By Emmanuel Letellier
This ebook offers a vast advent to the attention-grabbing topic of environmental space-time procedures; addressing the position of uncertainty. inside that context, it covers a spectrum of technical concerns from dimension to environmental epidemiology to chance evaluate. It showcases non-stationary vector-valued tactics, whereas treating stationarity as a unique case. The contents replicate the authors’ cumulative wisdom received over a long time of consulting and learn collaboration. specifically, with individuals in their study team, they built inside a hierarchical Bayesian framework, the hot statistical techniques offered within the publication for interpreting, modeling, and tracking environmental spatio-temporal approaches. additionally they point out new instructions for development.
This ebook comprises technical and non-technical fabric and it really is written for statistical scientists in addition to specialists, topic sector researchers and scholars in similar fields. Novel chapters current the authors’ hierarchical Bayesian techniques to:
- spatially interpolating environmental processes
- designing networks to watch environmental processes
- multivariate severe worth theory
- incorporating threat assessment
In addition, they current a entire and demanding survey of different techniques, highlighting deficiencies that their technique seeks to beat. distinct sections marked by means of an asterisk offer rigorous improvement for readers with a robust technical heritage. however readers can cross directly to the tutorials provided in bankruptcy 14 and the best way to observe the loose, downloadable modeling and layout software program that the authors and their study companions have developed.