Abstract
In this paper we investigate asymptotic behavior of error of a discrete time hedging strategy in a fractional Black-Scholes model in the sense of Wick-Itô-Skorohod integration. The rate of convergence of the hedging error due to discrete-time trading when the true strategy is known for the trader, is investigated. The result provides new statistical tools to study and detect the effect of the long-memory and the Hurst parameter for the error of discrete time hedging.
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O E Barndorff-Nielsen, S E Graversen, J Jacod, M Podolskij, N Shephard. A central limit theorem for realised power and bipower variations of continuous semimartingales, In: From Stochastic Calculus to Mathematical Finance: The Shiryaev Festschrift, Springer-Verlag, Berlin, 2006, 33–68.
O E Barndorff-Nielsen, N Shephard. Econometric analysis of realized volatility and its use in estimating stochastic volatility models, J Roy Statist Soc Ser B, 2002, 64: 253–280.
C Bender, P Parczewski. On the connection between discrete and continuous Wick calculus with an application to the fractional Black-Scholes model, In: Stochastic Processes, Finance and Control, World Scientific, 2012, 3–40.
D Bertsimas, L Kogan, A W Lo. When is time continuous, J Financ Econ, 2000, 55, 173–204.
F Biagini, Y Hu, B Øksendal, T Zhang. Stochastic Calculus for Fractional Brownian Motion and Applications, Springer-Verlag, London, 2008.
T Björk, H Hult. A note on Wick products and the fractional Black-Scholes model, Financ Stoch, 2005, 9(2): 197–209.
J M Corcuera, D Nualart, J H C Woerner. Power variation of some integral fractional processes, Bernoulli, 2006, 12(4): 713–735.
T E Duncan, Y Hu, B Pasik-Duncan. Stochastic calculus for fractional Brownian motion I Theory, SIAM J Control Optim, 2000, 38: 582–612.
X Fernique. Regularié des trajectoires des fonctions aléatoires gaussiennes, In: École d’ Été de Probabilités de Saint-Flour IV–1974, P L Hennequin, eds, Lecture Notes in Mathematics, Vol 480, Springer-Verlag, Berlin, 1975.
C Geiss, S Geiss. On an approximation problem for stochastic integrals where random time nets do not help, Stochastic Process Appl, 2006, 116: 407–422.
S Geiss. Quantitative approximation of certain stochastic integrals, Stoch Stoch Rep, 2002, 73: 241–270.
S Geiss, A Toivola. Weak convergence of error processes in discretizations of stochastic integrals and Besov spaces, Bernoulli, 2009, 15(4): 925–954.
E Gobet, E Temam. Discrete time hedging errors for options with irregular pay-offs, Financ Stoch, 2001, 5: 357–367.
T Hayashi, P A Mykland. Hedging errors: and asymptotic approach, Math Financ, 2005, 15: 309–343.
Y Hu, B Øksendal. Fractional white noise calculus and applications to finance, Infin Dimens Anal Quantum Probab Relat Top, 2003, 6: 1–32.
Y Hu, J A Yan. Wick calculus for nonlinear Gaussian functionals, Acta Math Appl Sin Engl Ser, 2009, 25: 399–414.
J Jacod. The Euler scheme for Lévy driven stochastic differential equations: Limit theorems, Ann Probab, 2004, 32(4): 1830–1872.
B B Mandelbrot, J W Van Ness. Fractional Brownian motions, fractional noises and applications, SIAM Rev, 1968, 10: 422–437.
Y S Mishura. Stochastic Calculus for Fractional Brownian Motion and Related Processes, Lecture Notes in Mathematics, Vol 1929, Springer-Verlag Berlin, 2008.
H Rootzén. Limit distributions for the error in approximations of stochastic integrals, Ann Probab, 1980, 8: 241–251.
P Tankov, E Voltchkova. Asymptotic analysis of hedging errors in models with jumps, Stochastic Process Appl, 2009, 119: 2004–2027.
J A Yan. Products and transforms of white-noise functionals (in general setting), Appl Math Optim, 1995, 31: 137–153.
L C Young. An inequality of the Hölder type, connected with Stieltjes integration, Acta Math, 1936, 67: 251–282.
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The author wishes to express his deep gratitude to thr referee for his/her valuable comments on an earlier version, which improve the quality of this paper.
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Supported by the National Natural Science Foundation of China (11671115) and the Natural Science Foundation of Zhejiang Province (LY14A010025).
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Wang, Ws. On discrete time hedging errors in a fractional Black-Scholes model. Appl. Math. J. Chin. Univ. 32, 211–224 (2017). https://doi.org/10.1007/s11766-017-3160-x
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DOI: https://doi.org/10.1007/s11766-017-3160-x