Montero, José María. creator Fernández-Avilés, Gema. Mateu, Jorge. text bibliography Electronic books. enk 2015 monographic eng

electronic resource

1 online resource. Statistical Methods for Spatial and Spatio-Temporal Data Analysis provides a complete range of spatio-temporal covariance functions and discusses ways of constructing them. This book is a unified approach to modeling spatial and spatio-temporal data together with significant developments in statistical methodology with applications in R. This book includes: -Methods for selecting valid covariance functions from the empirical counterparts that overcome the existing limitations of the traditional methods. -The most innovative developments in the different steps of the kriging process. -An up-to-date account of strategies for dealing with data evolving in space and time. -An accompanying website featuring R code and examples. From classical statistics to geostatistics -- Geostatistics: preliminaries -- Structural analysis -- Spatial prediction and kriging -- Geostatistics and spatio-temporal random functions -- Spatio-temporal structural analysis (I): empirical semivariogram and covariogram estimation and model fitting -- Spatio-temporal structural analysis (II): theoretical covariance models -- Spatio-temporal prediction and kriging -- An introduction to functional geostatistics -- Appendices A: Spectral representations -- Appendices B: Probabilistic aspects of -- Basic theory on restricted maximum likelihood -- Most relevant proofs (Chapter 7) -- Bibliography and further reading -- Index -- Supplemental Images -- Wiley Series in Probability and Statistics. José-María Montero, Department of Statistics, University of Castilla-La Mancha, Spain, Gema Fernández-Aviles, Department of Statistics, University of Castilla-La Mancha, Spain, Jorge Mateu, Department of Mathematics, University Jaume I of Castellon, Spain. Includes bibliographical references and index. Geology Statistical methods Kriging SCIENCE Earth Sciences Geography SCIENCE Earth Sciences Geology Geology Statistical methods Kriging QE33.2.S82 551.01/5195 Montero, José María. Chichester, West Sussex : John Wiley and Sons, Inc., 2015 (DLC) 2015015489 9781118762431 1118762436 9781118762455 1118762452 9781118762424 1118762428 2015016615 http://onlinelibrary.wiley.com/book/10.1002/9781118762387 http://onlinelibrary.wiley.com/book/10.1002/9781118762387 DLC 150424 20170807080133.0 ocn908107437 eng