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Disease Mapping with WinBUGS and MLwiN

Disease Mapping with WinBUGS and MLwiN

Andrew B. Lawson, William J. Brown, Carmen L. Vidal-Rodeiro

278 pages, parution le 08/10/2003

Résumé

Disease mapping involves the analysis of geo-referenced disease incidence data and has many applications, for example within resource allocation, cluster alarm analysis, and ecological studies. There is a real need amongst public health workers for simpler and more efficient tools for the analysis of geo-referenced disease incidence data. Bayesian and multilevel methods provide the required efficiency, and with the emergence of software packages - such as WinBUGS and MLwiN - are now easy to implement in practice.

  • Provides an introduction to Bayesian and multilevel modelling in disease mapping.
  • Adopts a practical approach, with many detailed worked examples.
  • Includes introductory material on WinBUGS and MLwiN.
  • Discusses three applications in detail - relative risk estimation, focused clustering, and ecological analysis.
  • Suitable for public health workers and epidemiologists with a sound statistical knowledge.
  • Supported by a Website featuring data sets and WinBUGS and MLwiN programs.

Disease Mapping with WinBUGS and MLwiN provides a practical introduction to the use of software for disease mapping for researchers, practitioners and graduate students from statistics, public health and epidemiology who analyse disease incidence data.

Contents

  • Disease mapping basics.
  • Bayesian hierarchical modelling.
  • Multilevel modelling.
  • WinBUGS basics.
  • MLwiN basics.
  • Relative risk estimation.
  • Focused clustering: the analysis of putative health hazards.
  • Ecological analysis.
  • Spatially-correlated survival analysis.
  • Epilogue.
  • Appendix 1: WinBUGS code for focused clustering models.
  • Appendix 2: S-Plus function for conversion to GeoBUGS format.

L'auteur - William J. Brown

William J. Brown

is Product Engineer for Concept Five Technologies leading developments of distributed, object-oriented frameworks.

Caractéristiques techniques

  PAPIER
Éditeur(s) Wiley
Auteur(s) Andrew B. Lawson, William J. Brown, Carmen L. Vidal-Rodeiro
Parution 08/10/2003
Nb. de pages 278
Format 15,5 x 23,5
Couverture Relié
Poids 550g
Intérieur Noir et Blanc
EAN13 9780470856048
ISBN13 978-0-470-85604-8

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