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Categorizing models using Self-Organizing Maps: an application to modified gravity theories probed by cosmic shear

We propose to use Self-Organizing Maps (SOM) to map the impact of physical models onto observables. Using this approach, we are able to determine how theories relate to each other given their signatures. In cosmology this will be particularly useful to determine cosmological models (such as dark ene...

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Autors principals: Agnès Ferté, Shoubaneh Hemmati, Daniel Masters, Brigitte Montminy, Peter L. Taylor, Eric Huff, Jason Rhodes
Format: Artigo
Idioma:Inglês
Publicat: Maynooth Academic Publishing 2023-06-01
Col·lecció:The Open Journal of Astrophysics
Accés en línia:https://doi.org/10.21105/astro.2110.13171
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