Abstract
We present a method of numerical approximation and computer simulation of stable Ornstein-Uhlenbeck processes derived as solutions of linear stochastic differential equations driven by a stable Levy motion and some results on the convergence of this method. Making use of some statistical methods of construction of density estimators and applying computer graphics we get additional interesting quantitative and visual information on the family of stable Ornstein-Uhlenbeck processes that satisfy these equations.
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References
Adler, R.J., Cambanis, S. and Samorodnitsky, G., (1990) On stable Markov processes, Stoch. Proc. Appl. 34, 1–17.
Arnold, L., (1974) Stochastic Differential Equations, Wiley, New York.
Cambanis, S., Samorodnitsky, G. and Taqqu, M., eds. (1991) Stable Processes and Related Topics, Birkhäuser, Boston.
Chambers, J.M., Mallows, C.L. and Stuck, B.W., (1976) A method for simulating stable random variables, J. Amer. Stat. Assoc, 71, 340–344.
Devroye, L. and Györfi, L., (1985) Nonparametric Density Estimation: The L 1 View, Wiley, New York.
Doob, J.L., (1942) The Brownian movement and stochastic equations, Ann. Math. 43, 351–369.
Gardner, W.A., (1985) Introduction to Random Processes with Applications to Signals and Systems, MacMillan, London.
Hardin jr., C.D., (1982) On the spectral representation of symmetric stable processes, J. Multivariate Anal. 12, 385–401.
Janicki, A. and Weron, A., Simulation and Ergodic Behavior of Stable Stochastic Processes, (book in preparation).
Kallianpur, G., (1980) Stochastic Filtering Theory, Springer, New York.
Pardoux, E. and Talay, D., (1985) Discretization and simulation of stochastic differential equations, Acta Applicandae Mathematicae 3, 23–47.
Protter, P., (1990) Stochastic Integration and Differential Equations: A New Approach, Springer, New York.
Samorodnitsky, G. and Taqqu, M.S., Non-Gausssian Stable Processes (book in preparation).
Talay, D., (1983) Résolution trajectorielle et analyse numérique des équations différentielles stochastiques, Stochastics 9, 275–306.
Weron, A., (1984) Stable processes and measures: A survey, pp. 306–364 in Probability Theory on Vector Spaces III, Szynal, D. and Weron, A., eds. Lecture Notes in Mathematics 1080, Springer, New York.
West, B.J. and Seshadri, V., (1982) Linear systems with Lévy fluctuations, Physica 113A, 203–216.
Yamada, T., (1976) Sur l’approximation des equations différentielles stochastiques, Zeit. Wahrsch. verw. Geb. 36, 133–140.
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© 1993 Springer-Verlag New York, Inc.
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Janicki, A., Podgórski, K., Weron, A. (1993). Computer Simulation of α-stable Ornstein-Uhlenbeck Processes. In: Cambanis, S., Ghosh, J.K., Karandikar, R.L., Sen, P.K. (eds) Stochastic Processes. Springer, New York, NY. https://doi.org/10.1007/978-1-4615-7909-0_19
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DOI: https://doi.org/10.1007/978-1-4615-7909-0_19
Publisher Name: Springer, New York, NY
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