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Numerical analysis of a time discretized method for nonlinear filtering problem with Lévy process observations.

Authors :
Zhang, Fengshan
Zou, Yongkui
Chai, Shimin
Cao, Yanzhao
Source :
Advances in Computational Mathematics. Aug2024, Vol. 50 Issue 4, p1-32. 32p.
Publication Year :
2024

Abstract

In this paper, we consider a nonlinear filtering model with observations driven by correlated Wiener processes and point processes. We first derive a Zakai equation whose solution is an unnormalized probability density function of the filter solution. Then, we apply a splitting-up technique to decompose the Zakai equation into three stochastic differential equations, based on which we construct a splitting-up approximate solution and prove its half-order convergence. Furthermore, we apply a finite difference method to construct a time semi-discrete approximate solution to the splitting-up system and prove its half-order convergence to the exact solution of the Zakai equation. Finally, we present some numerical experiments to demonstrate the theoretical analysis. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
10197168
Volume :
50
Issue :
4
Database :
Academic Search Index
Journal :
Advances in Computational Mathematics
Publication Type :
Academic Journal
Accession number :
178472749
Full Text :
https://doi.org/10.1007/s10444-024-10169-w