Abstract
In this article we introduce a theory of integration for deterministic, operator-valued integrands with respect to cylindrical Lévy processes in separable Banach spaces. Here, a cylindrical Lévy process is understood in the classical framework of cylindrical random variables and cylindrical measures, and thus, it can be considered as a natural generalisation of cylindrical Wiener processes or white noises. Depending on the underlying Banach space, we provide necessary and/or sufficient conditions for a function to be integrable. In the last part, the developed theory is applied to define Ornstein-Uhlenbeck processes driven by cylindrical Lévy processes and several examples are considered.
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Applebaum, D., Riedle, M.: Cylindrical Lévy processes in Banach spaces. Proc. Lond. Math. Soc. 101(3), 697–726 (2010)
Badrikian, A.: Séminaire sur les fonctions aléatoires linéaires et les mesures cylindriques, vol. 139. Springer, Berlin (1970)
Bogachev, V.I.: Gaussian measures. American Mathematical Society, Providence, RI (1998)
Bogachev, V.I.: Measure theory. Vol. I and II. Springer, Berlin (2007)
Bourbaki, N.: Elements of mathematics. Functions of a real variable. Elementary theory. Translational from the French. Springer, Berlin (2004)
Brzeźniak, Z., Goldys, B., Imkeller, P., Peszat, S., Priola, E., Zabczyk, J.: Time irregularity of generalized Ornstein-Uhlenbeck processes. C. R., Math., Acad. Sci. Paris 348(5-6), 273–276 (2010)
Brzeźniak, Z., Van Neerven, J.M.A.M.: Stochastic convolution in separable Banach spaces and the stochastic linear Cauchy problem. Stud. Math. 143(1), 43–74 (2000)
Brzeźniak, Z., Zabczyk, J.: Regularity of Ornstein-Uhlenbeck processes driven by a Lévy white noise. Potential Anal. 32(2), 153–188 (2010)
Chojnowska-Michalik, A.: On processes of Ornstein-Uhlenbeck type in Hilbert space. Stochastics 21, 251–286 (1987)
De Araujo, A.P., Giné, E.: Type, cotype and Lévy measures in Banach spaces. Ann. Probab. 6, 637–643 (1978)
Dieudonné, J.: Foundations of modern analysis. Academic Press, New York (1969)
Dunford, N., Schwartz, J.T.: Linear operators. Part I: General theory. Wiley & sons, Ltd., New York (1988)
Fremlin, D.H.: Measure theory. Vol. 4. Topological measure spaces. Colchester, Torres Fremlin (2006)
Fremlin, D.H., Garling, D.J.H., Haydon, R.G.: Bounded measures on topological spaces. Proc. Lond. Math. Soc. 25(3), 115–136 (1972)
Jacod, J., Shiryaev, A.N.: Limit theorems for stochastic processes. Springer, Berlin (2003)
Jurinskii, V.V.: On infinitely divisible distributions. Theory Probab. Appl. 19, 297–308 (1974)
Linde, W.: Infinitely divisible and stable measures on Banach spaces. Teubner Verlagsgesellschaft, Leipzig: BSB B. G. (1983)
Liu, Y., Zhai, J.: A note on time regularity of generalized Ornstein-Uhlenbeck processes with cylindrical stable noise. C. R., Math., Acad. Sci. Paris 350(1-2), 97–100 (2012)
Megginson, R.E.: An introduction to Banach space theory. Springer, NY (1998)
Métivier, M., Pellaumail, J.: Cylindrical stochastic integral. Sém. de l’Université de Rennes 63, 1–28 (1976)
Métivier, M., Pellaumail, J.: Stochastic integration. Academic Press, New York (1980)
Mikulevičius, R., Rozovskiı̌, B.L.: Normalized stochastic integrals in topological vector spaces. Séminaire de Probabilités XXXII, pp. 191–214. Springer: Lectures Notes Mathematics 1686, Berlin (1998)
Mikulevičius, R., Rozovskiı̌, B.L., et al.: Martingale problems for stochastic PDE’s. In: Carmona, R.A. (ed.) Stochastic partial differential equations: six perspectives, pp. 243–325. American Mathematical Society. Mathematical Surveys Monograph 64, Providence, RI (1999)
Musiał, K.: Pettis integral. In Handbook of measure theory. Vol. I and II, pp. 531–586. Amsterdam, North-Holland (2002)
Parthasarathy, K.R.: Probability measures on metric spaces. Academic Press, New York (1967)
Peszat, S., Zabczyk, J.: Stochastic partial differential equations with Lévy noise. An evolution equation approach. Cambridge University Press, Cambridge (2007)
Peszat, S., Zabczyk, J.: Time regularity of solutions to linear equations with Lévy noise in infinite dimensions. Stoch. Process. Appl. 123(3), 719–751 (2013)
Priola, E., Zabczyk, J.: Structural properties of semilinear SPDEs driven by cylindrical stable processes. Probab. Theory Relat. Fields 149(1-2), 97–137 (2011)
Riedle, M.: Cylindrical Wiener processes. Séminaire de Probabilités XLIII, pp. 191–214. Springer. Lecture Notes in Mathematics 2006, Berlin (2011)
Riedle, M.: Infinitely divisible cylindrical measures on Banach spaces. Stud. Math. 207(3), 235–256 (2011)
Riedle, M.: Stochastic integration with respect to cylindrical Lévy processes in Hilbert spaces: an L 2 approach. Infinite Dimensional Analysis, Quantum Probability and Related Topics, p. 17 (2014)
Riedle, M., van Gaans, O.: Stochastic integration for Lévy processes with values in Banach spaces. Stoch. Process. Appl. 119(6), 1952–1974 (2009)
Sato, K.-I.: Lévy processes and infinitely divisible distributions. Cambridge University Press, Cambridge (1999)
Schwartz, L.: Radon measures on arbitrary topological spaces and cylindrical measures. Oxford University Press, London (1973)
Vakhaniya, N.N., Tarieladze, V.I., Chobanyan, S.A.: Probability distributions on Banach spaces. D. Reidel Publishing Company (1987)
van Neerven, J.M.A.M., Weis, L.: Stochastic integration of functions with values in a Banach space. Stud. Math. 166(2), 131–170 (2005)
Yosida, K.: Functional analysis. Springer, Berlin (1980)
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The author acknowledges the EPSRC grant EP/I036990/1
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Riedle, M. Ornstein-Uhlenbeck Processes Driven by Cylindrical Lévy Processes. Potential Anal 42, 809–838 (2015). https://doi.org/10.1007/s11118-014-9458-x
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DOI: https://doi.org/10.1007/s11118-014-9458-x
Keywords
- Cylindrical Lévy process
- Stochastic integral
- Stochastic integration
- Stochastic evolution equation
- Ornstein-Uhlenbeck process