Statistical Methods for Environmental Epidemiology with R: A Case Study in Air Pollution and Health / Edition 1

Statistical Methods for Environmental Epidemiology with R: A Case Study in Air Pollution and Health / Edition 1

ISBN-10:
0387781668
ISBN-13:
9780387781662
Pub. Date:
07/25/2008
Publisher:
Springer New York
ISBN-10:
0387781668
ISBN-13:
9780387781662
Pub. Date:
07/25/2008
Publisher:
Springer New York
Statistical Methods for Environmental Epidemiology with R: A Case Study in Air Pollution and Health / Edition 1

Statistical Methods for Environmental Epidemiology with R: A Case Study in Air Pollution and Health / Edition 1

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Overview

As an area of statistical application, environmental epidemiology and more speci cally, the estimation of health risk associated with the exposure to - vironmental agents, has led to the development of several statistical methods and software that can then be applied to other scienti c areas. The stat- tical analyses aimed at addressing questions in environmental epidemiology have the following characteristics. Often the signal-to-noise ratio in the data is low and the targets of inference are inherently small risks. These constraints typically lead to the development and use of more sophisticated (and pot- tially less transparent) statistical models and the integration of large hi- dimensional databases. New technologies and the widespread availability of powerful computing are also adding to the complexities of scienti c inves- gation by allowing researchers to t large numbers of models and search over many sets of variables. As the number of variables measured increases, so do the degrees of freedom for in uencing the association between a risk factor and an outcome of interest. We have written this book, in part, to describe our experiences developing and applying statistical methods for the estimation for air pollution health e ects. Our experience has convinced us that the application of modern s- tistical methodology in a reproducible manner can bring to bear subst- tial bene ts to policy-makers and scientists in this area. We believe that the methods described in this book are applicable to other areas of environmental epidemiology, particularly those areas involving spatial{temporal exposures.

Product Details

ISBN-13: 9780387781662
Publisher: Springer New York
Publication date: 07/25/2008
Series: Use R!
Edition description: 2008
Pages: 144
Product dimensions: 6.10(w) x 9.25(h) x 0.02(d)

Table of Contents

Studies of Air Pollution and Health.- to R and Air Pollution and Health Data.- Reproducible Research Tools.- Statistical Issues in Estimating the Health Effects of Spatial–Temporal Environmental Exposures..- Exploratory Data Analyses.- Statistical Models.- Pooling Risks Across Locations and Quantifying Spatial Heterogeneity.- A Reproducible Seasonal Analysis of Particulate Matter and Mortality in the United States.
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