A state-of-the-art presentation of optimum spatio-temporal
sampling design - bridging classic ideas with modern statistical
modeling concepts and the latest computational methods.
"Spatio-temporal Design "presents a comprehensive
state-of-the-art presentation combining both classical and modern
treatments of network design and planning for spatial and
spatio-temporal data acquisition. A common problem set is
interwoven throughout the chapters, providing various perspectives
to illustrate a complete insight to the problem at hand.
Motivated by the high demand for statistical analysis of data
that takes spatial and spatio-temporal information into account,
this book incorporates ideas from the areas of time series, spatial
statistics and stochastic processes, and combines them to discuss
optimum spatio-temporal sampling design.
"Spatio-temporal Design: Advances in Efficient Data Acquisition"
Provides an up-to-date account of how to collect space-time data
for monitoring, with a focus on statistical aspects and the latest
computational methodsDiscusses basic methods and distinguishes
between design and model-based approaches to collecting space-time
data.Features model-based frequentist design for univariate and
multivariate geostatistics, and second-phase spatial
sampling.Integrates common data examples and case studies
throughout the book in order to demonstrate the different
approaches and their integration. Includes real data sets, data
generating mechanisms and simulation scenarios.""Accompanied by a
supporting website featuring R code. ""
"Spatio-temporal Design" presents an excellent book for graduate
level students as well as a valuable reference for researchers and
practitioners in the fields of applied mathematics, engineering,
and the environmental and health sciences.
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