Abstract
In this paper we introduce non-decreasing jump processes with independent and time non-homogeneous increments. Although they are not Lévy processes, they somehow generalize subordinators in the sense that their Laplace exponents are possibly different Bernštein functions for each time t. By means of these processes, a generalization of subordinate semigroups in the sense of Bochner is proposed. Because of time-inhomogeneity, two-parameter semigroups (propagators) arise and we provide a Phillips formula which leads to time dependent generators. The inverse processes are also investigated and the corresponding governing equations obtained in the form of generalized variable order fractional equations. An application to a generalized subordinate Brownian motion is also examined.
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Allouba, H., Nane, E.: Interacting time-fractional and Δν PDEs systems via Brownian-time and inverse-stable-Lévy-time Brownian sheets. Stoch. Dyn. 13(1), 1250012 (2013)
Applebaum, D.: Lévy Processes and Stochastic Calculus, 2nd edn. Cambridge University Press, New York (2009)
Baeumer, B., Meerschaert, M.M.: Stochastic solutions for fractional Cauchy problems. Frac. Calcu. Appl. Anal. 4(4), 481–500 (2001)
Barndorff-Nielsen, O.E., Shiryaev, A.: Change of time and change of measure. In: Advanced Series on Statistical Science & Applied Probability, vol. 13. World Scientific Publishing, Hackensack (2010)
Bazhlekova, E.: Subordination principle for fractional evolution equations. Fract. Calc. Appl. Anal. 3(3), 213–230 (2000)
Bertoin, J.: Lévy Processes. Cambridge University Press, Cambridge (1996)
Bertoin, J.: Subordinators: Examples and Applications. Lectures on Probability Theory and Statistics (Saint-Flour, 1997), 1–91, Lectures Notes in Math., vol. 1717. Springer, Berlin (1999)
Bogdan, K., Byczkowski, T., Kulczycki, T., Ryznar, M., Song, R., Vondraček, Z.: Potential analysis of stable processes and its extensions. In: Graczyk, P., Stos, A. (eds.) Lecture Notes in Mathematics, vol. 1980, pp 87–176 (2009)
D’Ovidio, M., Orsingher, E., Toaldo, B: Time-changed processes governed by space-time fractional telegraph equations. Stoch. Anal. Appl. 32(6), 1009–1045 (2014)
Di Nezza, E., Palatucci, G., Valdinoci, E.: Hitchhikers guide to the fractional Sobolev spaces. Bull. Sci. Math. 136, 521–573 (2012)
Evans, K.P., Jacob, N.: Feller semigroups obtained by variable order subordination. Rev. Math. Comput. 20(2), 293–307 (2007)
Falconer, K.J., Lévy Véhel, J.: Multifractional, multistable, and other processes with prescribed local form. J. Theor. Probab. 22(2), 375–401 (2009)
Falconer, K.J., Liu, L.: Multistable processes and localisability. Stoch. Models 28, 503–526 (2012)
Garra, R., Polito, F., Orsingher, E.: State-dependent fractional point processes. J. Appl. Probab. 52, 18–36 (2015)
Hoh, W.: A symbolic calculus for pseudo-differential operators generating Feller semigroups. Osaka J. Math. 35(4), 789–820 (1998)
Hoh, W.: Pseudo differential operators generating Markov processes. Habilitationsschrift, Universität Bielefeld, Bielefeld (1998)
Itô, K.: On stochastic processes. I. (Infinitely divisible laws of probability). Japan. J. Math. 18, 261–301 (1942)
Jacob, N.: Pseudo-Differential Operators and Markov Processes, Vol I. Imperial College Press, London (2002)
Kilbas, A.A., Srivastava, H.M., Trujillo, J.J.: Theory and Applications of Fractional Differential Equations. North-Holland Mathematics Studies, vol. 204. Elsevier Science B.V. (2006)
Kim, P., Song, R., Vondraček, Z.: On the potential theory of one-dimensional subordinate Brownian motions with continuous components. Potential. Anal. 33, 153–173 (2010)
