English

Parameter estimation and singularity of laws on the path space for SDEs driven by Rosenblatt processes

Probability 2024-03-20 v1 Statistics Theory Statistics Theory

Abstract

In this paper, we study parameter identification for solutions to (possibly non-linear) SDEs driven by additive Rosenblatt process and singularity of the induced laws on the path space. We propose a joint estimator for the drift parameter, diffusion intensity, and Hurst index that can be computed from discrete-time observations with a bounded time horizon and we prove its strong consistency (as well as the speed of convergence) under in-fill asymptotics with a fixed time horizon. As a consequence of this strong consistency, singularity of measures generated by the solutions with different drifts is shown. This results in the invalidity of a Girsanov-type theorem for Rosenblatt processes.

Keywords

Cite

@article{arxiv.2403.12610,
  title  = {Parameter estimation and singularity of laws on the path space for SDEs driven by Rosenblatt processes},
  author = {Petr Čoupek and Pavel Kříž and Bohdan Maslowski},
  journal= {arXiv preprint arXiv:2403.12610},
  year   = {2024}
}

Comments

22 pages, 6 figures