Approximate Wiener--Hopf factorization and the Monte Carlo methods for L\'evy processes
Teoriâ veroâtnostej i ee primeneniâ, Tome 64 (2019) no. 2, pp. 228-257
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In the present paper, we justify the convergence formulas for approximate Wiener–Hopf factorization to exact formulas for factors from
a broad class of Lévy processes. Another result obtained here is the
analysis of the convergence of Monte Carlo methods that are based on time
randomization and explicit Wiener–Hopf factorization formulas. The paper
puts forward two generalized approaches to the construction of a Monte Carlo
method in the case of Lévy models that do not admit explicit Wiener–Hopf
factorization. Both methods depend on approximate formulas that do for
Wiener–Hopf factors. In the first approach, the simulation of the supremum
and infimum processes at exponentially distributed time moments is effected
by inverting their approximate cumulative distribution functions. The second
approach, which does not require a partition of the path, involves direct
simulation of terminal values of the infimum (supremum) process, and can be
used for the simulation of the joint distribution of a Lévy process and the
corresponding extrema of the process.
Keywords:
Lévy processes, Wiener–Hopf factorization,
numerical methods, Monte Carlo methods, the Laplace transform.
@article{TVP_2019_64_2_a1,
author = {O. E. Kudryavtsev},
title = {Approximate {Wiener--Hopf} factorization and the {Monte} {Carlo} methods for {L\'evy} processes},
journal = {Teori\^a vero\^atnostej i ee primeneni\^a},
pages = {228--257},
publisher = {mathdoc},
volume = {64},
number = {2},
year = {2019},
language = {ru},
url = {http://geodesic.mathdoc.fr/item/TVP_2019_64_2_a1/}
}
TY - JOUR AU - O. E. Kudryavtsev TI - Approximate Wiener--Hopf factorization and the Monte Carlo methods for L\'evy processes JO - Teoriâ veroâtnostej i ee primeneniâ PY - 2019 SP - 228 EP - 257 VL - 64 IS - 2 PB - mathdoc UR - http://geodesic.mathdoc.fr/item/TVP_2019_64_2_a1/ LA - ru ID - TVP_2019_64_2_a1 ER -
O. E. Kudryavtsev. Approximate Wiener--Hopf factorization and the Monte Carlo methods for L\'evy processes. Teoriâ veroâtnostej i ee primeneniâ, Tome 64 (2019) no. 2, pp. 228-257. http://geodesic.mathdoc.fr/item/TVP_2019_64_2_a1/