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In
mathematics Mathematics is an area of knowledge that includes the topics of numbers, formulas and related structures, shapes and the spaces in which they are contained, and quantities and their changes. These topics are represented in modern mathematics ...
, an integration by parts operator is a
linear operator 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 pre ...
used to formulate
integration by parts In calculus, and more generally in mathematical analysis, integration by parts or partial integration is a process that finds the integral of a product of functions in terms of the integral of the product of their derivative and antiderivative. ...
formulae; the most interesting examples of integration by parts operators occur in infinite-dimensional settings and find uses in stochastic analysis and its applications.


Definition

Let ''E'' be a
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 vector ...
such that both ''E'' and its continuous dual space ''E'' are separable spaces; let ''μ'' be a
Borel measure In mathematics, specifically in measure theory, a Borel measure on a topological space is a measure that is defined on all open sets (and thus on all Borel sets). Some authors require additional restrictions on the measure, as described below. F ...
on ''E''. Let ''S'' be any (fixed)
subset In mathematics, 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 are ...
of the class of functions defined on ''E''. A linear operator ''A'' : ''S'' → ''L''2(''E'', ''μ''; R) is said to be an integration by parts operator for ''μ'' if :\int_ \mathrm \varphi(x) h(x) \, \mathrm \mu(x) = \int_ \varphi(x) (A h)(x) \, \mathrm \mu(x) for every ''C''1 function ''φ'' : ''E'' → R and all ''h'' ∈ ''S'' for which either side of the above equality makes sense. In the above, D''φ''(''x'') denotes the Fréchet derivative of ''φ'' at ''x''.


Examples

* Consider an abstract Wiener space ''i'' : ''H'' → ''E'' with abstract Wiener measure ''γ''. Take ''S'' to be the set of all ''C''1 functions from ''E'' into ''E''; ''E'' can be thought of as a subspace of ''E'' in view of the inclusions ::E^ \xrightarrow H^ \cong H \xrightarrow E. :For ''h'' ∈ ''S'', define ''Ah'' by ::(A h)(x) = h(x) x - \mathrm_ \mathrm h(x). :This operator ''A'' is an integration by parts operator, also known as the
divergence In vector calculus, divergence is a vector operator that operates on a vector field, producing a scalar field giving the quantity of the vector field's source at each point. More technically, the divergence represents the volume density of the ...
operator; a proof can be found in Elworthy (1974). * The
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 ...
''C''0 of continuous paths in R''n'' starting at zero and defined on the
unit interval In mathematics, the unit interval is the closed interval , that is, the set of all real numbers that are greater than or equal to 0 and less than or equal to 1. It is often denoted ' (capital letter ). In addition to its role in real analysis, ...
, 1has another integration by parts operator. Let ''S'' be the collection ::S = \left\, :i.e., all
bounded Boundedness or bounded may refer to: Economics * Bounded rationality, the idea that human rationality in decision-making is bounded by the available information, the cognitive limitations, and the time available to make the decision * Bounded e ...
,
adapted In biology, adaptation has three related meanings. Firstly, it is the dynamic evolutionary process of natural selection that fits organisms to their environment, enhancing their evolutionary fitness. Secondly, it is a state reached by the po ...
processes with absolutely continuous sample paths. Let ''φ'' : ''C''0 → R be any ''C''1 function such that both ''φ'' and D''φ'' are bounded. For ''h'' ∈ ''S'' and ''λ'' ∈ R, the Girsanov theorem implies that ::\int_ \varphi (x + \lambda h(x)) \, \mathrm \gamma(x) = \int_ \varphi(x) \exp \left( \lambda \int_^ \dot_ \cdot \mathrm x_ - \frac \int_^ , \dot_ , ^ \, \mathrm s \right) \, \mathrm \gamma(x). :Differentiating with respect to ''λ'' and setting ''λ'' = 0 gives ::\int_ \mathrm \varphi(x) h(x) \, \mathrm \gamma(x) = \int_ \varphi(x) (A h) (x) \, \mathrm \gamma(x), :where (''Ah'')(''x'') is the
Itō integral Itō may refer to: *Itō (surname), a Japanese surname *Itō, Shizuoka, Shizuoka Prefecture, Japan *Ito District, Wakayama Prefecture, Japan See also * Itô's lemma, used in stochastic calculus *Itoh–Tsujii inversion algorithm, in field theory ...
::\int_^ \dot_ \cdot \mathrm x_. :The same relation holds for more general ''φ'' by an approximation argument; thus, the Itō integral is an integration by parts operator and can be seen as an infinite-dimensional divergence operator. This is the same result as the integration by parts formula derived from the Clark-Ocone theorem.


References

* (See section 5.3) * {{MathSciNet, id=0464297 Integral calculus Measure theory Operator theory Stochastic calculus