Handbook of Spatial Statistics

Based on the work of prominent researchers, this handbook provides broad, thorough coverage of this vibrant area, from historical to contemporary topics. It explores the modeling advances, computational approaches, and methodology that have emerged in recent years. The book focuses on continuous and discrete spatial variation, spatial point patterns, and spatio-temporal processes. It also covers multivariate spatial process models, spatial aggregation, spatial misalignment, and spatial gradients in depth. The theory and applications are illustrated with many real-world data examples.

Zusatztext 80567332 Informationen zum Autor Alan E. Gelfand! Department of Statistical Science! Duke University! Durham! North Carolina! USAPeter J. Diggle! School of Health and Medicine! Lancaster University! UKMontserrat Fuentes! Department of Statistics! North Carolina State University! Raleigh! USAPeter Guttorp! Department of Statistics! University of Washington! Seattle! USA! and Norwegian Computing Center! Oslo! Norway Klappentext The past few decades have seen a huge increase in the amount of spatial statistics research. This single volume provides a comprehensive! coherent! and unified summary of the entire field. Zusammenfassung Offers an introduction detailing the evolution of the field of spatial statistics. This title focuses on the three main branches of spatial statistics: continuous spatial variation (point referenced data); discrete spatial variation, including lattice and areal unit data; and, spatial point patterns. Inhaltsverzeichnis IntroductionHistorical Introduction! Peter J. DiggleContinuous Spatial VariationContinuous Parameter Stochastic Process Theory! Tilmann Gneiting and Peter GuttorpClassical Geostatistical Methods! Dale L. Zimmerman and Michael SteinLikelihood-Based Methods! Dale L. ZimmermanSpectral Domain! Montserrat Fuentes and Brian ReichAsymptotics for Spatial Processes! Michael SteinHierarchical Modeling with Spatial Data! Christopher K. WikleLow Rank Representations for Spatial Processes! Christopher K. WikleConstructions for Nonstationary Spatial Processes! Paul D. SampsonMonitoring Network Design! James V. Zidek and Dale L. ZimmermanNon-Gaussian and Nonparametric Models for Continuous Spatial Data! Mark F.J. Steel and Montserrat FuentesDiscrete Spatial VariationDiscrete Spatial Variation! Håvard Rue and Leonard HeldConditional and Intrinsic Autoregressions! Leonhard Held and Håvard RueDisease Mapping! Lance Waller and Brad CarlinSpatial Econometrics! R. Kelley Pace and James LeSageSpatial Point PatternsSpatial Point Process Theory! Marie-Colette van LieshoutSpatial Point Process Models! Valerie IshamNonparametric Methods! Peter J. DiggleParametric Methods! Jesper MøllerModeling Strategies! Adrian BaddeleyMultivariate and Marked Point Processes! Adrian BaddeleyPoint Process Models and Methods in Spatial Epidemiology! Lance WallerSpatio-Temporal ProcessesContinuous Parameter Spatio-Temporal Processes! Tilmann Gneiting and Peter GuttorpDynamic Spatial Models Including Spatial Time Series! Dani GamermanSpatio-Temporal Point Processes! Peter J. Diggle and Edith GabrielModeling Spatial Trajectories! David R. BrillingerData Assimilation! Douglas W. Nychka and Jeffrey L. AndersonAdditional TopicsMultivariate Spatial Process Models! Alan E. Gelfand and Sudipto BanerjeeMisaligned Spatial Data: The Change of Support Problem! Alan E. GelfandSpatial Aggregation and the Ecological Fallacy! Jonathan Wakefield and Hilary LyonsSpatial Gradients and Wombling! Sudipto BanerjeeIndex ...

I very strongly recommend this book for anyone working in spatial statistics at any level. The writing styles are all concise, informative, and even somewhat entertaining given the topic constraints. The editors have done a masterful job of organization and chapter authorship selection.Technometrics, May 2012 a good starting point for entering each subarea of spatial statistics. it can serve as a textbook at a graduate level for statistics majors Handbook of Spatial Statistics is well edited and covers a wide range of topics, providing a very useful reference book for spatial statistics.Chae Young Lim, Journal of the American Statistical Association, December 2011 each chapter is concisely written to the point of having no extraneous text but without resorting to overly terse discussion. the layout and content [are] easily accessible for a variety of usage patterns. the extensive bibliography provides ample direction for extra, more detailed reading. This Handbook is an excellent and clearly written first stop for any questions or queries one may have about spatial statistics. I wish I had owned this book years ago.Scott A. Sisson, Australian & New Zealand Journal of Statistics, December 2011 This book is certainly bound to become an influential classic in the field of spatial statistics. reading it surpassed the expectations. It is a comprehensive piece of work that summarizes current state of the developments of the spatial statistics in its multitude. The range of topics covered is impressive useful and enlightening for a wide scope of readers from beginners to rather specialized researchers Readers with an ISCB background will benefit from reading this book in many ways. this book really sets the standard for modern spatial statistics as a field for years to come. Anybody even mildly interested in the theory or applications of various parts of spatial statistics should read it, or even better, to have it handy as an authoritative and remarkably useful reference.ISCB News, No. 51, June 2011 the chapters have a very good scientific quality the reading [is] rather easy and pleasant the book thoroughly covers the field of spatial statistics and deserves its name of 'handbook.' It will be useful to specialists of spatial statistics as a reference book, and also to those who wish to learn the methods used in this field.Biometrics, June 2011 an exciting handbook, aiming to present a comprehensive treatment of both classical and state-of-the-art topics in the area of spatial statistics. this book is thoroughly edited and provides comprehensive, coherent, and unified summaries of specific methodological topics from spatial statistics. All the chapters were written by leading researchers in spatial statistics, with a good balance of theory and application through a synthesis of the key methodological developments and examples and case studies using real spatial data. It is deeply impressive that the handbook covers such a wide range of topics ranging from spatial to spatialtemporal processes. a valuable handbook for all researchers in spatial statistics, the biostatisticians interested in spatial epidemiology and ecology, and those who need up-to-date guidance in applying modern spatial methods to real data. I enjoyed reading this book very much and I would recommend it Statistics in Medicine, 2011, 30 As spatial statistics is an important, fast growing field of statistics, it was time to publish a book like this which can be seen as a successor of the famous work by Noel Cressie. The authors are all high-ranked statisticians with great experience in both teaching and research. The editors are to be credited for their achievement to unite so many methods of spatial statistics in one volume. The reviewer is sure that this will lead to great progress in spatial statistics the reviewer warmly recommends this great volume to all spatial statisticians. Biometrical Journal, 53 (2011), 1 The time has come for a new reference book in spatial statistics. This handbook remarkably achieves this aim. The editorial quality of the book is absolutely remarkable. In some chapters, R or WinBugs code is made available. I strongly recommend Handbook of Spatial Statistics as a textbook for an advanced class in spatial statistics and as a reference book for anyone dealing with spatial data. It will definitely be one of my favorite books in the field for years to come, and I am convi…