Paley–Wiener integral
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In mathematics, the Paley–Wiener integral is a simple
stochastic integral Stochastic calculus is a branch of mathematics that operates on stochastic processes. It allows a consistent theory of integration to be defined for integrals of stochastic processes with respect to stochastic processes. This field was created an ...
. 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 i ...
, 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, Engl ...
and Norbert Wiener.


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, it is isometrically isomorphic to its dual space 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 Measure (mathematics), measures, see Riesz–Markov–Kakutani representation theorem.'' The Riesz representation theorem, ...
.) It can be shown that j is an injective function 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 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 , the ...
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 /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'' me ...
, 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 ...
. However, since a continuous linear map between Banach spaces 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 Function or functionality may refer to: Computing * Function key, a type of key on computer keyboards * Function model, a structured representation of processes in a system * Function object or functor or functionoid, a concept of object-oriente ...
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 a ...
in view of the
Cameron–Martin theorem In mathematics, the Cameron–Martin theorem or Cameron–Martin formula (named after Robert Horton Cameron and W. T. Martin) is a theorem of measure theory that describes how abstract Wiener measure changes under translation by certain element ...
. 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 ...
*
Stratonovich integral In stochastic processes, the Stratonovich integral (developed simultaneously by Ruslan Stratonovich and Donald Fisk) is a stochastic integral, the most common alternative to the Itô integral. Although the Itô integral is the usual choice in a ...


References

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