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Hierarchical Modelling for the Environmental Sciences: Statistical download pdf ebook

Hierarchical Modelling for the Environmental Sciences: Statistical Methods and Applications (2006)




Author: Alan Gelfand, James S. Clark
Type: eBook
Date Released: 2006
Format: pdf
Language: English
Page Count: 216
Isbn10 Code: 019856967X
Isbn13 Code: 9780198569671


New statistical tools are changing the ways in which scientists analyze and interpret data and models. Many of these are emerging as a result of the wide availability of inexpensive, high speed computational power. In particular, hierarchical Bayes and Markov Chain Monte Carlo methods for anyalsis provide consistent framework for inference and prediction where information is heterogeneous and uncertain, processes are complex, and responses depend on scale. Nowhere are these methods more promising than in the environmental sciences. Models have developed rapidly, and there is now a requirement for a clear exposition of the methodology through to application for a range of environmental challenges.

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