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Bayesian Methods in Epidemiology Lyle D. Broemeling (Broemeling and Associates Inc., USA.)

Bayesian Methods in Epidemiology By Lyle D. Broemeling (Broemeling and Associates Inc., USA.)

Bayesian Methods in Epidemiology by Lyle D. Broemeling (Broemeling and Associates Inc., USA.)


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Bayesian Methods in Epidemiology Summary

Bayesian Methods in Epidemiology by Lyle D. Broemeling (Broemeling and Associates Inc., USA.)

Written by a biostatistics expert with over 20 years of experience in the field, Bayesian Methods in Epidemiology presents statistical methods used in epidemiology from a Bayesian viewpoint. It employs the software package WinBUGS to carry out the analyses and offers the code in the text and for download online.

The book examines study designs that investigate the association between exposure to risk factors and the occurrence of disease. It covers introductory adjustment techniques to compare mortality between states and regression methods to study the association between various risk factors and disease, including logistic regression, simple and multiple linear regression, categorical/ordinal regression, and nonlinear models. The text also introduces a Bayesian approach for the estimation of survival by life tables and illustrates other approaches to estimate survival, including a parametric model based on the Weibull distribution and the Cox proportional hazards (nonparametric) model. Using Bayesian methods to estimate the lead time of the modality, the author explains how to screen for a disease among individuals that do not exhibit any symptoms of the disease.

With many examples and end-of-chapter exercises, this book is the first to introduce epidemiology from a Bayesian perspective. It shows epidemiologists how these Bayesian models and techniques are useful in studying the association between disease and exposure to risk factors.

Bayesian Methods in Epidemiology Reviews

... the only book that I am aware of in literature that introduces epidemiology from a Bayesian point of view. ... Each concept has been introduced in its standard definition as well as its analogy in the Bayesian approach, thereby making it easier for non-Bayesian researchers to understand. The book is very well written and structured in a way that makes the comprehension of the introduced concepts very smooth. The comprehensive range of covered topics is impressive but not daunting. ... a great textbook for any researcher with considerable statistical background who is interested in applying Bayesian methods to public health data. ... useful as a refresher course ... I would highly recommend Bayesian Methods in Epidemiology as an introductory text to the subject as a whole. ... also a valuable resource for experienced Bayesian analysts.
-Statistics in Medicine, 34, 2015

This is a useful and interesting book ... This book will help initiate those unfamiliar with Bayesian principles in Bayesian thinking and further implement Bayesian methodology in solving problems of import in medical applications. ... an exciting book, which I believe has the potential to help public health practitioners identify important risk factors for disease and make important policy decisions.
-International Statistical Review, 82, 2014

This book consists of some examples of Bayesian methods applications to the analysis of epidemiological statistical data. It covers analysis of associations between risk exposures and diseases; adjustment of mortality data; regression methods; life tables analysis; survival analysis with Bayesian Kaplan-Meyer methods and Cox proportional hazards models; and screening for diseases.
-R.E. Maiboroda, Zentralblatt MATH

...by reading the book and working through the author's examples, and the examples at the end of each chapter, analysts working in epidemiology are supposed to gain an understanding of how Bayesian methods might be applied to their own work.
-The American Statistician

In Bayesian Methods in Epidemiology, Dr. Broemeling brings his vast working expe-rience in the field to a practitioner's guide for epidemiologic principles solved the Bayesian way. Illustrations with real data from important studies, a host of exercises, politely sub-tle references to appendices for review, and an abundance of WinBUGS code make this book highly accessible to scientists working across the quantitative spectrum.
-Biometrics


Table of Contents

Introduction to Bayesian Methods in Epidemiology
Introduction
Review of Statistical Methods in Epidemiology
Preview of the Book
Preview of the Appendices

A Bayesian Perspective of Association between Risk Exposure and Disease
Introduction
Incidence and Prevalence for Mortality and Morbidity
Association between Risk and Disease in Cohort Studies
Retrospective Studies: Association between Risk and Disease in Case-Control Studies
Cross-Sectional Studies
Attributable Risk

Bayesian Methods of Adjustment of Data
Introduction
The Direct Adjustment of Data
Indirect Standardization Adjustment
Stratification and Association between Disease and Risk Exposure
Mantel-Haenszel Estimator of Association
Matching to Adjust Data in Case-Control Studies

Regression Methods for Adjustment
Introduction
Logistic Regression
Linear Regression Models
Weighted Regression
Ordinal and Other Regression Models

A Bayesian Approach to Life Tables
Introduction
The Basic Life Table
Disease-Specific Life Tables
Life Tables for Medical Studies
Comparing Survival
The Kaplan-Meier Test

A Bayesian Approach to Survival Analysis
Introduction
Notation and Basic Table for Survival
Kaplan-Meier Survival Curves
Survival Analysis

Screening for Disease
Introduction
Principals of Screening
Evaluation of Screening Programs
The HIP Study (Health Insurance Plan of Greater New York)

Statistical Models for Epidemiology
Introduction
Review of Models for Epidemiology
Categorical Regression Models
Nonlinear Regression Models
Repeated Measures Model
Spatial Models for Epidemiology

Appendix A: Introduction to Bayesian Statistics
Appendix B: Introduction to WinBUGS

Index

Comments, Conclusions, Exercises, and References appear at the end of each chapter.

Additional information

CIN1466564970VG
9781466564978
1466564970
Bayesian Methods in Epidemiology by Lyle D. Broemeling (Broemeling and Associates Inc., USA.)
Used - Very Good
Hardback
Taylor & Francis Inc
20130912
464
N/A
Book picture is for illustrative purposes only, actual binding, cover or edition may vary.
This is a used book - there is no escaping the fact it has been read by someone else and it will show signs of wear and previous use. Overall we expect it to be in very good condition, but if you are not entirely satisfied please get in touch with us

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