4.2 Article

Exact Simulation of a Truncated Levy Subordinator

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Publisher

ASSOC COMPUTING MACHINERY
DOI: 10.1145/3368088

Keywords

Monte Carlo simulation; exact simulation; marked renewal representation; stable process; truncated stable process; truncated tempered stable process; two-sided truncated Levy process; Brownian motion subordination; Levy-driven Ornstein-Uhlenbeck process

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A truncated Levy subordinator is a Levy subordinator in R+ with Levy measure restricted from above by a certain level b. In this article, we study the path and distribution properties of this type of process in detail and set up an exact simulation framework based on a marked renewal process. In particular, we focus on a typical specification of truncated Levy subordinator, namely the truncated stable process. We establish an exact simulation algorithm for the truncated stable process, which is very accurate and efficient. Compared to the existing algorithm suggested in Chi, our algorithm outperforms over all parameter settings. Using the distributional decomposition technique, we also develop an exact simulation algorithm for the truncated tempered stable process and other related processes. We illustrate an application of our algorithm as a valuation tool for stochastic hyperbolic discounting, and numerical analysis is provided to demonstrate the accuracy and effectiveness of our methods. We also show that variations of the result can also be used to sample two-sided truncated Levy processes, two-sided Levy processes via subordinating Brownian motions, and truncated Levy-driven Ornstein-Uhlenbeck processes.

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