Spatial Statistics & Geostatistics : Theory and Applications for Geographic Information Science & Technology /: Theory and Applications for Geographic Information Science & Technology. (2013)

• Record Type: Book
• Other Titles: Spatial statistics and geostatistics
• Further Information: Note: Yongwan Chun & Daniel A. Griffith.
• Authors: Chun, Yongwan; Griffith, Daniel A
• Contents: About the Authors; Preface; Introduction; Spatial Statistics and Geostatistics; R Basics; Spatial Autocorrelation; Indices Measuring Spatial Dependency; Important Properties of MC; Relationships Between MC And GR, and MC and Join Count Statistics; Graphic Portrayals: The Moran Scatterplot and the Semi-variogram Plot; Impacts of Spatial Autocorrelation; Testing for Spatial Autocorrelation in Regression Residuals; R Code for Concept Implementations; Spatial Sampling; Selected Spatial Sampling Designs; Puerto Rico DEM Data; Properties of the Selected Sampling Designs: Simulation Experiment Results; Sampling Simulation Experiments On A Unit Square Landscape; Sampling Simulation Experiments On A Hexagonal Landscape Structure; Resampling Techniques: Reusing Sampled Data; The Bootstrap; The Jackknife; Spatial Autocorrelation and Effective Sample Size; R Code for Concept Implementations; Spatial Composition and Configuration; Spatial Heterogeneity: Mean and Variance; ANOVA; Testing for Heterogeneity Over a Plane: Regional Supra-Partitionings; Establishing a Relationship to the Superpopulation; A Null Hypothesis Rejection Case With Heterogeneity; Testing for Heterogeneity Over a Plane: Directional Supra-Partitionings; Covariates Across a Geographic Landscape; Spatial Weights Matrices; Weights Matrices for Geographic Distributions; Weights Matrices for Geographic Flows; Spatial Heterogeneity: Spatial Autocorrelation; Regional Differences; Directional Differences: Anisotropy; R Code for Concept Implementations; Spatially Adjusted Regression And Related Spatial Econometrics; Linear Regression; Nonlinear Regression; Binomial/Logistic Regression; Poisson/Negative Binomial Regression; Geographic Distributions; Geographic Flows: A Journey-To-Work Example; R Code for Concept Implementations; Local Statistics: Hot And Cold Spots; Multiple Testing with Positively Correlated Data; Local Indices of Spatial Association; Getis-Ord Statistics; Spatially Varying Coefficients; R Code For Concept Implementations; Analyzing Spatial Variance And Covariance With Geostatistics And Related Techniques; Semi-variogram Models; Co-kriging; DEM Elevation as a Covariate; Landsat 7 ETM+ Data as a Covariate; Spatial Linear Operators; Multivariate Geographic Data; Eigenvector Spatial Filtering: Correlation Coefficient Decomposition; R Code for Concept Implementations; Methods For Spatial Interpolation In Two Dimensions; Kriging: An Algebraic Basis; The EM Algorithm; Spatial Autoregression: A Spatial EM Algorithm; Eigenvector Spatial Filtering: Another Spatial EM Algorithm; R Code for Concept Implementations; More Advanced Topics In Spatial Statistics; Bayesian Methods for Spatial Data; Markov Chain Monte Carlo Techniques; Selected Puerto Rico Examples; Designing Monte Carlo Simulation Experiments; A Monte Carlo Experiment Investigating Eigenvector Selection when Constructing a Spatial Filter; A Monte Carlo Experiment Investigating Eigenvector Selection from a Restricted Candidate Set of Vectors; Spatial Error: A Contributor to Uncertainty; R Code for Concept Implementations; References; Index;
• Publisher Details: Los Angeles : SAGE
• Publication Date: 2013
• Extent: 1 online resource, illustrations, maps
• Subjects: 910.285; Geospatial data; Spatial analysis (Statistics)
• Languages: English
• ISBNs: 9781446291627; 1446291626
• Related ISBNs: 9781446201732; 1446201732; 9781446201749; 1446201740
• Notes: Note: Includes bibliographical references and index.
• Access Rights: Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
• Access Usage: Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.