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banerjee sudipto; gelfand alan e.; carlin bradley p. - hierarchical modeling and analysis for spatial data, second edition
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Hierarchical Modeling and Analysis for Spatial Data, Second Edition

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Dettagli

Genere:Libro
Lingua: Inglese
Pubblicazione: 06/2011
Edizione: Edizione nuova, 2° edizione





Note Editore

Keep Up to Date with the Evolving Landscape of Space and Space-Time Data Analysis and Modeling Since the publication of the first edition, the statistical landscape has substantially changed for analyzing space and space-time data. More than twice the size of its predecessor, Hierarchical Modeling and Analysis for Spatial Data, Second Edition reflects the major growth in spatial statistics as both a research area and an area of application. New to the Second Edition New chapter on spatial point patterns developed primarily from a modeling perspective New chapter on big data that shows how the predictive process handles reasonably large datasets New chapter on spatial and spatiotemporal gradient modeling that incorporates recent developments in spatial boundary analysis and wombling New chapter on the theoretical aspects of geostatistical (point-referenced) modeling Greatly expanded chapters on methods for multivariate and spatiotemporal modeling New special topics sections on data fusion/assimilation and spatial analysis for data on extremes Double the number of exercises Many more color figures integrated throughout the text Updated computational aspects, including the latest version of WinBUGS, the new flexible spBayes software, and assorted R packages The Only Comprehensive Treatment of the Theory, Methods, and Software This second edition continues to provide a complete treatment of the theory, methods, and application of hierarchical modeling for spatial and spatiotemporal data. It tackles current challenges in handling this type of data, with increased emphasis on observational data, big data, and the upsurge of associated software tools. The authors also explore important application domains, including environmental science, forestry, public health, and real estate.




Sommario

OVERVIEW OF SPATIAL DATA PROBLEMSIntroduction to Spatial Data and ModelsFundamentals of Cartography ExercisesBASICS OF POINT-REFERENCED DATA MODELSElements of Point-Referenced Modeling Spatial Process Models Exploratory Approaches for Point-Referenced Data Classical Spatial PredictionComputer TutorialsExercisesBASICS OF AREAL DATA MODELSExploratory Approaches for Areal DataBrook's Lemma and Markov Random FieldsConditionally Autoregressive (CAR) Models Simultaneous Autoregressive (SAR) ModelsComputer TutorialsExercises BASICS OF BAYESIAN INFERENCEIntroduction to Hierarchical Modeling and Bayes Theorem Bayesian Inference Bayesian ComputationComputer TutorialsExercisesHIERARCHICAL MODELING FOR UNIVARIATE SPATIAL DATAStationary Spatial Process ModelsGeneralized Linear Spatial Process ModelingNonstationary Spatial Process Models Areal Data Models General Linear Areal Data Modeling ExercisesSPATIAL MISALIGNMENT Point-Level ModelingNested Block-Level Modeling Nonnested Block-Level Modeling Misaligned Regression Modeling Exercises MULTIVARIATE SPATIAL MODELINGSeparable Models Coregionalization Models Other Constructive Approaches Multivariate Models for Areal Data Exercises SPATIOTEMPORAL MODELING General Modeling Formulation Point-Level Modeling with Continuous Time Nonseparable Spatio-Temporal Models Dynamic Spatio-Temporal Models Block-Level Modeling Exercises SPATIAL SURVIVAL MODELS Parametric Models Semiparametric Models Spatio-Temporal Models Multivariate Models Spatial Cure Rate Models Exercises SPECIAL TOPICS IN SPATIAL PROCESS MODELING Process Smoothness Revisited Spatially Varying Coefficient Models Spatial CDFs APPENDICES Matrix Theory and Spatial Computing Methods Answers to Selected Exercises REFERENCES AUTHOR INDEX SUBJECT INDEX Short TOC










Altre Informazioni

ISBN:

9781439819173

Condizione: Nuovo
Collana: Chapman & Hall/CRC Monographs on Statistics and Applied Probability
Dimensioni: 10 x 7 in Ø 3.05 lb
Formato: Copertina rigida
Illustration Notes:177 color images and 70 tables
Pagine Arabe: 584


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