Title:
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DG method for the numerical pricing of two-asset European-style Asian options with fixed strike (English) |
Author:
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Hozman, Jiří |
Author:
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Tichý, Tomáš |
Language:
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English |
Journal:
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Applications of Mathematics |
ISSN:
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0862-7940 (print) |
ISSN:
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1572-9109 (online) |
Volume:
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62 |
Issue:
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6 |
Year:
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2017 |
Pages:
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607-632 |
Summary lang:
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English |
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Category:
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math |
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Summary:
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The evaluation of option premium is a very delicate issue arising from the assumptions made under a financial market model, and pricing of a wide range of options is generally feasible only when numerical methods are involved. This paper is based on our recent research on numerical pricing of path-dependent multi-asset options and extends these results also to the case of Asian options with fixed strike. First, we recall the three-dimensional backward parabolic PDE describing the evolution of European-style Asian option contracts on two assets, whose payoff depends on the difference of the strike price and the average value of the basket of two underlying assets during the life of the option. Further, a suitable transformation of variables respecting this complex form of a payoff function reduces the problem to a two-dimensional equation belonging to the class of convection-diffusion problems and the discontinuous Galerkin (DG) method is applied to it in order to utilize its solving potentials. The whole procedure is accompanied with theoretical results and differences to the floating strike case are discussed. Finally, reference numerical experiments on real market data illustrate comprehensive empirical findings on Asian options. (English) |
Keyword:
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option pricing |
Keyword:
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discontinuous Galerkin method |
Keyword:
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Asian option |
Keyword:
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basket option |
Keyword:
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fixed strike |
MSC:
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35Q91 |
MSC:
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65M60 |
MSC:
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91G60 |
MSC:
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91G80 |
idZBL:
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Zbl 06861548 |
idMR:
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MR3745743 |
DOI:
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10.21136/AM.2017.0176-17 |
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Date available:
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2018-01-02T13:44:01Z |
Last updated:
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2020-07-02 |
Stable URL:
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http://hdl.handle.net/10338.dmlcz/147000 |
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Reference:
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[1] Achdou, Y., Pironneau, O.: Computational Methods for Option Pricing.Frontiers in Applied Mathematics 30 Society for Industrial and Applied Mathematics, Philadelphia (2005). Zbl 1078.91008, MR 2159611, 10.1137/1.9780898717495 |
Reference:
|
[2] Alziary, B., Décamps, J.-P., Koehl, P.-F.: A P.D.E. approach to Asian options: analytical and numerical evidence.J. Bank. Financ. 21 (1997), 613-640. 10.1016/S0378-4266(96)00057-X |
Reference:
|
[3] Black, F., Scholes, M.: The pricing of options and corporate liabilities.J. Polit. Econ. 81 (1973), 637-654. Zbl 1092.91524, MR 3363443, 10.1086/260062 |
Reference:
|
[4] Boyle, P., Broadie, M., Glasserman, P.: Monte Carlo methods for security pricing.J. Econ. Dyn. Control 21 (1997), 1267-1321. Zbl 0901.90007, MR 1470283, 10.1016/S0165-1889(97)00028-6 |
Reference:
|
[5] Ciarlet, P. G.: The Finite Element Method for Elliptic Problems.Studies in Mathematics and Its Applications 4, North-Holland Publishing Company, Amsterdam (1978). Zbl 0383.65058, MR 0520174 |
Reference:
|
[6] Cont, R., Tankov, P.: Financial Modelling with Jump Processes.Chapman & Hall/CRC Financial Mathematics Series, Chapman and Hall/CRC, Boca Raton (2004). Zbl 1052.91043, MR 2042661, 10.1201/9780203485217 |
Reference:
|
