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Probabilistic program inference in network-based epidemiological simulations

Accurate epidemiological models require parameter estimates that account for mobility patterns and social network structure. We demonstrate the effectiveness of probabilistic programming for parameter inference in these models. We consider an agent-based simulation that represents mobility networks...

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Detalles Bibliográficos
Autores principales: Smedemark-Margulies, Niklas, Walters, Robin, Zimmermann, Heiko, Laird, Lucas, van der Loo, Christian, Kaushik, Neela, Caceres, Rajmonda, van de Meent, Jan-Willem
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9671460/
https://www.ncbi.nlm.nih.gov/pubmed/36342957
http://dx.doi.org/10.1371/journal.pcbi.1010591