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Filtration (probability theory)

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Filtration (probability theory)

In the theory of stochastic processes, a subdiscipline of probability theory, filtrations are totally ordered collections of subsets that are used to model the information that is available at a given point and therefore play an important role in the formalization of random (stochastic) processes.

Let be a probability space and let be an index set with a total order (often , , or a subset of ).

For every let be a sub-σ-algebra of . Then

is called a filtration, if for all . So filtrations are families of σ-algebras that are ordered non-decreasingly. If is a filtration, then is called a filtered probability space.

Let be a stochastic process on the probability space . Let denote the σ-algebra generated by the random variables . Then

is a σ-algebra and is a filtration.

really is a filtration, since by definition all are σ-algebras and

This is known as the natural filtration of with respect to .

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