📖 Hierarchical Modeling and Analysis for Spatial Data
Saturday, November 17, 2018 by dev
Hierarchical Modeling and Analysis for Spatial Data
By:Sudipto Banerjee,Bradley P. Carlin,Alan E. Gelfand
Published on 2003-12-17 by CRC Press
Among the many uses of hierarchical modeling, their application to the statistical analysis of spatial and spatio-temporal data from areas such as epidemiology And environmental science has proven particularly fruitful. Yet to date, the few books that address the subject have been either too narrowly focused on specific aspects of spatial analysis, or written at a level often inaccessible to those lacking a strong background in mathematical statistics. Hierarchical Modeling and Analysis for Spatial Data is the first accessible, self-contained treatment of hierarchical methods, modeling, and data analysis for spatial and spatio-temporal data. Starting with overviews of the types of spatial data, the data analysis tools appropriate for each, and a brief review of the Bayesian approach to statistics, the authors discuss hierarchical modeling for univariate spatial response data, including Bayesian kriging and lattice (areal data) modeling. They then consider the problem of spatially misaligned data, methods for handling multivariate spatial responses, spatio-temporal models, and spatial survival models. The final chapter explores a variety of special topics, including spatially varying coefficient models. This book provides clear explanations, plentiful illustrations --some in full color--a variety of homework problems, and tutorials and worked examples using some of the field's most popular software packages.. Written by a team of leaders in the field, it will undoubtedly remain the primary textbook and reference on the subject for years to come.
This Book was ranked at 37 by Google Books for keyword data.
Book ID of Hierarchical Modeling and Analysis for Spatial Data's Books is YqpZKTp-Wh0C, Book which was written bySudipto Banerjee,Bradley P. Carlin,Alan E. Gelfandhave ETAG "lvgnQLShbu8"
Book which was published by CRC Press since 2003-12-17 have ISBNs, ISBN 13 Code is 9780203487808 and ISBN 10 Code is 020348780X
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