Abstract
The article develops a theory for the last time the subordinated Brownian motion (SBM with negative drift reaches its supremum. The study includes obtaining expressions for the Laplace transform of the last time that the SBM reaches its supremum and also for its density. In the process, we establish that the last time that the SBM reaches its supremum is a member of the generalized gamma convolution (GGC) family. The theoretical results for the general case have been explicitly derived for some well-known subordinators. Numerical investigations show close agreement between the theoretical derivations and empirical computations.
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References
Akahori, J. (1995). Some formulae for a new type of path-dependent option. Ann. Appl. Probab., 5, 383–388.
Barndorff-Nielsen, O.E., Mikosch, T. and Resnick, S. I. (2001). Lévy processes: theory and applications. Birkhäuser, New York.
Baurdoux, E. and van Schaik, K. (2012) Predicting the time at which a Lévy process attains its supremum. Acta Applicandae Mathematicae (in press). arXiv:1207.476.
Bertoin, J. (1996). Lévy processes. Cambridge University Press, Cambridge.
Bondesson, L. (1992). Generalized gamma convolutions and related classes of distributions and densities, lectures notes in statistics. Springer-Verlag, New York.
Borodin, A.N. and Salminen, P. (1996). Handbook of brownian motion-facts and formulae. Birkhäuser Verlag, Boston Berlin.
Buffet, E. (2003). On the maximum of Brownian motion with drift. J. Appl. Math. Stoch. Anal., 16, 201–207.
Cifarelli, D.M. and Melilli, E. (2000). Some new results for Dirichlet priors. Ann. Stat., 28, 1390–1413.
Cifarelli, D.M. and Regazzini, E. (1990). Distribution functions of means of a Dirichlet process. Ann. Stat., 18, 429–442.
Dassios, A. (2005). On the quantiles of Brownian motion and their hitting times. Bernoulli, 11, 29–36.
Du Toit, J. and Peskir, G. (2008) Predicting the Time of the Ultimate Maximum for Brownian Motion with Drift. In Proceedings of the Mathematical Control Theory and Finance. Springer, pp. 95–112.
Eberlein, E. (2001) Application of Hyperbolic Lévy motions to finance. In Lévy Processes: Theory and Applications (O.E. Barndorff-Nielsen, T. Mikosch and S. I. Resnick, eds.). Birkhäuser, pp. 319–336.
Gradshteyn, I.S. and Ryzhik, I.M. (2000). Tables of Integrals, Series and Products, 5th edn. Academic Press, New York.
Graversen, S.E., Peskir, G. and Shiryaev, A.N. (2001). Stopping Brownian motion without anticipation as close as possible to its ultimate maximum. Theory Prob. Appl., 45, 125–136.
James, L.F., Roynette, B. and Yor, M. (2008a). Generalized gamma convolutions, Dirichlet means, Thorin measures, with explicit examples. Probab. Surv., 5, 346–415.
James, L.F., Ljioi, A. and Prünster, I. (2008b). Distributions of linear functionals of two parameter Poisson-Dirichlet random measures. Ann. Probab., 18, 521–551.
Karatzas, I. and Shreve, S.E (1988). Brownian motion and stochastic calculus. Springer-Verlag, New York.
Kyprianou, A.E. (2006) Introductory Lectures on Fluctuation of Lévy Processes with Applications. Springer-Verlag.
Lijoi, A. and Prünster, I. (2009). Distributional properties of means of random probability measures. Stat. Surv., 3, 47–95.
Mörters, P. and Peres, Y. (2010). Brownian motion. Cambridge University Press, Cambridge.
Pecherskii, E.A. and Rogozin, B.A. (1969). On joint distributions of random variables associated with fluctuations of a process with independent increments. Theory Probab. Appl., 14, 410–423.
Samorodnitsky, G. and Taqqu, M.S. (1994). Stable Non-gaussian random processes. Chapman & Hall, New York, London.
Sato, K. -I. (1999). Lévy processes and infinitely divisible distributions. University Press, Cambridge.
Yano, K., Yano, Y. and Yor, M. (2009) On the laws of first hitting times of points for one-dimensional symmetric stable Levy processes. Seminaire de Probabilites XLII, Lecture Notes in Math. Springer, Berlin, pp. 187–227.
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Fotopoulos, S.B., Jandhyala, V.K. & Luo, Y. Subordinated Brownian Motion: Last Time the Process Reaches its Supremum. Sankhya A 77, 46–64 (2015). https://doi.org/10.1007/s13171-014-0061-4
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DOI: https://doi.org/10.1007/s13171-014-0061-4
Keywords and phrases
- Subordinated Brownian motion
- Brownian motion with negative drift
- Wiener-Hopf factorization
- generalized gamma convolution