Kim, P., Song, R., Vondraček, Z.: Potential theory of subordinate Brownian motions revisited. In: Stochastic Analysis and Applications to Finance Essays in Honour of Jia-an Yan. World Scientific, pp. 243–290 (2012)
Kingman, J. F. C.: Poisson Processes. Oxford University Press (1993)
Kochubei, A. N: General fractional calculus, evolution equations and renewal processes. Integr. Equa. Oper. Theory 71, 583–600 (2011)
Kolokoltsov, V.N.: Markov processes, semigroups and generators. de Gruyter Studies in Mathematics, vol. 38. Walter de Gruyter & Co., Berlin (2011)
Le Guével, R., Lévy Véhel, J.: A Ferguson-Klass-LePage series representation of multistable multifractional motions and related processes. Bernoulli 18(4), 1099–1127 (2012)
Le Guével, R., Lévy Véhel, J., Liu, L.: On two multistable extensions of stable Lévy motion and their semi-martingale representations. J. Theor. Probab. 28 (3), 1125–1144 (2015)
Meerschaert, M.M., Nane, E., Vellaisamy, P.: The fractional Poisson process and the inverse stable subordinator. Electron. J. Probab. 16(59), 1600–1620 (2011)
Meerschaert, M.M., Scheffler, H.P.: Triangular array limits for continuous time random walks. Stoch. Process. Appl. 118(9), 1606–1633 (2008)
Meerschaert, M. M, Sikorskii, A.: Stochastic models for fractional calculus. De Gruyter Studies in Mathematics, vol. 43 (2012)
Meerschaert, M.M., Straka, P.: Inverse stable subordinators. Math. Model. Nat. Phenom. 8(2), 1–16 (2013)
Metzler, R., Klafter, J.: The random walks guide to anomalous diffusion: A fractional dynamics approach. Phys. Rep. 339, 1–77 (2000)
Metzler, R., Klafter, J.: The restaurant at the end of the random walk: Recent developments in the description of anomalous transport by fractional dynamics. J. Phys. A 339(37), R161–R208 (2004)
Molchanov, I., Ralchenko, K.: Multifractional Poisson process, multistable subordinator and related limit theorems. Stat. Probab. Lett. 96, 95–101 (2014)
Orsingher, E., Beghin, L.: Time-fractional telegraph equations and telegraph process with Brownian time. Probab. Theory Relat. Fields 128, 141–160 (2003)
Orsingher, E., Beghin, L.: Fractional diffusion equations and processes with randomly varying time. Ann. Probab. 37(1), 206–249 (2009)
Phillips, R.: On the generation of semigroups of linear operators. Pacific J. Math. 2, 343–369 (1952)
Sato, K.: Lévy Processes and Infinitely Divisible Distributions. Cambridge University Press (1999)
Schilling, R.L., Song, R., Vondraček, Z.: Bernštein functions: Theory and applications. Walter de Gruyter GmbH & Company KG, vol 37 of De Gruyter Studies in Mathematics Series (2010)
Song, R., Vondraček, Z.: Potential theory of subordinate killed Brownian motion in a domain. Probab. Theory Relat. Fields 125, 578–592 (2003)
Toaldo, B.: Convolution-type derivatives, hitting-times of subordinators and time-changed C 0-semigroups. Potent. Anal. 42(1), 115–140 (2015)
Toaldo, B: Lévy mixing related to distributed order calculus, subordinators and slow diffusions. J. Math. Anal. Appl. 430(2), 1009–1036 (2015)
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Orsingher, E., Ricciuti, C. & Toaldo, B. Time-Inhomogeneous Jump Processes and Variable Order Operators. Potential Anal 45, 435–461 (2016). https://doi.org/10.1007/s11118-016-9551-4
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DOI: https://doi.org/10.1007/s11118-016-9551-4
Keywords
- Bochner subordination
- Subordinators
- Time-inhomogeneous evolution
- Multistable process
- Bernštein functions
- Fractional calculus
- Fractional Laplacian
- Subordinate Brownian motion