Abstract
In this paper, we derive closed formulas for moments and Mellin transform of the asset price in the stochastic volatility Stein and Stein model. Next, we present applications of our results to pricing power and self-quanto options using numerical methods.
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L.B.G. Andersen and V.V. Piterbarg, Moment explosions in stochastic volatility models, Finance Stoch., 11:29–50, 2007.
T. Andersen, H.-J. Chung, and B.E. Sorensen, Efficient method of moments estimation of a stochastic volatility model: A Monte Carlo study, J. Econom., 91:61–87, 1999.
T.G. Andersen and B.E. Sorensen, GMM estimation of a stochastic volatility model: A Monte Carlo study, J. Bus. Econ. Stat., 14:328–352, 1996.
O.E. Barndorff-Nielsen and N. Shephard, Non-Gaussian Ornstein–Uhlenbeck-based models and some of their uses in financial economics, J. R. Stat. Soc. Ser. B Stat. Methodol., 63(2):167–241, 1999.
A. Borodin and P. Salminen, Handbook of Brownian Motion – Facts and Formulae, 2nd ed., Birkhäuser, Basel, 2002.
P. Carr and D. Madan, Option valuation using the fast Fourier transform, J. Comput. Finance, 2:61–73, 1998.
J.W. Cooley and J.W. Tukey, An algorithm for the machine calculation of complex Fourier series, Math. Comput., 19(90):297–301, 1965.
M. D’Amico, G. Fusai, and A. Tagliani, Valuation of exotic options using moments, Oper. Res., Int. J., 2(2):157–186, 2002.
Eqworld – the world of mathematical equations, available from: http://eqworld.ipmnet.ru/index.htm.
S. Fadugba and C. Nwozo, Valuation of European call options via the fast Fourier transform and the improved Mellin transform, Journal of Mathematical Finance, 6(2):338–359, 2016.
L. Fatone, F. Mariani, M.C. Recchioni, and F. Zirilli, The calibration of some stochastic volatility models used in mathematical finance, Open Journal of Applied Sciences, 92(1):23–33, 2014.
A. Ronald Gallant and G. Tauchen, The relative efficiency of method of moments estimators, J. Econom., 6(2):149–172, 1999.
J. Gil-Pelaez, Note on the inversion theorem, Biometrika, 38(3-4):481–482, 1951.
A. Gulisashvili, Analytically Tractable Stochastic Stock Price Models, Springer, Berlin, Heidelberg, 2012.
P. Hagan, D. Kumar, A. Lesniewski, and D. Woodward, Managing smile risk, Wilmott Magazine, pp. 84–108, 2002.
L.P. Hansen, Large sample properties of generalized method of moments estimators, Econometrica, 50:1029–1054, 1982.
J. Hull and A. White, The pricing of options on assets with stochastic volatilities, J. Finance, 42:281–300, 1987.
J. Jakubowski and M. Wiśniewolski, On some Brownian functionals and their applications to moments in the lognormal stochastic volatility model, Stud. Math., 219:201–224, 2013.
J. Jakubowski and M. Wiśniewolski, On matching diffusions, Laplace transforms and partial differential equations, Stochastic Processes Appl., 125:3663–3690, 2015.
M. Jeanblanc, M. Yor, and M. Chesney, Mathematical Methods for Financial Markets, Springer-Verlag, London, 2009.
I. Karatzas and S. Shreve, Brownian Motion and Stochastic Calculus, Springer-Verlag, New York, 1998.
E. Levy, Pricing European average rate currency options, J. Int. Money Finance, 11:474–491, 1992.
G.D. Lin, Characterizations of distributions via moments, Sankhyā, Ser. A, 54:128–132, 1992.
R. Mansuy and M. Yor, Aspects of Brownian Motion, Springer-Verlag, Berlin, Heidelberg, 2008.
S.E. Posner and M.A. Milevsky, Valuing exotic options by approximating the spd with higher moments, Journal of Financial Engineering, 7(2):109–125, 1998.
S. Raible, Lévy Processes in Finance: Theory, Numerics and Empirical Facts, PhD dissertation, Freiburg University, 2000.
R. Rebonato, Volatility and Correlation: The Perfect Hedger and the Fox, 2nd ed., John Wiley & Sons, 2004.
D. Revuz and M. Yor, Continuous Martingales and Brownian Motion, 3rd ed., Springer-Verlag, Berlin, Heidelberg, 2005.
I. SenGupta, Pricing Asian options in financial markets using Mellin transform, Electron. J. Differ. Equ., 2014(234):1–9, 2014.
I. SenGupta, Generalized BN-S stochastic volatility model for option pricing, Int. J. Theor. Appl. Finance, 19(02):1650014, 2016.
R. Shöbel and J. Zhu, Stochastic volatility with an Ornstein–Uhlenbeck process: An extension, Eur. Finance Rev., 3:23–46, 1999.
C. Sin, Complications with stochastic volatility models, Adv. Appl. Probab., 30:256–268, 1998.
E. Stein and J. Stein, Stock price distributions with stochastic volatility: An analytic approach, Rev. Financ. Stud., 4:727–752, 1991.
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Jakubowski, J., Michalik, Z. & Wiśniewolski, M. Moments and Mellin transform of the asset price in Stein and Stein model and option pricing. Lith Math J 58, 33–47 (2018). https://doi.org/10.1007/s10986-018-9380-9
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DOI: https://doi.org/10.1007/s10986-018-9380-9