Abstract
A general class of stochastic volatility models with jumps is considered and an asymptotic expansion for European option prices around the Black–Scholes prices is validated in the light of Yoshida’s martingale expansion theory. Several known formulas of regular and singular perturbation expansions are obtained as corollaries. An expansion formula for the Black–Scholes implied volatility is given which explains the volatility skew and term structure. The leading term of the expansion is always an affine function of log moneyness, while the term structure of the coefficients depends on the details of the underlying stochastic volatility model. Several specific models which represent various types of term structure are studied.
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Alós, E., León, J.A., Vives, J.: On the short-time behavior of the implied volatility for jump-diffusion models with stochastic volatility. Finance Stoch. 11, 571–589 (2007)
Conlon, J.G., Sullivan, M.G.: Convergence to Black–Scholes for ergodic volatility models. Eur. J. Appl. Math. 16, 385–409 (2005)
Fouque, J.P., Papanicolaou, G., Sircar, K.R.: Derivatives in Financial Markets with Stochastic Volatility. Cambridge University Press, Cambridge (2000)
Fouque, J.P., Papanicolaou, G., Sircar, R., Solna, K.: Singular perturbations in option pricing. SIAM J. Appl. Math. 63, 1648–1665 (2003)
Fouque, J.P., Papanicolaou, G., Sircar, R., Solna, K.: Multiscale stochastic volatility asymptotics. Multiscale Model. Simul. 2, 22–42 (2003)
Fouque, J.P., Papanicolaou, G., Sircar, R., Solna, K.: Maturity cycles in implied volatility. Finance Stoch. 8, 451–477 (2004)
Fouque, J.P., Papanicolaou, G., Sircar, R., Solna, K.: Timing the smile. Wilmott Mag. Mar/Apr, 59–65 (2004)
Fouque, J.P., Sircar, R., Solna, K.: Stochastic volatility effects on defaultable bonds. Appl. Math. Finance 13, 215–244 (2006)
Fukasawa, M.: Edgeworth expansion for ergodic diffusions. Probab. Theory Relat. Fields 142, 1–20 (2008)
Fukasawa, M.: Asymptotic analysis for stochastic volatility: edgeworth expansion (2008, submitted). http://arxiv.org/abs/1004.2106
Hagan, P.S., Kumar, D., Lesniewski, S., Woodward, D.E.: Managing smile risk. Wilmott Mag. 18(11), 84–108 (2002)
Heston, S.L.: A closed-form solution for options with stochastic volatility with applications to bond and currency options. Rev. Financ. Stud. 6, 327–343 (1993)
Hull, J., White, A.: The pricing of options on assets with stochastic volatilities. J. Finance 42, 281–300 (1987)
Jacod, J., Shiryaev, A.N.: Limit Theorems for Stochastic Processes, 2nd edn. Springer, Berlin (2002)
Khasminskii, R.Z., Yin, G.: Uniform asymptotic expansions for pricing European options. Appl. Math. Optim. 52, 279–296 (2005)
Lee, R.W.: Implied and local volatilities under stochastic volatility. Int. J. Theor. Appl. Finance 4, 45–89 (2001)
Lewis, A.L.: Option Valuation under Stochastic Volatility, with Mathematica Code. Finance Press, Newport Beach (2000)
Masuda, H., Yoshida, N.: Asymptotic expansion for Barndorff–Nielsen and Shephard’s stochastic volatility model. Stoch. Process. Appl. 115, 1167–1186 (2005)
Nicolato, E., Venardos, E.: Option pricing in stochastic volatility models of the Ornstein–Uhlenbeck type. Math. Finance 13, 445–466 (2003)
Nelson, D.B.: ARCH models as diffusion approximations. J. Econom. 45, 7–38 (1990)
Nualart, D.: The Malliavin Calculus and Related Topics, 2nd edn. Probability and its Applications (New York). Springer, Berlin (2006)
Osajima, Y.: The asymptotic expansion formula of implied volatility for dynamic SABR model and FX hybrid model. UTMS preprint series. The University of Tokyo (2006). http://faculty.ms.u-tokyo.ac.jp/users/preprint/preprint2006.html
Renault, E., Touzi, N.: Option hedging and implicit volatilities. Math. Finance 6, 279–302 (1996)
Yoshida, N.: Asymptotic expansion for statistics related to small diffusions. J. Jpn. Stat. Soc. 22, 139–159 (1992)
Yoshida, N.: Malliavin calculus and asymptotic expansion for martingales. Probab. Theory Relat. Fields 109, 301–342 (1997)
Yoshida, N.: Malliavin calculus and martingale expansion. Bull. Sci. Math. 125, 431–456 (2001)
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Fukasawa, M. Asymptotic analysis for stochastic volatility: martingale expansion. Finance Stoch 15, 635–654 (2011). https://doi.org/10.1007/s00780-010-0136-6
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DOI: https://doi.org/10.1007/s00780-010-0136-6
Keywords
- Asymptotic expansion
- Fast mean reversion
- Fractional Brownian motion
- Jump-diffusion
- Partial Malliavin calculus
- Yoshida’s formula