Detecting Filamentarity in Climate and Galactic Spatial Point Processes
Fuente:
arXiv
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| Autores principales: | , , |
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| Formato: | Preprint |
| Publicado: |
2024
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| _version_ | 1866910693528174592 |
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| author | Gjoka, Aida Henderson, Robin Oman, Paul |
| author_facet | Gjoka, Aida Henderson, Robin Oman, Paul |
| contents | Evidence of excess filamentarity is considered for two spatial point process applications: local minima in whole earth precipitation modelling and locations of cold clumps in the Milky Way. A diagnostic test using the number of aligned triads and tetrads is developed. A Poisson filament process is proposed based on a parent Poisson process with correlated random walk offspring locations. Filaments are initially identified using an arc search method, with ABC for subsequent inference. Simulations indicate good performance. In both applications there is strong evidence of filamentarity. The method successfully identifies two outlying precipitation data sets. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2411_06923 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | Detecting Filamentarity in Climate and Galactic Spatial Point Processes Gjoka, Aida Henderson, Robin Oman, Paul Applications 62P12 Evidence of excess filamentarity is considered for two spatial point process applications: local minima in whole earth precipitation modelling and locations of cold clumps in the Milky Way. A diagnostic test using the number of aligned triads and tetrads is developed. A Poisson filament process is proposed based on a parent Poisson process with correlated random walk offspring locations. Filaments are initially identified using an arc search method, with ABC for subsequent inference. Simulations indicate good performance. In both applications there is strong evidence of filamentarity. The method successfully identifies two outlying precipitation data sets. |
| title | Detecting Filamentarity in Climate and Galactic Spatial Point Processes |
| topic | Applications 62P12 |
| url | https://arxiv.org/abs/2411.06923 |