Numerical Computation of First-Passage Times of Increasing Levy Processes

被引:26
|
作者
Veillette, Mark [1 ]
Taqqu, Murad S. [1 ]
机构
[1] Boston Univ, Dept Math, Boston, MA 02215 USA
关键词
Levy subordinators; First-hitting times; Post-Widder method; Numerical inversion of transforms; Anomalous diffusion; Jump processes;
D O I
10.1007/s11009-009-9158-y
中图分类号
O21 [概率论与数理统计]; C8 [统计学];
学科分类号
020208 ; 070103 ; 0714 ;
摘要
Let {D(s), s >= 0) be a non-decreasing Levy process. The first-hitting time process {E(t), t >= 0) (which is sometimes referred to as an inverse subordinator) defined by E(t) = inf{s : D(s) > 1) is a process which has arisen in many applications. Of particular interest is the mean first-hitting time U(t) = EE(t). This function characterizes all unite-dimensional distributions of the process E. The function U can be calculated by inverting the Laplace transform of the function (U) over tilde(lambda) = (lambda phi(lambda))(-1), where phi is the Levy exponent of the subordinator D. In this paper, we give two methods for computing numerically the inverse of this Laplace transform. The first is based on the Bromwich integral and the second is based on the Post-Widder inversion formula. The software written to support this work is available from the authors and we illustrate its use at the end of the paper.
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页码:695 / 729
页数:35
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