Non-ergodic inference for stationary-increment harmonizable stable processes
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arXiv
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| Format: | Preprint |
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2024
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| _version_ | 1866929463594319872 |
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| author | Hoang, Ly Viet Spodarev, Evgeny |
| author_facet | Hoang, Ly Viet Spodarev, Evgeny |
| contents | We consider the class of stationary-increment harmonizable stable processes with infinite control measure, which most notably includes real harmonizable fractional stable motions. We give conditions for the integrability of the paths of such processes with respect to a finite, absolutely continuous measure and derive the distributional characteristics of the path integral with respect to said measure. The convolution of the path of a stationary-increment harmonizable stable process with a suitable measure yields a real stationary harmonizable stable process with finite control measure. This allows us to construct consistent estimators for the index of stability as well as the kernel function in the integral representation of a stationary increment harmonizable stable process (up to a constant factor). For real harmonizable fractional stable motions consistent estimators for the index of stability and its Hurst parameter are given. These are computed directly from the periodogram frequency estimates of the smoothed process. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2408_09950 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Non-ergodic inference for stationary-increment harmonizable stable processes Hoang, Ly Viet Spodarev, Evgeny Statistics Theory Probability We consider the class of stationary-increment harmonizable stable processes with infinite control measure, which most notably includes real harmonizable fractional stable motions. We give conditions for the integrability of the paths of such processes with respect to a finite, absolutely continuous measure and derive the distributional characteristics of the path integral with respect to said measure. The convolution of the path of a stationary-increment harmonizable stable process with a suitable measure yields a real stationary harmonizable stable process with finite control measure. This allows us to construct consistent estimators for the index of stability as well as the kernel function in the integral representation of a stationary increment harmonizable stable process (up to a constant factor). For real harmonizable fractional stable motions consistent estimators for the index of stability and its Hurst parameter are given. These are computed directly from the periodogram frequency estimates of the smoothed process. |
| title | Non-ergodic inference for stationary-increment harmonizable stable processes |
| topic | Statistics Theory Probability |
| url | https://arxiv.org/abs/2408.09950 |