Skip to main content Skip to main navigation menu Skip to site footer
  • Register
  • Login
  • Menu
  • Home
  • Current
  • Archives
  • About
    • About the Journal
    • Submissions
    • Editorial Team
    • Privacy Statement
    • Contact
  • Register
  • Login

Dynamic Econometric Models

Bayesian Pricing of the Optimal-Replication Strategy for European Option in the JD(M)J Model
  • Home
  • /
  • Bayesian Pricing of the Optimal-Replication Strategy for European Option in the JD(M)J Model
  1. Home /
  2. Archives /
  3. Vol. 12 (2012) /
  4. Articles

Bayesian Pricing of the Optimal-Replication Strategy for European Option in the JD(M)J Model

Authors

  • Maciej Kostrzewski Department of Econometrics and Operational Re-search, Cracow University of Economics

DOI:

https://doi.org/10.12775/DEM.2012.004

Keywords

incomplete markets, Bayesian inference, jump-diffusion process, pricing of deriv-atives

Abstract

In incomplete markets replication strategies may not exist and pricing of derivatives is not an easy task. This paper presents an application of Bertsimas, Kogan and Lo’s algorithm of determining an optimal-replication strategy. In the Merton model the likelihood function is a product of a mixture of infinite number of components. In the paper this number is assumed to be equal to a fixed value M+1. To determine the optimal strategy, we should estimate unknown parameters. To this end we resort to Bayesian estimation techniques. The presented methodology is exemplified by an empirical research.

 

References

Barndorff-Nielsen, O.E., Shephard, N. (2006), Econometrics of Testing for Jumps in Financial Economics Using Bipower Variation, Journal of Financial Econometrics, 4(1), 1–30.

Bernardo, J. M., Smith, A. F. M. (2002), Bayesian theory, Wiley Series in Probability and Statis-tics.

Bertsekas, D. (1995), Dynamic Programming and Optimal Control, Vol. I, Athena Scientific, Belmont, MA.

Bertsimas, D., Kogan L., Lo, A.W. (2001), Hedging Derivative Securities and Incomplete Markets: an ε-Arbitrage Approach, Operations Research, 49(3), 372–397.

Björk, T. (2004), Arbitrage Theory in Continuous Time, Oxford University Press.

Black, F., Scholes, M. (1973), The Pricing of Options and Corporate Liabilities, Journal of Political Economy, 81, 637–654.

Frühwirth-Schnatter, S. (2006), Finite Mixture and Markov Switching Models, Springer Science + Business Media, LCC.

Gamerman, D., Lopes, H.F. (2006), Markov Chain Monte Carlo. Stochastic Simulation for Bayes-ian Inference, Chapman & Hall/CRC.

Hanson, F.B., Westman, J.J. (2002), Stochastic Analysis of Jump-Diffusions for Financial Log-Return Processes, Stochastic Theory and Control, 280/2002, 169–183.

Kloeden, P.E., Platen, E. (1992), Numerical Solution of Stochastic Differential Equations, Springer-Verlag, Berlin-Heidelberg-New York.

Kostrzewski, M. (2011), Bayesian inference for the jump-diffusion model with M jumps, Working paper: http://home.agh.edu.pl/ kostrzew/BayesianInferenceJDMJ.pdf.

Lamberton, D., Lapeyre, B. (2000), Introduction to Stochastic Calculus Applied to Finance, CHAPMAN & HALL/CRC.

Lin, S-J., Huang, M-T. (2002), Estimating Jump-Diffusion Models Using the MCMC Simulation, National Tsing Hua University Department of Economics NTHU Working Paper Series, Working paper 0215E, October 2002.

Merton, R.C. (1976), Option pricing when underlying stock return rates are discontinuous, Journal of Financial Economics, 3, 141–183.

Newton, M.A., Raftery, A.E. (1994), Approximate Bayesian inference by the weighted likelihood bootstrap (with discussion), Journal of the Royal Statistical Society B, 56(1), 3–48.

