Monte Carlo methods for sensitivity analysis of Poisson-driven stochastic systems, and applications

Citation
Bordenave, Charles et Torrisi, Giovanni Luca, Monte Carlo methods for sensitivity analysis of Poisson-driven stochastic systems, and applications, Advances in applied probability , 40(1), 2008, pp. 293-320
ISSN journal
00018678
Volume
40
Issue
1
Year of publication
2008
Pages
293 - 320
Database
ACNP
SICI code
Abstract
We extend a result due to Zazanis (1992) on the analyticity of the expectation of suitable functionals of homogeneous Poisson processes with respect to the intensity of the process. As our main result, we provide Monte Carlo estimators for the derivatives. We apply our results to stochastic models which are of interest in stochastic geometry and insurance.