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

Fuente: arXiv
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Main Authors: Čoupek, Petr, Kříž, Pavel, Maslowski, Bohdan
Format: Preprint
Published: 2024
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_version_ 1866913271903158272
author Čoupek, Petr
Kříž, Pavel
Maslowski, Bohdan
author_facet Čoupek, Petr
Kříž, Pavel
Maslowski, Bohdan
contents 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.
format Preprint
id arxiv_https___arxiv_org_abs_2403_12610
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Parameter estimation and singularity of laws on the path space for SDEs driven by Rosenblatt processes
Čoupek, Petr
Kříž, Pavel
Maslowski, Bohdan
Probability
Statistics Theory
60G22, 62M09
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.
title Parameter estimation and singularity of laws on the path space for SDEs driven by Rosenblatt processes
topic Probability
Statistics Theory
60G22, 62M09
url https://arxiv.org/abs/2403.12610