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yan ping; chowell gerardo - quantitative methods for investigating infectious disease outbreaks

Quantitative Methods for Investigating Infectious Disease Outbreaks

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Dettagli

Genere:Libro
Lingua: Inglese
Editore:

Springer

Pubblicazione: 08/2020
Edizione: 1st ed. 2019





Trama

This book provides a systematic treatment of the mathematical underpinnings of work in the theory of outbreak dynamics and their control, covering balanced perspectives between theory and practice including new material on contemporary topics in the field of infectious disease modelling. Specifically, it presents a unified mathematical framework linked to the distribution theory of non-negative random variables; the many examples used in the text, are introduced and discussed in light of theoretical perspectives.

The book is organized into 9 chapters: The first motivates the presentation of the material on subsequent chapters; Chapter 2-3 provides a review of basic concepts of probability and statistical models for the distributions of continuous lifetime data and the distributions of random counts and counting processes, which are linked to phenomenological models. Chapters 4 focuses on dynamic behaviors of a disease outbreak during the initial phase while Chapters 5-6 broadly cover compartment models to investigate the consequences of epidemics as the outbreak moves beyond the initial phase. Chapter 7 provides a transition between mostly theoretical topics in earlier chapters and Chapters 8 and 9 where the focus is on the data generating processes and statistical issues of fitting models to data as well as specific mathematical epidemic modeling applications, respectively.

This book is aimed at a wide audience ranging from graduate students to established scientists from quantitatively-oriented fields of epidemiology, mathematics and statistics. The numerous examples and illustrations make understanding of the mathematics of disease transmission and control accessible. Furthermore, the examples and exercises, make the book suitable for motivated students in applied mathematics, either through a lecture course, or through self-study.  This text could be used in graduate schools or special summer schools covering research problems in mathematical biology.






Sommario

Introduction.- Shapes of hazard functions and lifetime distributions.- Random counts and counting processes.- The initial phase of an outbreak.- Compartment models.- More complex models and control measures.- Some statistical issues.- Outbreak trajectories.- Spatial structures and behavior change.




Autore

Ping Yan is the manager of a research team in modelling and projection at Public Health Agency of Canada and an adjunct professor at Department of Statistics and Actuarial Science, University of Waterloo.  He applies statistical and mathematical models in communicable diseases transmission, prevention and control, with a wide range of topics from estimation of HIV/AIDS and viral hepatitis disease burden to informing policy regarding pandemic influenza preparedness, vaccination and emergency response.

Gerardo Chowell is Professor of Epidemiology and Biostatistics at the Georgia State University School of Public Health in Atlanta, where he is also Chair of the Department of Population Health Sciences. He is also an adjunct faculty member at Arizona State University and a Senior Research Fellow at the Fogarty International Center, National Institutes of Health. His research program focuses on the development mathematical models and statistical methods to investigate the spread and control of infectious diseases. 












Altre Informazioni

ISBN:

9783030219253

Condizione: Nuovo
Collana: Texts in Applied Mathematics
Dimensioni: 235 x 155 mm
Formato: Brossura
Illustration Notes:XIII, 354 p. 104 illus., 93 illus. in color.
Pagine Arabe: 354
Pagine Romane: xiii


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