Skip to main content
Log in

Hedging of options for jump-diffusion stochastic volatility models by Malliavin calculus

  • Original Research
  • Published:
Mathematical Sciences Aims and scope Submit manuscript

Abstract

We study the locally risk minimizing approach in a market driven by jump-diffusion stochastic volatility models. We show that the Malliavin calculus, especially a jump-diffusion version of the Clark–Ocone formula, can generate the locally risk minimizing portfolio under weaker restrictions. This means thereafter we do not have to verify the strong condition \(\mathcal {V}(t,s,y)\in C^{1,2,2}\) and the differentiability condition \(\mathcal {V}\) in s and y with bounded derivatives is sufficient. Also, this tool shortens calculations of the hedge.

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.

Similar content being viewed by others

References

  1. Bates, D.: Jumps and stochastic volatility: the exchange rate processes implicit in Deutschemark options. Rev. Fin. Stud. 9, 69–107 (1996)

    Article  Google Scholar 

  2. Barndorff-Nielsen, O. E., Shephard, N.: Modelling by Levy processes for financial econometrics, in Levy processes–Theory and Applications, Barndorff-Nielsen, O., Mikosch, T., Resnick, S., eds., Birkhauser: Boston, 283–318 (2001)

  3. Barndorff-Nielsen, O.E., Shephard, N.: Econometric analysis of realized volatility and its use in estimating stochastic volatility models. J. R. Stat. Soc. B. 64, 253–280 (2002)

    Article  MathSciNet  Google Scholar 

  4. Bermin, H.P.: Hedging options: the Malliavin calculus approach versus the Delta-hedging approach. Math. Finance. 13(1), 73–84 (2003)

    Article  MathSciNet  Google Scholar 

  5. Black, F., Scholes, M.: The pricing of options and corporate liabilities. J. Polit. Econ. 3, (1973)

  6. Cont, R., Tankov, P.: Financial Modelling With Jump Processes. Financial Mathematics Series. Chapman and Hall/CRC, Boca Raton (2004)

    MATH  Google Scholar 

  7. Cortazar, G., Lopez, M., Naranjo, L.: A multifactor stochastic volatility model of commodity prices. Energy Econ. 67, 182–201 (2017)

    Article  Google Scholar 

  8. Föllmer, H., Schweizer, M.: Hedging of contingent claims under incomplete information. Appl. Stoch. Anal. Stochastic Monographs 5, Goldon and Breach, 389–414 (1991)

  9. Föllmer, H., Sondermann, D.: Hedging of non-redundant contingent claims. In: Contributions to Math. Econom., North-Holland, pp. 205–223 (1990)

  10. Heath, D., Platen, E., Schweizer, M.: A comparison of two quadratic approaches to hedging in incomplete Markets. Math. Fin. 11, 385–413 (2001)

    Article  MathSciNet  Google Scholar 

  11. Heston, S.: A closed-form solution for options with stochastic volatility with applications to bond and currency options. Rev. Fin. Stud. 6, 327–343 (1993)

    Article  MathSciNet  Google Scholar 

  12. Liu, T., Muroi, Y.: Pricing of options in the singular perturbed stochastic volatility model. J. Comput. Appl. Math. 320, 138–144 (2017)

    Article  MathSciNet  Google Scholar 

  13. Lokka, A.: Martingale representation of functionals of Levy processes. Stoch. Anal. Appl. 22(4), 867–892 (2004)

    Article  MathSciNet  Google Scholar 

  14. Nunno, G.D., Oksendal, B., Proske, F.: Malliavin Calculus for Levy Processes With Applications to Finance. Springer, Berlin (2009)

    Book  Google Scholar 

  15. Petrou, E.: Malliavin calculus in Levy spaces and applications to finance. Electron. J. Probab. 13(27), 852–879 (2008)

    MathSciNet  MATH  Google Scholar 

  16. Schweizer, M.: Option hedging for semimartingales. Stochastic Process. Appl. 37, 339–363 (1991)

    Article  MathSciNet  Google Scholar 

  17. Sousa, R., Cruzeiro, A.B., Guerra, M.: Barrier option pricing under the 2-hypergeometric stochastic volatility model. J. Comput. Appl. Math. 328, 197–213 (2018)

    Article  MathSciNet  Google Scholar 

Download references

Acknowledgements

The authors acknowledge the financial support of Iran National Science Foundation (INSF) Under the proposal number 96000627. We are also grateful for comments and questions from a referee and an associate editor which led to a number of improvements.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Minoo Bakhshmohammadlou.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Bakhshmohammadlou, M., Farnoosh, R. Hedging of options for jump-diffusion stochastic volatility models by Malliavin calculus. Math Sci 15, 337–343 (2021). https://doi.org/10.1007/s40096-020-00371-4

Download citation

  • Received:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s40096-020-00371-4

Keywords

Navigation