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In mathematics, the Paley–Wiener integral is a simple stochastic integral. When applied to
classical Wiener space In mathematics, classical Wiener space is the collection of all continuous functions on a given domain (usually a subinterval of the real line), taking values in a metric space (usually ''n''-dimensional Euclidean space). Classical Wiener space ...
, it is less general than the Itō integral, but the two agree when they are both defined. The integral is named after its discoverers,
Raymond Paley Raymond Edward Alan Christopher Paley (7 January 1907 – 7 April 1933) was an English mathematician who made significant contributions to mathematical analysis before dying young in a skiing accident. Life Paley was born in Bournemouth, Eng ...
and
Norbert Wiener Norbert Wiener (November 26, 1894 – March 18, 1964) was an American mathematician and philosopher. He was a professor of mathematics at the Massachusetts Institute of Technology (MIT). A child prodigy, Wiener later became an early researcher ...
.


Definition

Let i : H \to E be an
abstract Wiener space The concept of an abstract Wiener space is a mathematical construction developed by Leonard Gross to understand the structure of Gaussian measures on infinite-dimensional spaces. The construction emphasizes the fundamental role played by the Camer ...
with abstract Wiener measure \gamma on E. Let j : E^* \to H be the
adjoint In mathematics, the term ''adjoint'' applies in several situations. Several of these share a similar formalism: if ''A'' is adjoint to ''B'', then there is typically some formula of the type :(''Ax'', ''y'') = (''x'', ''By''). Specifically, adjoin ...
of i. (We have abused notation slightly: strictly speaking, j : E^* \to H^*, but since H is a
Hilbert space In mathematics, Hilbert spaces (named after David Hilbert) allow generalizing the methods of linear algebra and calculus from (finite-dimensional) Euclidean vector spaces to spaces that may be infinite-dimensional. Hilbert spaces arise natu ...
, it is isometrically isomorphic to its
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 con ...
H^*, by the
Riesz representation theorem :''This article describes a theorem concerning the dual of a Hilbert space. For the theorems relating linear functionals to measures, see Riesz–Markov–Kakutani representation theorem.'' The Riesz representation theorem, sometimes called the ...
.) It can be shown that j is an
injective function In mathematics, an injective function (also known as injection, or one-to-one function) is a function that maps distinct elements of its domain to distinct elements; that is, implies . (Equivalently, implies in the equivalent contraposi ...
and has
dense Density (volumetric mass density or specific mass) is the substance's mass per unit of volume. The symbol most often used for density is ''ρ'' (the lower case Greek letter rho), although the Latin letter ''D'' can also be used. Mathematically ...
image An image is a visual representation of something. It can be two-dimensional, three-dimensional, or somehow otherwise feed into the visual system to convey information. An image can be an artifact, such as a photograph or other two-dimensio ...
in H. Furthermore, it can be shown that every
linear functional In mathematics, a linear form (also known as a linear functional, a one-form, or a covector) is a linear map from a vector space to its field of scalars (often, the real numbers or the complex numbers). If is a vector space over a field , th ...
f \in E^* is also
square-integrable In mathematics, a square-integrable function, also called a quadratically integrable function or L^2 function or square-summable function, is a real- or complex-valued measurable function for which the integral of the square of the absolute value ...
: in fact, :\, f \, _ = \, j(f) \, _ This defines a natural
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 ...
from j(E^*) to L^2(E, \gamma; \mathbb), under which j(f) \in j(E^*) \subseteq H goes to the
equivalence class In mathematics, when the elements of some set S have a notion of equivalence (formalized as an equivalence relation), then one may naturally split the set S into equivalence classes. These equivalence classes are constructed so that elements ...
/math> of f in L^2(E, \gamma; \mathbb). This is well-defined since j is injective. This map is an
isometry In mathematics, an isometry (or congruence, or congruent transformation) is a distance-preserving transformation between metric spaces, usually assumed to be bijective. The word isometry is derived from the Ancient Greek: ἴσος ''isos'' mea ...
, so 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 g ...
. However, since a continuous linear map between
Banach space 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 ve ...
s such as H and L^2(E, \gamma; \mathbb) is uniquely determined by its values on any dense subspace of its domain, there is a unique continuous linear extension I : H \to L^2(E, \gamma; \mathbb) of the above natural map j(E^*) \to L^2(E, \gamma; \mathbb) to the whole of H. This isometry I : H \to L^2(E, \gamma; \mathbb) is known as the Paley–Wiener map. I(h), also denoted \langle h, x \rangle^\sim, is a function on E and is known as the Paley–Wiener integral (with respect to h \in H). It is important to note that the Paley–Wiener integral for a particular element h \in H is a function on E. The notation \langle h, x \rangle^\sim does not really denote an inner product (since h and x belong to two different spaces), but is a convenient
abuse of notation In mathematics, abuse of notation occurs when an author uses a mathematical notation in a way that is not entirely formally correct, but which might help simplify the exposition or suggest the correct intuition (while possibly minimizing errors ...
in view of the Cameron–Martin theorem. For this reason, many authors prefer to write \langle h, - \rangle^\sim (x) or I(h)(x) rather than using the more compact but potentially confusing \langle h, x \rangle^\sim notation.


See also

Other stochastic integrals: * Itō integral *
Skorokhod integral In mathematics, the Skorokhod integral (also named Hitsuda-Skorokhod integral), often denoted \delta, is an operator of great importance in the theory of stochastic processes. It is named after the Ukrainian mathematician Anatoliy Skorokhod and ja ...
* Stratonovich integral


References

* * (Section 6) {{DEFAULTSORT:Paley-Wiener Integral Definitions of mathematical integration Stochastic calculus