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| Autores principales: | , , |
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| Formato: | Preprint |
| Publicado: |
2023
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| Materias: | |
| Acceso en línea: | https://arxiv.org/abs/2305.01392 |
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| _version_ | 1866913451911151616 |
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| author | Caponera, Alessia Marinucci, Domenico Vidotto, Anna |
| author_facet | Caponera, Alessia Marinucci, Domenico Vidotto, Anna |
| contents | This paper investigates the asymptotic behavior of structural break tests in the harmonic domain for time dependent spherical random fields. In particular, we prove a functional central limit theorem result for the fluctuations over time of the sample spherical harmonic coefficients, under the null of isotropy and stationarity; furthermore, we prove consistency of the corresponding CUSUM test, under a broad range of alternatives, including deterministic trend, abrupt change, and a nontrivial power alternative. Our results are then applied to NCEP data on global temperature: our estimates suggest that Climate Change does not simply affect global average temperatures, but also the nature of spatial fluctuations at different scales. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2305_01392 |
| institution | arXiv |
| publishDate | 2023 |
| record_format | arxiv |
| spellingShingle | Multi-Scale CUSUM Tests for Time Dependent Spherical Random Fields Caponera, Alessia Marinucci, Domenico Vidotto, Anna Statistics Theory Methodology This paper investigates the asymptotic behavior of structural break tests in the harmonic domain for time dependent spherical random fields. In particular, we prove a functional central limit theorem result for the fluctuations over time of the sample spherical harmonic coefficients, under the null of isotropy and stationarity; furthermore, we prove consistency of the corresponding CUSUM test, under a broad range of alternatives, including deterministic trend, abrupt change, and a nontrivial power alternative. Our results are then applied to NCEP data on global temperature: our estimates suggest that Climate Change does not simply affect global average temperatures, but also the nature of spatial fluctuations at different scales. |
| title | Multi-Scale CUSUM Tests for Time Dependent Spherical Random Fields |
| topic | Statistics Theory Methodology |
| url | https://arxiv.org/abs/2305.01392 |