Probabilistic program inference in network-based epidemiological simulations.

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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Bibliographic Details
Main Authors: Niklas Smedemark-Margulies, Robin Walters, Heiko Zimmermann, Lucas Laird, Christian van der Loo, Neela Kaushik, Rajmonda Caceres, Jan-Willem van de Meent
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2022-11-01
Series:PLoS Computational Biology
Online Access:https://doi.org/10.1371/journal.pcbi.1010591

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https://doi.org/10.1371/journal.pcbi.1010591

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