Modeling Infectious Disease Parameters Bas...

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Beschreibung

Mathematical epidemiology of infectious diseases usually involves describing the flow of individuals between mutually exclusive infection states. One of the key parameters describing the transition from the susceptible to the infected class is the hazard of infection, often referred to as the force of infection. The force of infection reflects the degree of contact with potential for transmission between infected and susceptible individuals. The mathematical relation between the force of infection and effective contact patterns is generally assumed to be subjected to the mass action principle, which yields the necessary information to estimate the basic reproduction number, another key parameter in infectious disease epidemiology.

It is within this context that the Center for Statistics (CenStat, I-Biostat, Hasselt University) and the Centre for the Evaluation of Vaccination and the Centre for Health Economic Research and Modelling Infectious Diseases (CEV, CHERMID, Vaccine and Infectious Disease Institute, University of Antwerp) have collaborated over the past 15 years. This book demonstrates the past and current research activities of these institutes and can be considered to be a milestone in this collaboration.

This book is focused on the application of modern statistical methods and models to estimate infectious disease parameters. We want to provide the readers with software guidance, such as R packages, and with data, as far as they can be made publicly available.

Zusammenfassung

Demonstrates the application of modern statistical methods and models to estimate infectious disease parameters

Provides the reader with software guidance and data

Uses valuable case studies

Includes supplementary material: [...]

Inhaltsverzeichnis

Mathematical models for infectious diesease.- The static model.- The dynamic model.- The stochastic model.- Implementation of models in MATLAB.- Data sources for modelling infectious diseases.- Estimation from serological data.- Parametric models for teh prevalence and the force of infection.- Non-parametric approaches to model the prevalence and force of infection.- Semi-parametric approaches to model the prevalence and force of infection.- A Bayesian approach.- Modelling the prevalence and the force of infection direction from antibody levels.- Modelling multivariate serological data.- Estimation from other data sources.- Estimating mixing patterns and Ro in a heterogenous population.- Modelling in a homogeneous population.- Modelling in a heterogeneous population.- Modelling AIDS outbreak data.- Modelling hepatitis C among injection drug users.- Modelling dengue.- Modelling bovine herpes virus in cattle.

Details

Erscheinungsjahr:	2012
Fachbereich:	Wahrscheinlichkeitstheorie
Genre:	Mathematik
Rubrik:	Naturwissenschaften & Technik
Medium:	Buch
Seiten:	316
Reihe:	Statistics for Biology and Health
Inhalt:	xvi 300 S.
ISBN-13:	9781461440710
ISBN-10:	1461440718
Sprache:	Englisch
Herstellernummer:	12098729
Ausstattung / Beilage:	HC runder Rücken kaschiert
Einband:	Gebunden
Autor:	Hens, Niel Shkedy, Ziv Beutels, Philippe Faes, Christel Damme, Pierre van Aerts, Marc
Auflage:	2012
Hersteller:	Springer New York Springer US, New York, N.Y. Statistics for Biology and Health
Maße:	241 x 160 x 22 mm
Von/Mit:	Niel Hens (u. a.)
Erscheinungsdatum:	01.09.2012
Gewicht:	0,641 kg

preigu-id: 106523725