[7] Cox, J. C., Ross, S. A., Rubinstein, M.: Option pricing: a simplified approach.J. Financ. Econ. 7 (1979), 229-263. Zbl 1131.91333, 10.1016/0304-405X(79)90015-1 |
Reference:
|
[8] Dolejší, V., Feistauer, M.: Discontinuous Galerkin Method. Analysis and Applications to Compressible Flow.Springer Series in Computational Mathematics 48, Springer, Cham (2015). Zbl 06467550, MR 3363720, 10.1007/978-3-319-19267-3 |
Reference:
|
[9] Dubois, F., Lelièvre, T.: Efficient pricing of Asian options by the PDE approach.J. Comput. Finance 8 (2005), 55-63. 10.21314/jcf.2005.138 |
Reference:
|
[10] Eberlein, E., Papapantoleon, A.: Equivalence of floating and fixed strike Asian and lookback options.Stochastic Processes Appl. 115 (2005), 31-40. Zbl 1114.91049, MR 2105367, 10.1016/j.spa.2004.07.003 |
Reference:
|
[11] Hale, J. K.: Ordinary Differential Equations.Pure and Applied Mathematics 21, Wiley-Interscience a division of John Wiley & Sons, New York (1969). Zbl 0186.40901, MR 0419901 |
Reference:
|
[12] Harrison, J. M., Kreps, D. M.: Martingales and arbitrage in multiperiod securities markets.J. Econ. Theory 20 (1979), 381-408. Zbl 0431.90019, MR 0540823, 10.1016/0022-0531(79)90043-7 |
Reference:
|
[13] Haug, E. G.: The Complete Guide to Option Pricing Formulas.McGraw-Hill, New York (2006). |
Reference:
|
[14] Hecht, F.: New development in freefem++.J. Numer. Math. 20 (2012), 251-265. Zbl 1266.68090, MR 3043640, 10.1515/jnum-2012-0013 |
Reference:
|
[15] Henderson, V., Wojakowski, R.: On the equivalence of floating- and fixed-strike Asian options.J. Appl. Probab. 39 (2002), 391-394. Zbl 1004.60042, MR 1908953, 10.1239/jap/1025131434 |
Reference:
|
[16] Hozman, J.: Analysis of the discontinuous Galerkin method applied to the European option pricing problem.AIP Conference Proceedings 1570 (2013), 227-234. 10.1063/1.4854760 |
Reference:
|
[17] Hozman, J., Tichý, T.: Black-Scholes option pricing model: Comparison of $h$-convergence of the DG method with respect to boundary condition treatment.ECON - Journal of Economics, Management and Business 24 (2014), 141-152. 10.7327/econ.2014.03.03 |
Reference:
|
[18] Hozman, J., Tichý, T.: On the impact of various formulations of the boundary condition within numerical option valuation by DG method.Filomat 30 (2016), 4253-4263. Zbl 06750048, MR 3601917, 10.2298/FIL1615253H |
Reference:
|
[19] Hozman, J., Tichý, T.: DG method for numerical pricing of multi-asset Asian options---The case of options with floating strike.Appl. Math., Praha 62 (2017), 171-195. Zbl 06738487, MR 3649516, 10.21136/AM.2017.0273-16 |
Reference:
|
[20] Hozman, J., Tichý, T., Cvejnová, D.: A discontinuous Galerkin method for two-dimensional PDE models of Asian options.AIP Conference Proceedings 1738 (2016), Article no. 080011. 10.1063/1.4951846 |
Reference:
|
[21] J. E. Ingersoll, Jr.: Theory of Financial Decision Making.Rowman & Littlefield Publishers, New Jersey (1987). |
Reference:
|
[22] Lions, J. L., Magenes, E.: Non-Homogeneous Boundary Value Problems and Applications. Vol. I.Die Grundlehren der mathematischen Wissenschaften 181, Springer, Berlin (1972). Zbl 0223.35039, MR 0350177, 10.1007/978-3-642-65161-8 |
Reference:
|
[23] Merton, R. C.: Theory of rational option pricing.Bell J. Econ. Manage. Sci. 4 (1973), 141-183. Zbl 1257.91043, MR 0496534, 10.2307/3003143 |
Reference:
|
[24] Reed, W. H., Hill, T. R.: Triangular mesh methods for the neutron transport equation.Conf. Report, National Topical Meeting on Mathematical Models and Computational Techniques for Analysis of Nuclear Systems, Ann Arbor 1973 Technical Report LA-UR-73-479, Los Alamos Scientific Laboratory, New Mexico (1973). |
Reference:
|
[25] Rektorys, K.: Variational Methods in Engineering Problems and in Problems of Mathematical Physics.Nakladatelsví Technické Literatury, Praha Czech (1974). Zbl 0371.35001, MR 0487652 |
Reference:
|
[26] Rivière, B.: Discontinuous Galerkin Methods for Solving Elliptic and Parabolic Equations. Theory and Implementation.Frontiers in Applied Mathematics 35, Society for Industrial and Applied Mathematics, Philadelphia (2008). Zbl 1153.65112, MR 2431403, 10.1137/1.9780898717440 |
Reference:
|
[27] Rogers, L. C. G., Shi, Z.: The value of an Asian option.J. Appl. Probab. 32 (1995), 1077-1088. Zbl 0839.90013, MR 1363350, 10.2307/3215221 |
Reference:
|
[28] Večeř, J.: A new PDE approach for pricing arithmetic average Asian options.J. Comput. Finance 4 (2001), 105-113. 10.21314/jcf.2001.064 |
Reference:
|
[29] Večeř, J.: Unified pricing of Asian options.Risk 15 (2002), 113-116. |
Reference:
|
[30] Wilmott, P., Dewynne, J., Howison, J.: Option Pricing: Mathematical Models and Computation.Financial Press, Oxford (1993). Zbl 0844.90011 |
Reference:
|
[31] Zeidler, E.: Nonlinear Functional Analysis and Its Applications. II/A: Linear Monotone Operators.Springer, New York (1990). Zbl 0684.47028, MR 1033497, 10.1007/978-1-4612-0985-0 |
Reference:
|
[32] Zvan, R., Forsyth, P. A., Vetzal, K.: Robust numerical methods for PDE models of Asian options.J. Comput. Finance 1 (1998), 39-78. 10.21314/jcf.1997.006 |
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