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A FAST AND ROBUST NUMERICAL METHOD FOR OPTION PRICES AND GREEKS IN A JUMP-DIFFUSION MODEL

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초록

We propose a fast and robust finite difference method for Merton's jump diffusion model, which is a partial integro-differential equation. To speed up a computational time, we compute a matrix so that we can calculate the non-local integral term fast by a simple matrix-vector operation. Also, we use non-uniform grids to increase effiency. We present numerical experiments such as evaluation of the option prices and Greeks to demonstrate a performance of the proposed numerical method. The computational results are in good agreements with the exact solutions of the jump-diffusion model.

Abstract

We propose a fast and robust finite difference method for Merton's jump diffusion model, which is a partial integro-differential equation. To speed up a computational time, we compute a matrix so that we can calculate the non-local integral term fast by a simple matrix-vector operation. Also, we use non-uniform grids to increase effiency. We present numerical experiments such as evaluation of the option prices and Greeks to demonstrate a performance of the proposed numerical method. The computational results are in good agreements with the exact solutions of the jump-diffusion model.

참고문헌 (13)

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  5. D.J. Duffy, "Finite Difference methods in financial engineering: a Partial Differential Equation approach" (2006), John Wiley & Sons
  6. L. Feng, "Pricing options in jump-diffusion models: an extrapolation approach", Oper. Res, 56(2), pp.304~325 (2008)
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  8. Y.H. Kwon, "A second-order finite difference method for option pricing under jump-diffusion models", SIAM J. Numer. Anal, 49(6), pp.2598~2617 (2011)
  9. 김준석, "ACCURATE AND EFFICIENT COMPUTATIONS FOR THE GREEKS OF EUROPEAN MULTI-ASSET OPTIONS", Journal of the Korean Society for Industrial and Applied Mathematics, 18(1), pp.61~74 (2014), 한국산업응용수학회[DOI]
  10. R.C. Merton, "Option pricing when underlying stock returns are discontinuous", J. Polit. Econ, 3(1), pp.125~144 (1976)
  11. P. Tankov, "Financial modelling with jump processes" (2003), CRC press
  12. "Using MATLAB" (1998)[URL]
  13. H. Windcliff, "Analysis of the stability of the linear bound-ary condition for the Black-Scholes equation", J. Comput. Fin, 8, pp.65~92 (2004)

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