English

Exact simulation of the sample paths of a diffusion with a finite entrance boundary

Methodology 2013-11-25 v1 Probability Computation

Abstract

Diffusion processes arise in many fields, and so simulating the path of a diffusion is an important problem. It is usually necessary to make some sort of approximation via model-discretization, but a recently introduced class of algorithms, known as the exact algorithm and based on retrospective rejection sampling ideas, obviate the need for such discretization. In this paper I extend the exact algorithm to apply to a class of diffusions with a finite entrance boundary. The key innovation is that for these models the Bessel process is a more suitable candidate process than the more usually chosen Brownian motion. The algorithm is illustrated by an application to a general diffusion model of population growth, where it simulates paths efficiently, while previous algorithms are impracticable.

Keywords

Cite

@article{arxiv.1311.5777,
  title  = {Exact simulation of the sample paths of a diffusion with a finite entrance boundary},
  author = {Paul A. Jenkins},
  journal= {arXiv preprint arXiv:1311.5777},
  year   = {2013}
}

Comments

19 pages, 1 figure