Random walks and L\'evy processes as rough paths
Abstract
We consider random walks and L\'evy processes in a homogeneous group . For all , we completely characterise (almost) all -valued L\'evy processes whose sample paths have finite -variation, and give sufficient conditions under which a sequence of -valued random walks converges in law to a L\'evy process in -variation topology. In the case that is the free nilpotent Lie group over , so that processes of finite -variation are identified with rough paths, we demonstrate applications of our results to weak convergence of stochastic flows and provide a L\'evy-Khintchine formula for the characteristic function of the signature of a L\'evy process. At the heart of our analysis is a criterion for tightness of -variation for a collection of c\`adl\`ag strong Markov processes.
Cite
@article{arxiv.1510.09066,
title = {Random walks and L\'evy processes as rough paths},
author = {Ilya Chevyrev},
journal= {arXiv preprint arXiv:1510.09066},
year = {2018}
}
Comments
36 pages. Revised from previous version. To appear in Probability Theory and Related Fields