This file is part of IDEAS, which uses RePEc data


[ Papers | Articles | Software | Books | Chapters | Authors | Institutions | JEL Classification | NEP reports | Search | New papers by email | Author registration | Rankings | Volunteers | FAQ | Blog | Help! ]

Applications of Malliavin calculus to Monte Carlo methods in finance

Author info | Abstract | Publisher info | Download info | Related research | Statistics
Author Info
Eric Fournié () (PARIBAS Capital Markets, 10 Harewood Avenue, London NW1 6AA, United Kingdom)
Jean-Michel Lasry () (PARIBAS Capital Markets, 10 Harewood Avenue, London NW1 6AA, United Kingdom)
Pierre-Louis Lions () (CEREMADE, Université Paris IX Dauphine, Place du Maréchal de Lattre de Tassigny, F-75775 Paris Cedex 16, France)
Jérôme Lebuchoux () (CEREMADE, Université Paris IX Dauphine, Place du Maréchal de Lattre de Tassigny, F-75775 Paris Cedex 16, France)
Nizar Touzi () (CEREMADE, Université Paris IX Dauphine, Place du Maréchal de Lattre de Tassigny, F-75775 Paris Cedex 16, France)
Abstract

This paper presents an original probabilistic method for the numerical computations of Greeks (i.e. price sensitivities) in finance. Our approach is based on the {\it integration-by-parts} formula, which lies at the core of the theory of variational stochastic calculus, as developed in the Malliavin calculus. The Greeks formulae, both with respect to initial conditions and for smooth perturbations of the local volatility, are provided for general discontinuous path-dependent payoff functionals of multidimensional diffusion processes. We illustrate the results by applying the formula to exotic European options in the framework of the Black and Scholes model. Our method is compared to the Monte Carlo finite difference approach and turns out to be very efficient in the case of discontinuous payoff functionals.

Download Info
To download:

If you experience problems downloading a file, check if you have the proper application to view it first. Information about this may be contained in the File-Format links below. In case of further problems read the IDEAS help page. Note that these files are not on the IDEAS site. Please be patient as the files may be large.

File URL: http://link.springer.de/link/service/journals/00780/papers/9003004/90030391.pdf
File Format: application/pdf
File Function:
Download Restriction: Access to the full text of the articles in this series is restricted

As the access to this document is restricted, you may want to look for a different version under "Related research" (further below) or search for a different version of it.

Publisher Info
Article provided by Springer in its journal Finance and Stochastics.

Volume (Year): 3 (1999)
Issue (Month): 4 ()
Pages: 391-412
Download reference. The following formats are available: HTML (with abstract), plain text (with abstract), BibTeX, RIS (EndNote, RefMan, ProCite), ReDIF
Handle: RePEc:spr:finsto:v:3:y:1999:i:4:p:391-412

Note: received: July 1997; final version received: September 1998
Contact details of provider:
Web page: http://www.springerlink.com/content/101164/

Order Information:
Web: http://link.springer.de/orders.htm

For technical questions regarding this item, or to correct its listing, contact: (Christopher F Baum).

Related research
Keywords: Monte Carlo methods; Malliavin calculus; hedge ratios and Greeks;

Other versions of this item:

Find related papers by JEL classification:
G13 - Financial Economics - - General Financial Markets - - - Contingent Pricing; Futures Pricing

Cited by:
(explanations, Please report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.)

  1. Moez Mrad & Nizar Touzi & Amina Zeghal, 2006. "Monte Carlo Estimation of a Joint Density Using Malliavin Calculus, and Application to American Options," Computational Economics, Springer, vol. 27(4), pages 497-531, June. [Downloadable!] (restricted)
  2. Romuald Elie, 2009. "Double Kernel estimation of sensitivities," Quantitative Finance Papers 0909.2624, arXiv.org. [Downloadable!]
  3. Jérôme B. Detemple & René Garcia & Marcel Rindisbacher, 2003. "Asymptotic Properties of Monte Carlo Estimators of Diffusion Processes," CIRANO Working Papers 2003s-11, CIRANO. [Downloadable!]
    Other versions:
  4. Peter Carr & Christian-Oliver Ewald & Yajun Xiao, 2008. "On the Qualitative Effect of Volatility and Duration on Prices of Asian Options," CRIEFF Discussion Papers 0803, Centre for Research into Industry, Enterprise, Finance and the Firm. [Downloadable!]
    Other versions:
  5. Arturo Kohatsu-Higa & Miquel Montero, 2001. "An application of Malliavin Calculus to Finance," Quantitative Finance Papers cond-mat/0111563, arXiv.org. [Downloadable!]
  6. Christian P. Fries & Joerg Kampen, 2005. "Proxy simulation schemes using likelihood ratio weighted Monte Carlo for generic robust Monte-Carlo sensitivities and high accuracy drift approximation (with applications to the LIBOR Market Model)," Finance 0504010, EconWPA. [Downloadable!]
  7. Romuald Elie, 2009. "Double Kernel estimation of sensitivities," Post-Print hal-00416449_v1, HAL. [Downloadable!]
  8. N.P. Firth & J.N. Dewynne, 2004. "High Dimensional Radial Barrier Options," OFRC Working Papers Series 2004mf02, Oxford Financial Research Centre. [Downloadable!]
  9. E. Benhamou & E. Gobet & M. Miri, 2009. "Smart expansion and fast calibration for jump diffusions," Finance and Stochastics, Springer, vol. 13(4), pages 563-589, September. [Downloadable!] (restricted)
  10. Ernst Eberlein & Kathrin Glau & Antonis Papapantoleon, 2008. "Analysis of Fourier transform valuation formulas and applications," Quantitative Finance Papers 0809.3405, arXiv.org, revised Sep 2009. [Downloadable!]
  11. N. Hilber & N. Reich & C. Schwab & C. Winter, 2009. "Numerical methods for Lévy processes," Finance and Stochastics, Springer, vol. 13(4), pages 471-500, September. [Downloadable!] (restricted)
  12. Robert de Rozario, 2003. "On Higher Derivatives of Expectations," Risk and Insurance 0308001, EconWPA. [Downloadable!]
  13. Ryosuke Matsuoka & Akihiko Takahashi & Yoshihiko Uchida, 2004. "A New Computational Scheme for Computing Greeks by the Asymptotic Expansion Approach," Asia-Pacific Financial Markets, Springer, vol. 11(4), pages 393-430, December. [Downloadable!] (restricted)
Statistics
Access and download statistics

Did you know? It is the publishers that input data about their publications, as there is no staff at RePEc.

This page was last updated on 2009-12-22.


This information is provided to you by IDEAS at the Department of Economics, College of Liberal Arts and Sciences, University of Connecticut using RePEc data on a server sponsored by the Society for Economic Dynamics.