Skip to main content
Log in

Exact Simulation Problems for Jump-Diffusions

  • Published:
Methodology and Computing in Applied Probability Aims and scope Submit manuscript

Abstract

Exact simulation of SDEs is a very important and challenging problem. In this paper we discuss exact simulation problems for jump-diffusion processes. Motivated by statistical applications, our main contribution is to propose an algorithm that performs exact simulation of a class of jump-diffusion bridges. We also present and discuss the existing methods for forward simulation and propose an extension of one of them to account for unbounded jump rate. Finally, the exact algorithms are compared to competing non-exact ones in some simulated examples.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Institutional subscriptions

Similar content being viewed by others

References

  • Ball CA, Roma A (1993) A jump diffusion model for the European monetary system. J Int Money Financ 12:475–492

    Article  Google Scholar 

  • Barndorff-Nielsen OE, Shephard N (2004) Power and bipower variation with stochastic volatility and jumps (with discussion). J Financ Econ 2:1–48

    Google Scholar 

  • Beskos A, Roberts GO (2005) Exact simulation of diffusions. Ann Appl Probab 15(4):2422–2444

    Article  MathSciNet  MATH  Google Scholar 

  • Beskos A, Papaspiliopoulos O, Roberts GO (2006) Retrospective exact simulation of diffusion sample paths with applications. Bernoulli 12(6):1077–1098

    Article  MathSciNet  MATH  Google Scholar 

  • Beskos A, Papaspiliopoulos O, Roberts GO (2008) A new factorisation of diffusion measure and sample path reconstruction. Methodol Computi Appl Probab 10(1):85–104

    Article  MathSciNet  MATH  Google Scholar 

  • Casella B, Roberts GO (2011) Exact simulation of jump-diffusion processes with Monte Carlo applications. Methodol Comput Appl Probab 13(3):449–473

    Article  MathSciNet  MATH  Google Scholar 

  • Chen N (2009) Localization and exact simulation of Brownian motion driven stochastic differential equations. Working paper, Chinese University of Hong Kong

  • Chudley CT, Elliott RJ (1961) Neutron scattering from a liquid on a jump diffusion model. Proc Phys Soc 77(2):353–361

    Article  Google Scholar 

  • Duffie D, Pan J, Singleton K (2000) Transform analysis and asset pricing for affine jump-diffusions. Econometrica 68(6):1343–1376

    Article  MathSciNet  MATH  Google Scholar 

  • Durham GB, Gallant RA (2002) Numerical techniques for maximum likelihood estimation of continuous-time diffusion processes. J Bus Econ Stat 20:279–316

    Article  MathSciNet  Google Scholar 

  • Eraker B (2004) Do stock prices and volatility jump? reconciling evidence from spot and option prices. J Financ 59(3):1367–1404

    Article  Google Scholar 

  • Eraker B, Johannes MS, Polson NG (2003) The impact of jumps in volatility and returns. J Financ 58(3):1269–1300

    Article  Google Scholar 

  • Feng L, Linetsky V (2008) Pricing options in jump-diffusion models: An extrapolation approach. Oper Res 56(2):304–325

    Article  MathSciNet  MATH  Google Scholar 

  • Giesecke K, Smelov D (2011) Exact sampling of jump-diffusions

  • Golightly A (2009) Bayesian filtering for jump-diffusions with applications to stochastic volatility. J Comput Graph Stat 18(2):384–400

    Article  MathSciNet  Google Scholar 

  • Grenander U, Miller MI (1994) Representations of knowledge in complex systems. J R Stat Soc Ser B 56(4):549–603

    MathSciNet  MATH  Google Scholar 

  • Hanson FB (2007) Applied stochastic processes and control for jump-diffusions: modeling, analysis, and computation (Advances in design and control). Society for Industrial Mathematics

  • Johannes M (2004) The statistical and economic role of jumps in continuous-time interest rate models. J Financ 50(1):227–260

    Article  Google Scholar 

  • Johannes MS, Polson NG, Stroud JR (2002) Nonlinear filtering of stochastic differential equations with jumps

  • Johannes MS, Polson NG, Stroud JR (2009) Optimal filtering of jump diffusions: extracting latent states from asset prices. Rev Financ Stud 22(7):2759–2799

    Article  Google Scholar 

  • Kennedy JS, Forsyth PA, Vetzal KR (2009) Dynamic hedging under jump diffusion with transaction costs. Oper Res 57(3):541–559

    Article  MathSciNet  MATH  Google Scholar 

  • Øksendal B, Sulem A (2007) Applied stochastic control of jump diffusions, 2nd edn. Springer

  • Platen E, Bruti-Liberati N (2010) Numerical solution of stochastic differential equations with jumps in finance. Springer, Berlin

    Book  MATH  Google Scholar 

  • Runggaldier W (2003) Jump diffusion models. In: Handbooks in finance, book 1. Elesevier/North-Holland, pp 169–209

  • Srivastava A, Grenander U, Jensen GR, Miller MI (2002) Jump-diffusion markov processes on orthogonal groups for object recognition. J Stat Plan Inf 103(1–2):15–37

    Article  MathSciNet  MATH  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Flávio B. Gonçalves.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Gonçalves, F.B., Roberts, G.O. Exact Simulation Problems for Jump-Diffusions. Methodol Comput Appl Probab 16, 907–930 (2014). https://doi.org/10.1007/s11009-013-9330-2

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s11009-013-9330-2

Keywords

AMS 2000 Subject Classification

Navigation