Exact Sampling of the Infinite Horizon Maximum of a Random Walk Over a Non-linear Boundary

preprint2016arXivOpen access

Abstract

We present the first algorithm that samples max⁡n≥0{Sn−nα},\max_{n\geq0}\{S_{n}-n^α\}, where SnS_n is a mean zero random walk, and nαn^α with α∈(1/2,1)α\in(1/2,1) defines a nonliner boundary. We show that our algorithm has finite expected running time. We also apply the algorithm to construct the first exact simulation method for the steady-state departure process of a GI/GI/∞GI/GI/\infty queue where the service time distribution has infinite mean.

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