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Physical Sciences and Mathematics Commons

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Statistics and Probability

All Graduate Plan B and other Reports, Spring 1920 to Spring 2023

Theses/Dissertations

2010

North America

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Full-Text Articles in Physical Sciences and Mathematics

Assessing North American Influenza Dynamics With Hierarchical Spatio-Temporal Models, Jessica Anderson Jan 2010

Assessing North American Influenza Dynamics With Hierarchical Spatio-Temporal Models, Jessica Anderson

All Graduate Plan B and other Reports, Spring 1920 to Spring 2023

We present a general statistical modeling framework to characterize continental-level influenza dynamics in the United States for the purposes of examining state-level epidemiological sources and sinks. The methods we describe depend directly on state-level influenza data that are updated weekly and available on the internet. Advances in search engine query analysis have provided powerful new tools for collecting epidemiological data and, when used in conjunction with sophisticated statistical models, allow for the identification and quantification of the flow of influenza across the continental United States. Our proposed methods, when conditioned on this comprehensive search query product, can provide unprecedented scientific …