Electronic Proceedings in Theoretical Computer Science (Aug 2013)

A Simple Stochastic Differential Equation with Discontinuous Drift

  • Maria Simonsen,
  • John Leth,
  • Henrik Schioler,
  • Horia Cornean

DOI
https://doi.org/10.4204/EPTCS.124.11
Journal volume & issue
Vol. 124, no. Proc. HAS 2013
pp. 109 – 123

Abstract

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In this paper we study solutions to stochastic differential equations (SDEs) with discontinuous drift. We apply two approaches: The Euler-Maruyama method and the Fokker-Planck equation and show that a candidate density function based on the Euler-Maruyama method approximates a candidate density function based on the stationary Fokker-Planck equation. Furthermore, we introduce a smooth function which approximates the discontinuous drift and apply the Euler-Maruyama method and the Fokker-Planck equation with this input. The point of departure for this work is a particular SDE with discontinuous drift.