Long time behavior of Levy-driven Ornstein-Uhlenbeck process with regime-switchin
Zhong-Wei Liao, Jinghai Shao

TL;DR
This paper analyzes the long-term behavior of Levy-driven Ornstein-Uhlenbeck processes with regime-switching, providing criteria for transience and recurrence, and highlighting how Levy noise and regime-switching influence the heavy-tailed stationary distribution.
Contribution
It offers explicit criteria for transience and recurrence and clarifies the distinct roles of Levy measure and regime-switching in stationary distribution properties.
Findings
Criteria for transience and recurrence are established.
Heavy-tailed stationary distributions can arise due to Levy noise and regime-switching.
The roles of Levy measure and regime-switching are distinctly characterized.
Abstract
In this work we investigate the long time behavior of the Ornstein-Uhlenbeck process driven by Levy noise with regime-switching. We provide explicit criteria on the transience and recurrence of this process. Contrasted with the Ornstein-Uhlenbeck process driven simply by Brownian motion, whose stationary distribution must be light-tailed, both the jumps caused by the Levy noise and regime-switching described by Markov chain can derive the heavy-tailed property of the stationary distribution. In this work, the different role played by Levy measure and regime-switching process is clearly characterized.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsStochastic processes and financial applications · Complex Systems and Time Series Analysis · Nonlinear Dynamics and Pattern Formation
