๐”– Scriptorium
โœฆ   LIBER   โœฆ

๐Ÿ“

Quantitative Methods for Investigating Infectious Disease Outbreaks

โœ Scribed by Ping YanGerardo Chowell


Publisher
Springer International Publishing
Year
2019
Tongue
English
Leaves
361
Series
Texts in Applied Mathematics, volume 70
Edition
1
Category
Library

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โœฆ Synopsis


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.

โœฆ Table of Contents


Front Matter ....Pages i-xiii
Introduction (Ping Yan, Gerardo Chowell)....Pages 1-10
Shapes of Hazard Functions and Lifetime Distributions (Ping Yan, Gerardo Chowell)....Pages 11-45
Random Counts and Counting Processes (Ping Yan, Gerardo Chowell)....Pages 47-77
Behaviors of a Disease Outbreak During the Initial Phase and the Branching Process Approximation (Ping Yan, Gerardo Chowell)....Pages 79-133
Beyond the Initial Phase: Compartment Models for Disease Transmission (Ping Yan, Gerardo Chowell)....Pages 135-182
More Complex Models and Control Measures (Ping Yan, Gerardo Chowell)....Pages 183-215
Some Statistical Issues (Ping Yan, Gerardo Chowell)....Pages 217-271
Characterizing Outbreak Trajectories and the Effective Reproduction Number (Ping Yan, Gerardo Chowell)....Pages 273-315
Mechanistic Models with Spatial Structures and Reactive Behavior Change (Ping Yan, Gerardo Chowell)....Pages 317-334
Back Matter ....Pages 335-354


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