
cylindrical measure In mathematics, cylinder set measure (or promeasure, or premeasure, or quasi-measure, or CSM) is a kind of prototype for a measure on an infinite-dimensional vector space. An example is the Gaussian cylinder set measure on Hilbert space. Cylinder ...
, which according to Israel Moiseevich Gelfand and Naum Yakovlevich Vilenkin, originates from Andrei Nikolayevich Kolmogorov.


Cylindrical Measures

Let (X, \mathcal) be a topological vector space over \mathbb and X^* its
algebraic 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 ...
. Furthermore, let F be a vector space of
linear functionals In mathematics, a linear form (also known as a linear functional, a one-form, or a covector) is a linear mapIn some texts the roles are reversed and vectors are defined as linear maps from covectors to scalars from a vector space to its field (mat ...
on X, that is F \subseteq X^*. A set function :\nu: \mathcal(X, F) \to \mathbb+ is called a cylindrical measure if, for every finite subset G := \ \subseteq F with n \in \mathbb, the restriction :\nu: \mathcal(X, G) \to \mathbb+ is a σ-additive function, i.e. \nu is a measure. Let \Gamma \subset X^*. A cylindrical measure \mu on X is said to have weak order p (or to be of weak type p) if the p-th weak moment exists, that is, :\int_E , \langle f, x \rangle, ^p, d\mu(f) < \infty for all f \in \Gamma.


Radon measure

Every Radon measure induces a cylindrical measure but the converse is not true. Let E and G be two locally convex space, then an operator T:E\to G is called a (q,p)-radonifying operator, if for a cylindrical measure \mu of order q on E the image measure T^*\mu is a Radon measure of order p on G.


Some results

There are many results on when a cylindrical measure can be extended to a Radon measure, such as
Minlos theorem In the mathematics of topological vector spaces, Minlos's theorem states that a cylindrical measure on the dual of a nuclear space is a Radon measure if its Fourier transform In mathematics, the Fourier transform (FT) is an integral transform ...
and Sazonov theorem. Let A be a
balanced In telecommunications and professional audio, a balanced line or balanced signal pair is an electrical circuit consisting of two conductors of the same type, both of which have equal impedances along their lengths, to ground, and to other c ...
,
convex Convex or convexity may refer to: Science and technology * Convex lens, in optics Mathematics * Convex set, containing the whole line segment that joins points ** Convex polygon, a polygon which encloses a convex set of points ** Convex polytop ...
, bounded and closed subset of a
locally convex 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 vec ...
E, then E_A denoted the subspace of E which is generated by A. A balanced, convex, bounded subset A of a locally convex Hausdorff space E is called a Hilbert set if the
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 ...
E_A has 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 ...
structure, i.e. the norm \, \cdot\, _ of E_A can be deduced from a
scalar product In mathematics, the dot product or scalar productThe term ''scalar product'' means literally "product with a scalar as a result". It is also used for other symmetric bilinear forms, for example in a pseudo-Euclidean space. Not to be confused wit ...
and E_A is complete.


A theorem by Sazonov-Badrikian

Let E be a
quasi-complete In functional analysis, a topological vector space (TVS) is said to be quasi-complete or boundedly complete if every closed and bounded subset is complete. This concept is of considerable importance for non- metrizable TVSs. Properties * Eve ...
locally convex Hausdorff space and E'_c be its dual equipped with the topology of
uniform convergence In the mathematical field of analysis, uniform convergence is a mode of convergence of functions stronger than pointwise convergence. A sequence of functions (f_n) converges uniformly to a limiting function f on a set E as the function domain i ...
on
compact Compact as used in politics may refer broadly to a pact or treaty; in more specific cases it may refer to: * Interstate compact, a type of agreement used by U.S. states * Blood compact, an ancient ritual of the Philippines * Compact government, a t ...
subsets in E . Assume that every subset of E is contained in a balanced, convex, compact Hilbert set. A function of positive type f on E'_c is the
Fourier transform In mathematics, the Fourier transform (FT) is an integral transform that takes a function as input then outputs another function that describes the extent to which various frequencies are present in the original function. The output of the tr ...
of a Radon measure on E if and only if the function is continuous for the Hilbert-Schmidt topology associated with the topology of E'_c.


Minlos–Sasonov theorem

A slight variant of the theorem is the Minlos–Sazonov theorem which states that a cylindrical measure is σ-additive and Radon if it's
Fourier transform In mathematics, the Fourier transform (FT) is an integral transform that takes a function as input then outputs another function that describes the extent to which various frequencies are present in the original function. The output of the tr ...
is continuous in zero in the Sazonov topology.


Bibliography

A valid standard reference is still the book published by
Laurent Schwartz Laurent-Moïse Schwartz (; 5 March 1915 – 4 July 2002) was a French mathematician. He pioneered the theory of Distribution (mathematics), distributions, which gives a well-defined meaning to objects such as the Dirac delta function. He was awar ...
in
1973 Events January * January 1 – The United Kingdom, the Republic of Ireland and Denmark 1973 enlargement of the European Communities, enter the European Economic Community, which later becomes the European Union. * January 14 - The 16-0 19 ...
. * *{{cite book , last=Smolyanov , first=Oleg , author2=Vladimir I. Bogachev , title=Topological Vector Spaces and Their Applications , publisher=Springer International Publishing , year=2017 , location=Germany


References

Measure theory Functional analysis