Hostname: page-component-78c5997874-g7gxr Total loading time: 0 Render date: 2024-11-10T09:49:26.577Z Has data issue: false hasContentIssue false

Exact sampling of diffusions with a discontinuity in the drift

Published online by Cambridge University Press:  25 July 2016

Omiros Papaspiliopoulos*
Affiliation:
ICREA and Universitat Pompeu Fabra
Gareth O. Roberts*
Affiliation:
University of Warwick
Kasia B. Taylor*
Affiliation:
University of Warwick
*
Department of Economics and Business, Universitat Pompeu Fabra, Ramon Trias Fargas 25‒27, 08005 Barcelona, Spain. Email address: omiros.papaspiliopoulos@upf.edu
Department of Statistics, University of Warwick, Coventry, CV4 7AL, UK. Email address: gareth.o.roberts@warwick.ac.uk
Department of Statistics and Mathematics Institute, University of Warwick, Coventry, CV4 7AL, UK. Email address: kasia.taylor@warwick.ac.uk

Abstract

We introduce exact methods for the simulation of sample paths of one-dimensional diffusions with a discontinuity in the drift function. Our procedures require the simulation of finite-dimensional candidate draws from probability laws related to those of Brownian motion and its local time, and are based on the principle of retrospective rejection sampling. A simple illustration is provided.

Type
Research Article
Copyright
Copyright © Applied Probability Trust 2016 

Access options

Get access to the full version of this content by using one of the access options below. (Log in options will check for institutional or personal access. Content may require purchase if you do not have access.)

References

[1] Beskos, A. and Roberts, G. (2005).Exact simulation of diffusions.Ann. Appl. Prob. 15,24222444.CrossRefGoogle Scholar
[2] Beskos, A.,Papaspiliopoulos, O. and Roberts, G. O. (2006).Retrospective exact simulation of diffusion sample paths with applications.Bernoulli 12,10771098.CrossRefGoogle Scholar
[3] Beskos, A.,Papaspiliopoulos, O. and Roberts, G. O. (2008).A factorisation of diffusion measure and finite sample path constructions.Methodology Comput. Appl. Prob. 10,85104.CrossRefGoogle Scholar
[4] Borodin, A. N. and Salminen, P. (2002).Handbook of Brownian Motion–Facts and Formulae,2nd edn.Birkhäuser,Basel.CrossRefGoogle Scholar
[5] Étoré, P. and Martinez, M. (2014).Exact simulation for solutions of one-dimensional stochastic differential equations with discontinuous drift.ESAIM Prob. Statist. 18,686702.CrossRefGoogle Scholar
[6] Taylor, K. B. (2015).Exact algorithms for simulation of diffusions with discontinuous drift and robust curvature Metropolis-adjusted Langevin algorithms. Doctoral Thesis, University of Warwick.Google Scholar
[7] Zvonkin, A. K. (1974).A transformation of the phase space of a diffusion process that removes the drift.Mat. Sb., Nov. Ser. 93,129149 (in Russian). English translation: Math. USSR–Sbornik 22,129149.CrossRefGoogle Scholar