Parameter estimation and singularity of laws on the path space for SDEs driven by Rosenblatt processes
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| Format: | Preprint |
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2024
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| _version_ | 1866913271903158272 |
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| 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 |
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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 |