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In the [[mathematics]] of [[probability]], a '''[[stochastic process]]''' is a random [[function (mathematics)|function]]. In practical applications, the domain over which the function is defined is a time interval (''[[time series]]'') or a region of space (''[[random field]]'').
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Familiar examples of '''time series''' include [[stock market]] and exchange rate fluctuations, signals such as speech, audio and video; medical data such as a patient's [[EKG]], [[Electroencephalography|EEG]], blood pressure or temperature; and random movement such as [[Brownian motion]] or [[random walk]]s.
 
Examples of '''random fields''' include static images, random topographies (landscapes), or composition variations of an inhomogeneous material.
 
==Stochastic processes topics==
 
:''This list is currently incomplete.'' See also [[:Category:Stochastic_processes]]
 
* [[Basic affine jump diffusion]] [[Talk:Basic affine jump diffusion| ]]
* [[Bernoulli process]]: [[Discrete-time stochastic process|discrete-time]] processes with two possible states.
** [[Bernoulli scheme]]s: discrete-time processes with ''N'' possible states; every stationary process in ''N'' outcomes is a Bernoulli scheme, and vice-versa.
* [[Birth-death process]] [[Talk:Birth-death process| ]]
* [[Branching process]] [[Talk:Branching process| ]]
* [[Branching random walk]] [[Talk:Branching random walk| ]]
* [[Brownian bridge]] [[Talk:Brownian bridge| ]]
* [[Brownian motion]] [[Talk:Brownian motion| ]]
* [[Chinese restaurant process]] [[Talk:Chinese restaurant process| ]]
* [[CIR process ]] [[Talk:CIR process| ]]
* [[Cointelation ]]
* [[Continuous stochastic process]] [[Talk:Continuous stochastic process| ]]
* [[Cox process]] [[Talk:Cox process| ]]
*[[Dirichlet process]]es
* [[Finite-dimensional distribution]] [[Talk:Finite-dimensional distribution| ]]
* [[Galton&ndash;Watson process]] [[Talk:Galton&ndash;Watson process| ]]
* [[Gamma process]] [[Talk:Gamma process| ]]
* [[Gaussian process]] [[Talk:Gaussian process| ]] – a process where all linear combinations of coordinates are [[normal distribution|normally distributed]] random variables.
** [[Gauss&ndash;Markov process]] [[Talk:Gauss&ndash;Markov process| ]] (cf. below)
*[[Girsanov's theorem]] [[Talk:Girsanov's theorem| ]]
*[[Homogeneous process]]es: processes where the domain has some [[symmetry]] and the finite-dimensional probability distributions also have that symmetry. Special cases include [[stationary process]]es, also called time-homogeneous.
* [[Karhunen&ndash;Loève theorem]]
* [[Lévy process]] [[Talk:Lévy process| ]]
* [[Local time (mathematics)]] [[Talk:Local time (mathematics)| ]]
* [[Loop-erased random walk]] [[Talk:Loop-erased random walk| ]]
* [[Markov process]]es are those in which the future is conditionally independent of the past given the present.
** [[Markov chain]] [[Talk:Markov chain| ]]
** [[Continuous-time Markov process]] [[Talk:Continuous-time Markov process| ]]
** [[Markov process]] [[Talk:Markov process| ]]
** [[Semi-Markov process]] [[Talk:Semi-Markov process| ]]
** [[Gauss&ndash;Markov process]]es: processes that are both Gaussian and Markov
*[[Martingale (probability theory)|Martingale]]s – processes with constraints on the expectation
* [[Onsager–Machlup function]] [[Talk:Onsager–Machlup function| ]]
* [[Ornstein&ndash;Uhlenbeck process]] [[Talk:Ornstein&ndash;Uhlenbeck process| ]]
* Percolation theory
*[[Point process]]es: random arrangements of points in a space <math>S</math>. They can be modelled as stochastic processes where the domain is a sufficiently large family of subsets of ''S'', ordered by inclusion; the range is the set of natural numbers; and, if ''A'' is a subset of ''B'', ''&fnof;''(''A'')&nbsp;≤&nbsp;''&fnof;''(''B'') with probability&nbsp;1.
* [[Poisson process]] [[Talk:Poisson process| ]]
** [[Compound Poisson process]] [[Talk:Compound Poisson process| ]]
* [[Population process]] [[Talk:Population process| ]]
* [[Stochastic cellular automaton|Probabilistic cellular automaton]] [[talk:Stochastic cellular automaton| ]]
* [[Queueing theory]] [[Talk:Queueing theory| ]]
** [[Queue (data structure)|Queue]] [[Talk:Queue (data structure)| ]]
* [[Random field]] [[Talk:Random field| ]]
** [[Gaussian random field]] [[Talk:Gaussian random field| ]]
** [[Markov random field]] [[Talk:Markov random field| ]]
* [[Sample-continuous process]] [[Talk:Sample-continuous process| ]]
* [[Stationary process]] [[Talk:Stationary process| ]]
* [[Stochastic calculus]] [[Talk:Stochastic calculus| ]]
** [[Itō calculus]] [[Talk:Itō calculus| ]]
** [[Malliavin calculus]] [[Talk:Malliavin calculus| ]]
** [[Semimartingale]] [[Talk:Semimartingale| ]]
** [[Stratonovich integral]] [[Talk:Stratonovich integral| ]]
* [[Stochastic differential equation]] [[Talk:Stochastic differential equation| ]]
* [[Stochastic process]] [[Talk:Stochastic process| ]]
* [[Telegraph process]] [[Talk:Telegraph process| ]]
* [[Time series]] [[Talk:Time series| ]]
* [[Wald's martingale]] [[Talk:Wald's martingale| ]]
* [[Wiener process]] [[Talk:Wiener process| ]]
 
[[Category:Mathematics-related lists|Stochastic processes topics]]
[[Category:Stochastic processes]]
[[Category:Statistics-related lists]]

Latest revision as of 19:20, 13 December 2014

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