From both theoretical and applied perspectives, first passage time problems for random processes are challenging and of great interest. In this thesis, our contribution consists on providing explicit or quasi-explicit solutions for these problems in two different settings.
In the first one, we deal with problems related to the distribution of the first passage time (FPT) of a Brownian motion over a continuous curve. We provide several representations for the density of the FPT of a fixed level by an Ornstein-Uhlenbeck process. This problem is known to be closely connected to the one of the FPT of a Brownian motion over the square root boundary. Then, we compute the joint Laplace transform of the $L^1$ and $L^2$ norms of the $3$-dimensional Bessel bridges. This result is used to illustrate a relationship which we establish between the laws of the FPT of a Brownian motion over a twice continuously differentiable curve and the quadratic and linear ones. Finally, we introduce a transformation which maps a continuous function into a family of continuous functions and we establish its analytical and algebraic properties. We deduce a simple and explicit relationship between the densities of the FPT over each element of this family by a selfsimilar diffusion.
In the second setting, we are concerned with the study of exit problems associated to Generalized Ornstein-Uhlenbeck processes. These are constructed from the classical Ornstein-Uhlenbeck process by simply replacing the driving Brownian motion by a Lévy process. They are diffusions with possible jumps. We consider two cases: The spectrally negative case, that is when the process has only downward jumps and the case when the Lévy process is a compound Poisson process with exponentially distributed jumps. We derive an expression, in terms of new special functions, for the joint Laplace transform of the FPT of a fixed level and the primitives of theses processes taken at this stopping time. This result allows to compute the Laplace transform of the price of a European call option on the maximum on the yield in the generalized Vasicek model. Finally, we study the resolvent density of these processes when the Lévy process is $\alpha$-stable ($1 < \alpha \leq 2$). In particular, we construct their $q$-scale function which generalizes the Mittag-Leffler function.
Publié le : 2004-12-03
Classification:
first passage time,
brownian motion,
Levy processes,
markov process,
moving boundary,
Bessel processes,
mathematical finance,
path-dependent options,
premier temps de passage,
mouvement brownien,
ornstein-uhlenbeck,
processus de Bessel,
processus de Levy,
finance mathematique,
options exotiques,
[MATH]Mathematics [math]
@article{tel-00009074,
author = {Patie, Pierre},
title = {On some First Passage Time Problems Motivated by Financial Applications},
journal = {HAL},
volume = {2004},
number = {0},
year = {2004},
language = {en},
url = {http://dml.mathdoc.fr/item/tel-00009074}
}
Patie, Pierre. On some First Passage Time Problems Motivated by Financial Applications. HAL, Tome 2004 (2004) no. 0, . http://gdmltest.u-ga.fr/item/tel-00009074/