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3 - Random Dynamical Systems

Published online by Cambridge University Press:  20 February 2010

Rabi Bhattacharya
Affiliation:
University of Arizona
Mukul Majumdar
Affiliation:
Cornell University, New York
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Summary

One way which I believe is particularly fruitful and promising is to study what would become of the solution of a deterministic dynamic system if it were exposed to a stream of erratic shocks that constantly upsets the evolution.

Ragnar Frisch

Introduction

A random dynamical system is described by a triplet (S, Γ, Q) where S is the state space, Γ an appropriate family of maps from S into itself (interpreted as the set of all admissible laws of motion), and Q is a probability distribution on (some sigmafield of) Γ. The evolution of the system is depicted informally as follows: initially, the system is in some state x in S; an element α1 of Γ is chosen by Tyche according to the distribution Q, and the system moves to the state X1 = α1(x) in period 1. Again, independently of α1, Tyche chooses α2 from Γ according to the same Q, and the state of the system in period 2 is obtained as X2 = α2(X1), and the story is repeated. The initial state x can also be a random variable X0 chosen independently of the maps αn. The sequence Xn so generated is a Markov process. It is an interesting and significant mathematical result that every Markov process on a standard state space may be represented as a random dynamical system. Apart from this formal proposition (see Complements and Details, Proposition C1.1), many important Markov models in applications arise, and are effectively analyzed, as random dynamical systems.

Type
Chapter
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Random Dynamical Systems
Theory and Applications
, pp. 245 - 295
Publisher: Cambridge University Press
Print publication year: 2007

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