Itô Isometry
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In mathematics, the Itô isometry, named after Kiyoshi Itô, is a crucial fact about Itô stochastic integrals. One of its main applications is to enable the computation of
variance In probability theory and statistics, variance is the expectation of the squared deviation of a random variable from its population mean or sample mean. Variance is a measure of dispersion, meaning it is a measure of how far a set of numbe ...
s for random variables that are given as Itô integrals. Let W : , T\times \Omega \to \mathbb denote the canonical real-valued
Wiener process In mathematics, the Wiener process is a real-valued continuous-time stochastic process named in honor of American mathematician Norbert Wiener for his investigations on the mathematical properties of the one-dimensional Brownian motion. It is ...
defined up to time T > 0, and let X : , T\times \Omega \to \mathbb be a stochastic process that is
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 ...
to the
natural filtration In the theory of stochastic processes in mathematics and statistics, the generated filtration or natural filtration associated to a stochastic process is a filtration associated to the process which records its "past behaviour" at each time. It ...
\mathcal_^ of the Wiener process. Then :\operatorname \left \left( \int_0^T X_t \, \mathrm W_t \right)^2 \right= \operatorname \left \int_0^T X_t^2 \, \mathrm t \right where \operatorname denotes expectation with respect to classical Wiener measure. In other words, the Itô integral, as a function from the space L^2_ ( ,T\times \Omega) of square-integrable adapted processes to the space L^2 (\Omega) of square-integrable random variables, 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 ...
of
normed vector space In mathematics, a normed vector space or normed space is a vector space over the real or complex numbers, on which a norm is defined. A norm is the formalization and the generalization to real vector spaces of the intuitive notion of "length ...
s with respect to the norms induced by the
inner product In mathematics, an inner product space (or, rarely, a Hausdorff pre-Hilbert space) is a real vector space or a complex vector space with an operation called an inner product. The inner product of two vectors in the space is a scalar, often ...
s : \begin ( X, Y )_ & := \operatorname \left( \int_0^T X_t \, Y_t \, \mathrm t \right) \end and :( A, B )_ := \operatorname ( A B ) . As a consequence, the Itô integral respects these inner products as well, i.e. we can write :\operatorname \left \left( \int_0^T X_t \, \mathrm W_t \right) \left( \int_0^T Y_t \, \mathrm W_t \right) \right= \operatorname \left \int_0^T X_t Y_t \, \mathrm t \right/math> for X, Y \in L^2_ ( ,T\times \Omega) .


References

* {{DEFAULTSORT:Ito Isometry Stochastic calculus