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Spatio-temporal design : advances in efficient data acquisition / edited by Jorge Mateu, Department of Mathematics of the University Jaume I of Castellon, Spain, Werner G. Müller, Department of Applied Statistics, Johannes Kepler University Linz, Austria.

Contributor(s): Material type: TextTextPublisher number: EB00202082 | Recorded BooksSeries: Statistics in practicePublisher: Chichester, West Sussex, United Kingdom : Wiley, 2013Description: 1 online resource (xx, 349 pages) : illustrations (some color), maps (some color)Content type:
  • text
Media type:
  • computer
Carrier type:
  • online resource
ISBN:
  • 9781118441862
  • 1118441869
  • 9781118441886
  • 1118441885
  • 9781118441893
  • 1118441893
Subject(s): Genre/Form: Additional physical formats: Print version:: Spatio-temporal designDDC classification:
  • 001.422 23
LOC classification:
  • QA276.6 .S63 2013
Online resources:
Contents:
Collecting Spatio-Temporal Data / Jorge Mateu, Werner G Muller -- Model-Based Frequentist Design for Univariate and Multivariate Geostatistics / Dale L Zimmerman, Jie Li -- Model-Based Criteria Heuristics for Second-Phase Spatial Sampling / Eric M Delmelle -- Spatial sampling design by means of spectral approximations to the error process / Gunter Spock, Jurgen Pilz -- Entropy-Based Network Design Using Hierarchical Bayesian Kriging / Baisuo Jin, Yuehua Wu, Baiqi Miao -- Accounting for Design in the Analysis of Spatial Data / Brian J Reich, Montserrat Fuentes -- Spatial Design for Knot Selection in Knot-Based Dimension Reduction Models / Alan E Gelfand, Sudipto Banerjee, Andrew O Finley -- Exploratory Designs for Assessing Spatial Dependence / Agnes Fussl, Werner G Muller, Juan Rodriguez-Diaz -- Sampling Design Optimization for Space-Time Kriging / Gerard B M Heuvelink, Daniel A Griffith, Tomislav Hengl, Stephanie J Melles -- Space-Time Adaptive Sampling and Data Transformations / Jose M Angulo, Maria C Bueso, Francisco J Alonso -- Adaptive Sampling Design for Spatio-Temporal Prediction / Thomas R Fanshawe, Peter J Diggle -- Semiparametric Dynamic Design of Monitoring Networks for Non-Gaussian Spatio-Temporal Data / Scott H Holan, Christopher K Wikle -- Active Learning for Monitoring Network Optimization / Devis Tuia, Alexei Pozdnoukhov, Loris Foresti, Mikhail Kanevski -- Stationary Sampling Designs Based on Plume Simulations / Kristina B Helle, Edzer Pebesma -- Index -- Statistics in Practice -- Supplemental Images.
Summary: 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 stat.
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Collecting Spatio-Temporal Data / Jorge Mateu, Werner G Muller -- Model-Based Frequentist Design for Univariate and Multivariate Geostatistics / Dale L Zimmerman, Jie Li -- Model-Based Criteria Heuristics for Second-Phase Spatial Sampling / Eric M Delmelle -- Spatial sampling design by means of spectral approximations to the error process / Gunter Spock, Jurgen Pilz -- Entropy-Based Network Design Using Hierarchical Bayesian Kriging / Baisuo Jin, Yuehua Wu, Baiqi Miao -- Accounting for Design in the Analysis of Spatial Data / Brian J Reich, Montserrat Fuentes -- Spatial Design for Knot Selection in Knot-Based Dimension Reduction Models / Alan E Gelfand, Sudipto Banerjee, Andrew O Finley -- Exploratory Designs for Assessing Spatial Dependence / Agnes Fussl, Werner G Muller, Juan Rodriguez-Diaz -- Sampling Design Optimization for Space-Time Kriging / Gerard B M Heuvelink, Daniel A Griffith, Tomislav Hengl, Stephanie J Melles -- Space-Time Adaptive Sampling and Data Transformations / Jose M Angulo, Maria C Bueso, Francisco J Alonso -- Adaptive Sampling Design for Spatio-Temporal Prediction / Thomas R Fanshawe, Peter J Diggle -- Semiparametric Dynamic Design of Monitoring Networks for Non-Gaussian Spatio-Temporal Data / Scott H Holan, Christopher K Wikle -- Active Learning for Monitoring Network Optimization / Devis Tuia, Alexei Pozdnoukhov, Loris Foresti, Mikhail Kanevski -- Stationary Sampling Designs Based on Plume Simulations / Kristina B Helle, Edzer Pebesma -- Index -- Statistics in Practice -- Supplemental Images.

Includes bibliographical references and index.

Print version record.

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 stat.

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