PRICING OPTION UNDER STOCHASTIC
VOLATILITY DOUBLE JUMP MODEL (SVJJ)
Manal Bouskraoui1, Aziz Arbai2 1Department of Mathematics and Statistics
University Abdelmalek Essaadi at Tanger
St., 11 Elasmai borj II, Essaouira - 44 000, MOROCCO 2Navarre place, San Francisco 3
Tanger - 9000, MOROCCO
Through this paper, we introduce Fourier transform as an alternative approach to pricing option when the underlying asset follows Stochastic Volatility double Jump model (SVJJ).
In fact the weakness of the traditional approaches does not depend on closed formula of probability density function which is explicitly unknown under this model. The advantage of Fourier transform technique is that for a wide class of stock price the only thing necessary to evaluate European call is a so called characteristic function since there is one-to-one relation-ship between a p.d.f & ch.f and both of which uniquely determine a probability distribution. For accuracy and validation we implement pricing formulas FFT, Monte Carlo simulation and we compare both of them to the benchmark model BS.
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References
[1] G. Bakshi, C. Cao and Z. Chen, Empirical performance of alternative
option pricing models, J. Finance, 52 (1997), 2003-2049.
[2] G. Bakshi and Z. Chen, An alternative valuation model for contingent
claims, J. Finance, 81 (1997), 123-165.
[3] D. Bates, Jump and stochastic volatility: Exchange rate processes implicit
in deutsch mark in options, In: Review of Financial Studies, (1996), 637-659.
[4] F. Black and M. Scholes, The pricing of options and corporate liabilities,
J. Political. Economy., 81 (1973), 637-659.
[5] P. Carr and D.B. Maden, Option valuation using the fast Fourier transform, J. Comp. Fin., 2 (1999), 61-73.
[6] D. Duffie, J. Pan and K. Singleton, Tranform analysis and asset pricing
for affine jump diffusions, Econometrica, 68, No 6 (2000), 1343-1376.
[7] W. Gentleman, G. Sande, Fast Fourier transform for fun and profit, In:
Fall, Joint Computer Conf. AFIPS 29, (1966).
[8] J. Gill-Palaez, Note on the inversion theorem, Biometrika, 38 (1951), 481-482.
[9] F.B. Hanson, Applied Stochastic Processes and Control for Jump Diffusions: Modeling, Analysis and Computation, Philadelphia (2006).
[10] S. Heston, A closed-form solution for option with stochastic volatility with
applications to bond and currency options, In: Review of Financial Study
(1993), 337-343.
[11] R.A. Jarrow and E.R. Rosenfeld, Jump risks and the inter-temporal capital
asset pricing model, J. Business, 57 (1984), 337-351.
[12] R.C. Merton, Theory of rational option pricing, J. Economy. Mgmt., 4
(1973), 141-183.
[13] R.C. Merton, Option pricing when underlying stock returns are discontinuous, J. Financial Economics, 3 (1981), 125-144.
[14] E. Stein and J. Stein, Stock price distributions with stochastic volatility,
in: Review of Financial Studies (1991), 727-752.
[15] C. Zhu, Modular Pricing of Options. An Application of Fourier Analysis,
Springer, Berlin (2000).