图书简介
Spatio-Temporal Methods in Environmental Epidemiology with R, like its First Edition, explores the interface between environmental epidemiology and spatio-temporal modeling. It links recent developments in spatio-temporal theory with epidemiological applications. Drawing on real-life problems, it shows how recent advances in methodology can assess the health risks associated with environmental hazards. The book’s clear guidelines enable the implementation of the methodology and estimation of risks in practice.New additions to the Second Edition include: a thorough exploration of the underlying concepts behind knowledge discovery through data; a new chapter on extracting information from data using R and the tidyverse; additional material on methods for Bayesian computation, including the use of NIMBLE and Stan; new methods for performing spatio-temporal analysis and an updated chapter containing further topics. Throughout the book there are new examples, and the presentation of R code for examples has been extended. Along with these additions, the book now has a GitHub site (https://spacetime-environ.github.io/stepi2) that contains data, code and further worked examples.Features:• Explores the interface between environmental epidemiology and spatio
1. An overview of spatio-temporal epidemiology and knowledge discovery
2. An introduction to modelling health risks and impacts
3. The importance of uncertainty: assessment and quantification
4. Extracting information from data
5. Embracing uncertainty: the Bayesian approach
6. Approaches to Bayesian computation
7. Strategies for modelling
8. The challenges of working with real-world data
9. Spatial modelling: areal data
10. Spatial modelling: point-referenced data
11. Modelling temporal data: time series analysis and forecasting
12. Bringing it all together: modelling exposures over space and time
13. Causality: issues and challenges
14. The quality of data: the importance of network design
15. Further topics in spatio-temporal modelling
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