Raftery, A. E., Newton, M. A., Satagopan, J. M., Krivitsky, P. N. (2007), Estimating the Inte-grated Likelihood via Posterior Simulation Using the Harmonic Mean Identity, Bayesian Statistics, 8, 1–45.

Schweizer, M. (1992), Variance-Optimal Hedging in Discrete Time, Mathematics of Operations Research, 20, 1–31.

Shreve, S.E. (2004), Stochastic Calculus for Finance II. Continuous-Time Models, Springer Sci-ence+Business Media, Inc.

Yu, B., Mykland, P. (1998), Looking at Markov Samplers Through CUMSUM Path Plots: A Simple Diagnostic Idea, Statistics and Computing, 8, 275–286.

Dynamic Econometric Models

Downloads

  • PDF

Published

2012-12-09

How to Cite

1.
KOSTRZEWSKI, Maciej. Bayesian Pricing of the Optimal-Replication Strategy for European Option in the JD(M)J Model. Dynamic Econometric Models. Online. 9 December 2012. Vol. 12, pp. 53-71. [Accessed 4 July 2025]. DOI 10.12775/DEM.2012.004.
  • ISO 690
  • ACM
  • ACS
  • APA
  • ABNT
  • Chicago
  • Harvard
  • IEEE
  • MLA
  • Turabian
  • Vancouver
Download Citation
  • Endnote/Zotero/Mendeley (RIS)
  • BibTeX

Issue

Vol. 12 (2012)

Section

Articles

License

The journal provides an Open Access to its content based on the non-exclusive licence Creative Commons (CC BY-ND 4.0).

To enable the publisher to disseminate the author's work to the fullest extent, the author must agrees to the terms and conditions of the License Agreement with Nicolaus Copernicus University.

Stats

Number of views and downloads: 502
Number of citations: 0

Search

Search

Browse

  • Browse Author Index
  • Issue archive

User

User

Current Issue

  • Atom logo
  • RSS2 logo
  • RSS1 logo

Information

  • For Authors

Newsletter

Subscribe Unsubscribe

Tags

Search using one of provided tags:

incomplete markets, Bayesian inference, jump-diffusion process, pricing of deriv-atives
Up

Akademicka Platforma Czasopism

Najlepsze czasopisma naukowe i akademickie w jednym miejscu

apcz.umk.pl

Partners

  • Akademia Ignatianum w Krakowie
  • Akademickie Towarzystwo Andragogiczne
  • Fundacja Copernicus na rzecz Rozwoju Badań Naukowych
  • Instytut Historii im. Tadeusza Manteuffla Polskiej Akademii Nauk
  • Instytut Kultur Śródziemnomorskich i Orientalnych PAN
  • Instytut Tomistyczny
  • Karmelitański Instytut Duchowości w Krakowie
  • Ministerstwo Kultury i Dziedzictwa Narodowego
  • Państwowa Akademia Nauk Stosowanych w Krośnie
  • Państwowa Akademia Nauk Stosowanych we Włocławku
  • Państwowa Wyższa Szkoła Zawodowa im. Stanisława Pigonia w Krośnie
  • Polska Fundacja Przemysłu Kosmicznego
  • Polskie Towarzystwo Ekonomiczne
  • Polskie Towarzystwo Ludoznawcze
  • Towarzystwo Miłośników Torunia
  • Towarzystwo Naukowe w Toruniu
  • Uniwersytet im. Adama Mickiewicza w Poznaniu
  • Uniwersytet Komisji Edukacji Narodowej w Krakowie
  • Uniwersytet Mikołaja Kopernika
  • Uniwersytet w Białymstoku
  • Uniwersytet Warszawski
  • Wojewódzka Biblioteka Publiczna - Książnica Kopernikańska
  • Wyższe Seminarium Duchowne w Pelplinie / Wydawnictwo Diecezjalne „Bernardinum" w Pelplinie

© 2021- Nicolaus Copernicus University Accessibility statement Shop