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[parent] stopped process (Definition)

A stochastic process $(X_t)_{t\in\mathbb{T}}$ defined on a measurable space $(\Omega,\mathcal{F})$ can be stopped at a random time $\tau\colon\Omega\rightarrow\mathbb{T}\cup\{\infty\}$ The resulting stopped process is denoted by $X^{\tau}$ \begin{equation*} X^\tau_t\equiv X_{\min(t,\tau)}. \end{equation*}The random time $\tau$ used is typically a stopping time.

If the process $X_t$ has left limits for every $t\in\mathbb{T}$ then it can alternatively be stopped just before the time $\tau$ resulting in the pre-stopped process \begin{equation*} X^{\tau-}\equiv\left\{ \begin{array}{ll} X_t,&\textrm{if }t<\tau,\\ X_{\tau-},&\textrm{if }t\ge\tau. \end{array} \right. \end{equation*} Stopping is often used to enforce boundedness or integrability constraints on a process. For example, if $B$ is a Brownian motion and $\tau$ is the first time at which $|B_{\tau}|$ hits some given positive value, then the stopped process $B^{\tau}$ will be a continuous and bounded martingale. It can be shown that many properties of stochastic processes, such as the martingale property, are stable under stopping at any stopping time $\tau$ On the other hand, a pre-stopped martingale need not be a martingale.

For continuous processes, stopping and pre-stopping are equivalent procedures. If $\tau$ is the first time at which $|X_\tau|\ge K$ for any given real number $K$ then the pre-stopped process $X^{\tau-}$ will be uniformly bounded. However, for some noncontinuous processes it is not possible to find a stopping time $\tau>0$ making $X^\tau$ into a uniformly bounded process. For example, this is the case for any Levy process with unbounded jump distribution.

Stopping is used to generalize properties of stochastic processes to obtain the related localized property. See, for example, local martingales.




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Other names:  optional stopping
Also defines:  pre-stopped process, prestopped process
Keywords:  stochastic process, stopping time

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Cross-references: local martingales, distribution, jump, unbounded, real number, properties, martingale, bounded, continuous, positive, Brownian motion, stopping time, measurable space, stochastic process
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This is version 2 of stopped process, born on 2008-12-20, modified 2008-12-26.
Object id is 11364, canonical name is StoppedProcess.
Accessed 868 times total.

Classification:
AMS MSC60G05 (Probability theory and stochastic processes :: Stochastic processes :: Foundations of stochastic processes)
 60G40 (Probability theory and stochastic processes :: Stochastic processes :: Stopping times; optimal stopping problems; gambling theory)

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