Abstract
We investigate the distribution properties of the fractional Lévy motion defined by the Mandelbrot-Van Ness representation:
where Z s , \(s \in \mathbb{R}\), is a (two-sided) real-valued Lévy process, and
We consider separately the cases 0 < H < 1∕2 (short memory) and 1∕2 < H < 1 (long memory), where H is the Hurst parameter, and present the asymptotic behaviour of the distribution density of the process. Some examples are provided, in which it is shown that the behaviour of the density in the cases 0 < H < 1∕2 and 1∕2 < H < 1 is completely different.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
Basse, A., Pedersen, J.: Lévy driven moving averages and semimartingales. Stochastic Processes Appl. 119, 2970–2991 (2009)
Benassi, A., Cohen, S., Istas, J.: On roughness indices for fractional fields. Bernoulli 10(2), 357–373 (2004)
Bender, C., Marquardt, T.: Integrating volatility clustering into exponential Lévy models. J. Appl. Probab. 46(3), 609–628 (2009)
Bender, C., Lindner, A., Schicks, M.: Finite variation of fractional Lévy processes. J. Theor. Probab. 25(2), 594–612 (2012)
Bender, C., Sottinen, T., Valkeila, E.: Pricing by hedging and no-arbitrage beyond semimartingales. Finance Stoch. 12(4), 441–468 (2008)
Burnecki, K., Weron. A.: Fractional Lévy stable motion can model subdiffusive dynamics. Phys. Rev. E82, 021130 (2010)
Calvo, I., Sánchez, R., Carreras, A.: Fractional Lévy motion through paths integrals. J. Phys. A 42, 055003 (2009)
Chechkin, A.V., Gonchar, V. Yu.: A model for persistent Lévy motion. Physica A277, 312–326 (2000)
Copson, E.T.: Asymptotic Expansions. Cambridge University Press, Cambridge (1965)
Dimakis, A. G., Maragos, P.: Phase-modulated resonances modeled as self-similar processes with application to turbulent sounds. IEEE Trans. Signal Process. 53(11) (2005)
Eliazar, I.I., Shlesinger, M.F.: Langevin unification of fraction motions. J. Phys. A45, 162002 (2012)
Feller, W.: An Introduction to Probability Theory and Its Applications, Vol. II. 2nd edn. John Wiley & Sons, Inc., New York (1971)
Gagnon, J.-S., Lovejoy, S., Schertzer, D.: Multifractal earth topography. Nonlinear process. geophys. 13 (5), 541–570 (2006)
Hartman, P., Wintner, A.: On the infinitesimal generators of integral convolutions. Am. J. Math. 64, 273–298 (1942)
Huillet, T.: Fractional Lévy motions and related processes. J. Phys. A 32, 7225 (1999)
Klüppelberg, C.: Subexponential distributions and characterizations of related classes. Probab. Th. Rel. Fields. 82, 259–269 (1989)
Knopova, V., Kulik, A.: Exact asymptotic for distribution densities of Lévy functionals. Electronic J. Probab. 16, 1394–1433 (2011)
Kogon, S.M. Manolakis, D.G.: Signal modeling with self-similar α-stable processes: the fractional levy stable motion model. IEEE Trans. Signal Process. 44(4), 1006–1010 (1996)
Laskin, N., Lambadaris, I., Harmantzis, F., Devetsikiotis, M.: Fractional Lévy motion and its application to traffic modeling. Computer Networks (Special Issue on Long-Range Dependent Traffic Engineering) 40(3), 363–375 (2002)
Marquardt, T.: Fractional Lévy processes with an application to long memory moving average processes. Bernoulli 12(6), 1099–1126 (2006)
Painter, S., Patterson. L.: Fractional Lévy motion as a model for spatial variability in sedimentary rock. Geophys. Res. Let. 21(25), 2857–2860 (1994)
Rajput, B.S., Rosinski, J.: Spectral representations of infinitely divisible processes. Probab. Th. Rel. F. 82, 451–487 (1989)
Samorodnitsky, G., Taqqu, M.S.: Stable Non-Gaussian Random Processes. Chapman Hall, New York (1994)
Tikanmäki, H. Mishura, Yu.: Fractional Lévy processes as a result of compact interval integral transformation. Stoch. Anal. Appl. 29, 1081–1101 (2011)
Watkins, N. W., Credgington, D., Hnat, B., Chapman, S.C., Freeman, M.P., Greenhough. J.: Towards synthesis of solar wind and geomagnetic scaling exponents: A fractional Lévy motion model. Space Sci. Rev. 121 (1–4), 271–284 (2005)
Weron, A., Burnecki, K., Mercik, Sz., Weron, K.: Complete description of all self-similar models driven by Lévy stable noise. Phys. Rev. E71 (2005), 016113 (2005)
Acknowledgements
The authors thank the referee for helpful remarks and gratefully acknowledge the DFG Grant Schi 419/8-1. The first-named author also gratefully acknowledges the Scholarship of the President of Ukraine for young scientists (2011–2013).
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2014 Springer International Publishing Switzerland
About this chapter
Cite this chapter
Knopova, V.P., Kulik, A.M. (2014). Asymptotic Behaviour of the Distribution Density of the Fractional Lévy Motion. In: Korolyuk, V., Limnios, N., Mishura, Y., Sakhno, L., Shevchenko, G. (eds) Modern Stochastics and Applications. Springer Optimization and Its Applications, vol 90. Springer, Cham. https://doi.org/10.1007/978-3-319-03512-3_11
Download citation
DOI: https://doi.org/10.1007/978-3-319-03512-3_11
Published:
Publisher Name: Springer, Cham
Print ISBN: 978-3-319-03511-6
Online ISBN: 978-3-319-03512-3
eBook Packages: Mathematics and StatisticsMathematics and Statistics (R0)