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IFSM Representation of Brownian Motion with Applications to Simulation.

Authors :
Aletti, Giacomo
Micheletti, Alessandra
Morale, Daniela
Burger, Martin
Iacus, Stefano Maria
Torre, Davide La
Source :
Math Everywhere; 2007, p115-124, 10p
Publication Year :
2007

Abstract

Several methods are currently available to simulate paths of the Brownian motion. In particular, paths of the BM can be simulated using the properties of the increments of the process like in the Euler scheme, or as the limit of a random walk or via L2 decomposition like the Kac-Siegert/Karnounen-Loeve series. In this paper we first propose a IFSM (Iterated Function Systems with Maps) operator whose fixed point is the trajectory of the BM. We then use this representation of the process to simulate its trajectories. The resulting simulated trajectories are self-affine, continuous and fractal by construction. This fact produces more realistic trajectories than other schemes in the sense that their geometry is closer to the one of the true BM's trajectories. The IFSM trajectory of the BM can then be used to generate more realistic solutions of stochastic differential equations. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISBNs :
9783540444459
Database :
Supplemental Index
Journal :
Math Everywhere
Publication Type :
Book
Accession number :
33103009
Full Text :
https://doi.org/10.1007/978-3-540-44446-6_10