Spatio-temporal Design
Advances in Efficient Data Acquisition
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Beschreibung
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 methods
* Discusses 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.
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 methods
* Discusses 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.
Autor*in
Jorge Mateu
Themen in »Spatio-temporal Design«
Biostatistics Biostatistik Biowissenschaften Environmental Statistics & Environmetrics Life Sciences Methods & Statistics in Ecology Statistics Statistik Umweltstatistik u. Environmetrics Ökologie / Methoden, Statistik