How to verify that a given process is a Lévy-Driven Ornstein-Uhlenbeck Process
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arXiv
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| Autores principales: | , , |
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| Formato: | Preprint |
| Publicado: |
2025
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| _version_ | 1866913643972526080 |
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| author | Abdelrazeq, Ibrahim Smith, Hardy Zhanbyrshy, Dinmukhammed |
| author_facet | Abdelrazeq, Ibrahim Smith, Hardy Zhanbyrshy, Dinmukhammed |
| contents | Assuming that a Lévy-Driven Ornstein-Uhlenbeck (or CAR(1)) processes is observed at discrete times $0$, $h$, $2h$,$\cdots$ $[T/h]h$. We introduce a step-by-step methodological approach on how a person would verify the model assumptions. The methodology involves estimating the model parameters and approximating the driving process. We demonstrate how to use the increments of the approximated driving process, along with the estimated parameters, to test the assumptions that the CAR(1) process is Lévy-driven. We then show how to test the hypothesis that the CAR(1) process belongs to a specified class of Lévy processes. The performance of the tests is illustrated through multiple simulations. Finally, we demonstrate how to apply the methodology step-by-step to a variety of economic and financial data examples. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2501_03434 |
| institution | arXiv |
| publishDate | 2025 |
| record_format | arxiv |
| spellingShingle | How to verify that a given process is a Lévy-Driven Ornstein-Uhlenbeck Process Abdelrazeq, Ibrahim Smith, Hardy Zhanbyrshy, Dinmukhammed Applications Statistical Finance 60, 62 Assuming that a Lévy-Driven Ornstein-Uhlenbeck (or CAR(1)) processes is observed at discrete times $0$, $h$, $2h$,$\cdots$ $[T/h]h$. We introduce a step-by-step methodological approach on how a person would verify the model assumptions. The methodology involves estimating the model parameters and approximating the driving process. We demonstrate how to use the increments of the approximated driving process, along with the estimated parameters, to test the assumptions that the CAR(1) process is Lévy-driven. We then show how to test the hypothesis that the CAR(1) process belongs to a specified class of Lévy processes. The performance of the tests is illustrated through multiple simulations. Finally, we demonstrate how to apply the methodology step-by-step to a variety of economic and financial data examples. |
| title | How to verify that a given process is a Lévy-Driven Ornstein-Uhlenbeck Process |
| topic | Applications Statistical Finance 60, 62 |
| url | https://arxiv.org/abs/2501.03434 |