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๐Ÿ“

Handbook of Applied Spatial Analysis: Software Tools, Methods and Applications

โœ Scribed by Manfred M. Fischer, Arthur Getis (auth.), Manfred M. Fischer, Arthur Getis (eds.)


Publisher
Springer-Verlag Berlin Heidelberg
Year
2010
Tongue
English
Leaves
800
Edition
1
Category
Library

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โœฆ Synopsis


Spatial data are an important source of scientific information. The development of high capacity and fast desk and laptop computers and the concomitant creation of geographic information systems has made it possible to explore georeferenced or mapped data as never before. This Handbook summarizes, explains, and demonstrates the nature of current models, methods, and techniques particularly designed for the analysis of spatial data. The book is designed to be a desk reference for all researchers just getting into the field of spatial data analysis as well as for seasoned spatial analysts. Relevant references are given whenever possible to direct researchers to the most useful writings on the subject.

Unlike most compendia of this nature, the book starts out by exploring the available software for spatial analysis. We focus on the tools that make analysis possible. The volume then describes briefly but clearly the many techniques embodied in the fields of exploratory spatial data analysis, spatial statistics, geostatistics, and spatial econometrics. In addition, attention is given to the methods used for the analysis of remotely sensed data. Finally, a number of example sections are included that demonstrate the application of spatial analysis in the economic, environmental, and health sciences. The wide range of approaches described helps readers better understand their data and the techniques needed for spatial analysis.

The volume features contributions from the very best scholars in the field. Their explanations are able to communicate the fundamental ideas of their subject area succinctly and accessibly.


โœฆ Table of Contents


Front Matter....Pages I-XV
Introduction....Pages 1-24
Front Matter....Pages 26-26
Spatial Statistics in ArcGIS....Pages 27-41
Spatial Statistics in SAS....Pages 43-52
Spatial Econometric Functions in R....Pages 53-71
GeoDa: An Introduction to Spatial Data Analysis....Pages 73-89
STARS: Space-Time Analysis of Regional Systems....Pages 91-112
Space-Time Intelligence System Software for the Analysis of Complex Systems....Pages 113-124
Geostatistical Software....Pages 125-134
GeoSurveillance: GIS-based Exploratory Spatial Analysis Tools for Monitoring Spatial Patterns and Clusters....Pages 135-150
Web-based Analytical Tools for the Exploration of Spatial Data....Pages 151-173
PySAL: A Python Library of Spatial Analytical Methods....Pages 175-193
Front Matter....Pages 196-196
The Nature of Georeferenced Data....Pages 197-217
Exploratory Spatial Data Analysis....Pages 219-254
Spatial Autocorrelation....Pages 255-278
Spatial Clustering....Pages 279-300
Spatial Filtering....Pages 301-318
The Variogram and Kriging....Pages 319-352
Front Matter....Pages 354-354
Spatial Econometric Models....Pages 355-376
Spatial Panel Data Models....Pages 377-407
Spatial Econometric Methods for Modeling Origin-Destination Flows....Pages 409-433
Front Matter....Pages 354-354
Spatial Econometric Model Averaging....Pages 435-460
Geographically Weighted Regression....Pages 461-486
Expansion Method, Dependency, and Multimodeling....Pages 487-505
Multilevel Modeling....Pages 507-525
Front Matter....Pages 528-528
ARTMAP Neural Network Multisensor Fusion Model for Multiscale Land Cover Characterization....Pages 529-543
Model Selection in Markov Random Fields for High Spatial Resolution Hyperspectral Data....Pages 545-563
Geographic Object-based Image Change Analysis....Pages 565-582
Front Matter....Pages 584-584
The Impact of Human Capital on Regional Labor Productivity in Europe....Pages 585-597
Income Distribution Dynamics and Cross-Region Convergence in Europe....Pages 599-628
A Multi-Equation Spatial Econometric Model, with Application to EU Manufacturing Productivity Growth....Pages 629-649
Front Matter....Pages 652-652
A Fuzzy k -Means Classification and a Bayesian Approach for Spatial Prediction of Landslide Hazard....Pages 653-684
Incorporating Spatial Autocorrelation in Species Distribution Models....Pages 685-702
A Web-based Environmental Decision Support System for Environmental Planning and Watershed Management....Pages 703-718
Front Matter....Pages 720-720
Spatio-Temporal Patterns of Viral Meningitis in Michigan, 1993 - 2001....Pages 721-735
Space-Time Visualization and Analysis in the Cancer Atlas Viewer....Pages 737-752
Exposure Assessment in Environmental Epidemiology....Pages 753-767
Back Matter....Pages 769-811

โœฆ Subjects


Regional/Spatial Science; Statistics for Social Science, Behavorial Science, Education, Public Policy, and Law; Landscape/Regional and Urban Planning; Quantitative Geography; Econometrics; Environment, general


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