Option pricing under stochastic volatility and tempered stable Lévy jumps

The purpose of this paper is to introduce a stochastic volatility model for option pricing that exhibits Levy jump behavior. For this model, we derive the general formula for a European call option. A well known particular case of this class of models is the Bates model, for which the jumps are modeled by a compound Poisson process with normally distributed jumps. Alternatively, we turn our attention to infinite activity jumps produced by a tempered stable process. Then we empirically compare the estimated log-return probability density and the option prices produced from this model to both the Bates model and the Black–Scholes model. We find that the tempered stable jumps describe more precisely market prices than compound Poisson jumps assumed in the Bates model.

[1]  J. Rosínski Tempering stable processes , 2007 .

[2]  F. Black,et al.  The Pricing of Options and Corporate Liabilities , 1973, Journal of Political Economy.

[3]  T. Alderweireld,et al.  A Theory for the Term Structure of Interest Rates , 2004, cond-mat/0405293.

[4]  P. Carr,et al.  Time-Changed Levy Processes and Option Pricing ⁄ , 2002 .

[5]  E. Fama Mandelbrot and the Stable Paretian Hypothesis , 1963 .

[6]  Alan L. Lewis A Simple Option Formula for General Jump-Diffusion and Other Exponential Levy Processes , 2001 .

[7]  Svetlozar T. Rachev,et al.  Fat-Tailed and Skewed Asset Return Distributions : Implications for Risk Management, Portfolio Selection, and Option Pricing , 2005 .

[8]  Carlo Favero,et al.  A Spectral Estimation of Tempered Stable Stochastic Volatility Models and Option Pricing , 2010, Comput. Stat. Data Anal..

[9]  S. Rachev,et al.  Stable Paretian Models in Finance , 2000 .

[10]  B. Mandelbrot The Variation of Certain Speculative Prices , 1963 .

[11]  C. Heyde,et al.  On changes of measure in stochastic volatility models , 2006 .

[12]  Ken-iti Sato Lévy Processes and Infinitely Divisible Distributions , 1999 .

[13]  P. Carr,et al.  Option valuation using the fast Fourier transform , 1999 .

[14]  David S. Bates Jumps and Stochastic Volatility: Exchange Rate Processes Implicit in Thephlx Deutschemark Options , 1993 .

[15]  S. Heston A Closed-Form Solution for Options with Stochastic Volatility with Applications to Bond and Currency Options , 1993 .

[16]  Koponen,et al.  Analytic approach to the problem of convergence of truncated Lévy flights towards the Gaussian stochastic process. , 1995, Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics.

[17]  D. Applebaum Lévy Processes and Stochastic Calculus: Preface , 2009 .

[18]  V. Yakovenko,et al.  Probability distribution of returns in the Heston model with stochastic volatility , 2002, cond-mat/0203046.