Abstract
Exponential functionals of Lévy processes appear as stationary distributions of generalized Ornstein–Uhlenbeck (GOU) processes. In this paper we obtain the infinitesimal generator of the GOU process and show that it is a Feller process. Further, we use these results to investigate properties of the mapping \(\Phi \), which maps two independent Lévy processes to their corresponding exponential functional, where one of the processes is assumed to be fixed. We show that in many cases this mapping is injective, and give the inverse mapping in terms of (Lévy) characteristics. Also, continuity of \(\Phi \) is treated, and some results on its range are obtained.
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Alsmeyer, G., Iksanov, A., Rösler, U.: On distributional properties of perpetuities. J. Theoret. Probab. 22, 666–682 (2009)
Applebaum, D.: Lévy Processes and Stochastic Calculus. Cambridge University Press, Cambridge (2004)
Behme, A.: Distributional properties of solutions of \(dV_t = V_{t-} dU_t + dL_t\) with Lévy noise. Adv. Appl. Prob. 43, 688–711 (2011)
Behme, A., Lindner, A., Maller, R.: Stationary solutions of the stochastic differential equation \(dV_t = V_{t-} dU_t + dL_t\) with Lévy noise. Stoch. Process. Appl. 121, 91–108 (2011)
Behme, A., Maejima, M., Matsui, M., Sakuma, N.: Distributions of exponential integrals of independent increment processes related to generalized gamma convolutions. Bernoulli 18, 1172–1187 (2012)
Bertoin, J., Lindner, A., Maller, R.: On continuity properties of the law of integrals of Lévy processes. In: Donati-Martin, C., Émery, M., Rouault, A., Stricker, C. (eds.) Séminaire de Probabilités XLI, Lecture Notes in Mathematics 1934, 137–159. Springer, Berlin (2008)
Billingsley, P.: Convergence of Probability Measures, 2nd edn. Wiley Series in Probability and Statistics, New York (1999)
Brandt, A.: The stochastic equation \(Y_{n+1}=A_nY_n+B_n\) with stationary coefficients. Adv. Appl. Prob. 18, 211–220 (1986)
Carmona, P.: Some complements to “On the distribution and asymptotic results for exponential functionals of Lévy processes” (1996). Available online at http://www.math.sciences.univ-nantes.fr/~carmona/com.ps.gz
Carmona, P., Petit, F., Yor, M.: On the distribution and asymptotic results for exponential functionals of Lévy processes. In Yor, M. (ed.): Exponential Functionals and Principal Values Related to Brownian Motion, Bibl. Rev. Mat. Iberoamericana, Rev. Mat. Iberoamericana, Madrid, pp. 73–130 (1997)
Carmona, P., Petit, F., Yor, M.: Exponential functionals of Lévy processes. In: Barndorff-Nielsen, O.E., Mikosch, T., Resnick, S. (eds.) Lévy Processes, pp. 41–55. Birkhäuser Boston, Boston (2001)
Erickson, K.B., Maller, R.A.: Generalised Ornstein-Uhlenbeck processes and the convergence of Lévy integrals. In: Emery, M., Ledoux, M., Yor, M. (eds.) Séminaire de Probabilités XXXVIII, Lecture Notes in Mathematics 1857, 70–94. Springer, Berlin (2005)
Ethier, S., Kurtz, T.: Markov Processes: Characterization and Convergence. Wiley Series in Probability and Mathematical Statistics, New York (1986)
Il’inskii, A.I.: On the zeros and argument of characteristic functions. Theory Probab. Appl. 29, 410–415 (1975)
Jacod, J., Shiryaev, A.N.: Limit Theorems for Stochastic Processes, 2nd edn. Springer, New-York (2003)
Jurek, Z.J., Mason, J.D.: Operator-Limit Distributions in Probability Theory. Wiley, New York (1993)
Kallenberg, O.: Foundations of Modern Probability, 2nd edn. Springer, Berlin (2001)
Karandikar, R.L.: Multiplicative decomposition of nonsingular matrix valued semimartingales. In: Azéma, J., Yor, M., Meyer, P. (eds.) Séminaire de Probabilités XXV, Lecture Notes in Math, vol. 1485, pp. 262–269, Springer, Berlin (1991)
Kato, T.: Perturbation Theory for Linear Operators, 2nd edn. Springer, Berlin (1976)
Kawata, T.: Fourier Analysis in Probability Theory. Academic, New York (1972)
Kolokoltsov, V.: Markov Processes, Semigroups and Generators. De Gruyter Studies in Mathematics, vol. 38. de Gruyter, Berlin (2011).
