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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 ...
, progressive measurability is a property in the theory of
stochastic processes In probability theory and related fields, a stochastic () or random process is a mathematical object usually defined as a family of random variables. Stochastic processes are widely used as mathematical models of systems and phenomena that appe ...
. A progressively measurable process, while defined quite technically, is important because it implies the stopped process is measurable. Being progressively measurable is a strictly stronger property than the notion of being an adapted process. Progressively measurable processes are important in the theory of Itô integrals.


Definition

Let * (\Omega, \mathcal, \mathbb) be a probability space; * (\mathbb, \mathcal) be a measurable space, the ''state space''; * \ be a
filtration Filtration is a physical separation process that separates solid matter and fluid from a mixture using a ''filter medium'' that has a complex structure through which only the fluid can pass. Solid particles that cannot pass through the filter ...
of the
sigma algebra Sigma (; uppercase Σ, lowercase σ, lowercase in word-final position ς; grc-gre, σίγμα) is the eighteenth letter of the Greek alphabet. In the system of Greek numerals, it has a value of 200. In general mathematics, uppercase Σ is used as ...
\mathcal; * X : , \infty) \times \Omega \to \mathbb be a stochastic process (the index set could be [0, T] or \mathbb_ instead of [0, \infty)); * \mathrm(
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be the Borel sigma algebra on [0,t]. The process X is said to be progressively measurable (or simply progressive) if, for every time t, the map
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\times \Omega \to \mathbb defined by (s, \omega) \mapsto X_ (\omega) is \mathrm(
, t The comma is a punctuation mark that appears in several variants in different languages. It has the same shape as an apostrophe or single closing quotation mark () in many typefaces, but it differs from them in being placed on the baseline ...
\otimes \mathcal_- measurable. This implies that X is \mathcal_ -adapted. A subset P \subseteq [0, \infty) \times \Omega is said to be progressively measurable if the process X_ (\omega) := \chi_ (s, \omega) is progressively measurable in the sense defined above, where \chi_ is the indicator function of P. The set of all such subsets P form a sigma algebra on [0, \infty) \times \Omega, denoted by \mathrm, and a process X is progressively measurable in the sense of the previous paragraph if, and only if, it is \mathrm-measurable.


Properties

* It can be shown that L^2 (B), the space of stochastic processes X :
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\times \Omega \to \mathbb^n for which the Itô integral :: \int_0^T X_t \, \mathrm B_t : with respect to Brownian motion B is defined, is the set of
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 a ...
es of \mathrm-measurable processes in L^2 (
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\times \Omega; \mathbb^n). * Every adapted process with left- or right-continuous paths is progressively measurable. Consequently, every adapted process with càdlàg paths is progressively measurable. * Every measurable and adapted process has a progressively measurable modification.


References

Stochastic processes Measure theory {{mathanalysis-stub