Sensitivity analysis of one parameter semigroups exemplified by the Wright--Fisher diffusion
Functional Analysis
2011-10-27 v2 Analysis of PDEs
Probability
Abstract
We consider the sensitivity, with respect to a parameter \theta, of parametric families of operators A_{\theta}, vectors \pi_{\theta} corresponding to the adjoints A_{\theta}^{*} of A_{\theta} via A_{\theta}^{*}\pi_{\theta}=0 and one parameter semigroups t\mapsto e^{tA_{\theta}}. We display formulas relating weak differentiability of \theta\mapsto \pi_{\theta} (at \theta=0) to weak differentiability of \theta\mapsto A_{\theta}^{*}\pi_{0} and [e^{A_{\theta}t}]^{*}\pi_{0}. We give two applications: The first one concerns the sensitivity of the Ornstein--Uhlenbeck process with respect to its location parameter. The second one provides new insights regarding the Wright--Fisher diffusion for small mutation parameter.
Cite
@article{arxiv.1104.1876,
title = {Sensitivity analysis of one parameter semigroups exemplified by the Wright--Fisher diffusion},
author = {Peter Pfaffelhuber and Heinz Weisshaupt},
journal= {arXiv preprint arXiv:1104.1876},
year = {2011}
}