Title :
Some Martingales from a Fractional Brownian Motion and Applications
Author_Institution :
Department of Mathematics, University of Kansas, Lawrence, KS, 66045. duncan@ku.edu
Abstract :
In this paper, some continuous martingales are constructed from a fractional Brownian motion with the Hurst parameter in the interval (1/2, 1), and some applications are made. These processes are obtained using a stochastic calculus for a fractional Brownian motion. Square integrable, continuous martingales are exhibited as stochastic integrals with respect to a fractional Brownian motion and the associated increasing processes are given. These martingales are used to construct Radon-Nikodym derivatives (likelihood functions) for some measures that are absolutely continuous with respect to the measure of a fractional Brownian motion. A Radon-Nikodym derivative is used to relate a mutual information between a stochastic signal and this signal plus a fractional Gaussian noise to an estimation error.
Keywords :
Brownian motion; Calculus; Estimation error; Gaussian noise; Mathematics; Motion measurement; Mutual information; Stochastic processes; Stochastic resonance; Stochastic systems;
Conference_Titel :
Decision and Control, 2005 and 2005 European Control Conference. CDC-ECC '05. 44th IEEE Conference on
Print_ISBN :
0-7803-9567-0
DOI :
10.1109/CDC.2005.1582413