Kondo, H., Maejima, M., Sato, K.: Some properties of exponential integrals of Lévy processes and examples. Electr. Comm. Probab. 11, 291–303 (2006)
Kuznetsov, A., Pardo, J.C., Savov, M.: Distributional properties of exponential functionals of Lévy processes. Electron. J. Probab. 17, 1–35 (2012)
Kyprianou, A.: Introductory Lectures on Fluctuations of Lévy Processes with Applications. Springer, Berlin (2006)
Lévy, P.: Quelques problèmes non résolus de la théorie des fonctions caractéristiques. Ann. Mat. Pura Appl. 53(4), 315–331 (1961)
Liggett, T.: Continuous Time Markov Processes. An Introduction. AMS Graduate Studies in Mathematics, vol. 113. AMS, Providence (2010)
Lindner, A., Maller, R.: Lévy integrals and the stationarity of generalised Ornstein-Uhlenbeck processes. Stoch. Process. Appl. 115, 1701–1722 (2005)
Lindner, A., Sato, K.: Continuity properties and infinite divisibility of stationary distributions of some generalised Ornstein-Uhlenbeck processes. Ann. Probab. 37, 250–274 (2009)
Loève, M.: Nouvelles classes de lois limites. Bulletin de la S.M.F. 73, 107–126 (1945)
Lucasz, E.: Characteristic Functions, 2nd edn. Griffin, London (1970)
Maulik, K., Zwart, B.: Tail asymptotics for exponential functionals of Lévy processes. Stoch. Process. Appl. 116, 156–177 (2006)
Medvegyev, P.: Stochastic Integration Theory. Oxford University Press, Oxford (2007)
Nilsen, T., Paulsen, J.: On the distribution of a randomly discounted compound Poisson process. Stoch. Process. Appl. 61, 305–310 (1996)
Paulsen, J.: Risk theory in a stochastic economic environment. Stoch. Process. Appl. 46, 327–361 (2003)
Protter, P.E.: Stochastic Integration and Differential Equations Version 2.1, 2nd edn. Springer, Berlin (2005)
Sato, K.: Lévy Processes and Infinitely Divisible Distributions. Cambridge University Press, Cambridge (1999)
Sato, K.: Transformations of infinitely divisible distributions via improper stochastic integrals. ALEA 3, 67–110 (2007)
Sato, K., Yamazato, M.: Operator-selfdecomposable distributions as limit distributions of processes of Ornstein-Uhlenbeck type. Stoch. Process. Appl. 17, 73–100 (1984)
Schilling, R.L., Schnurr, A.: The symbol associated with the solution of a stochastic differential equation. Electron. J. Probab. 15, 1369–1393 (2010)
Steutel, F.W., van Harn, K.: Infinite Divisibility of Probability Distributions on the Real Line. Marcel Dekker Inc, New York (2003)
Yor, M.: Exponential Functionals of Brownian Motion and Related Processes. Springer Finance, Berlin (2001)
Acknowledgments
The authors would like to thank Makoto Maejima for fruitful discussions that initiated the investigations of this paper.
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Behme, A., Lindner, A. On Exponential Functionals of Lévy Processes. J Theor Probab 28, 681–720 (2015). https://doi.org/10.1007/s10959-013-0507-y
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DOI: https://doi.org/10.1007/s10959-013-0507-y
Keywords
- Generalized Ornstein–Uhlenbeck process
- Lévy process
- Feller process
- Infinitesimal generator
- Integral mapping
- Stationarity