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Local Models for Spatial Analysis

Autor Christopher D. Lloyd
en Limba Engleză Hardback – 13 oct 2010
Written in recognition of developments in spatial data analysis that focused on differences between places, the first edition of Local Models for Spatial Analysis broke new ground with its focus on local modelling methods. Reflecting the continued growth and increased interest in this area, the second edition describes a wide range of methods which account for local variations in geographical properties.
What’s new in the Second Edition:
  • Additional material on geographically-weighted statistics and local regression approaches
  • A better overview of local models with reference to recent critical reviews about the subject area
  • Expanded coverage of individual methods and connections between them
  • Chapters have been restructured to clarify the distinction between global and local methods
  • A new section in each chapter references key studies or other accounts that support the book
  • Selected resources provided online to support learning
An introduction to the methods and their underlying concepts, the book uses worked examples and case studies to demonstrate how the algorithms work their practical utility and range of application. It provides an overview of a range of different approaches that have been developed and employed within Geographical Information Science (GIScience). Starting with first principles, the author introduces users of GISystems to the principles and application of some widely used local models for the analysis of spatial data, including methods being developed and employed in geography and cognate disciplines. He discusses the relevant software packages that can aid their implementation and provides a summary list in Appendix A.
Presenting examples from a variety of disciplines, the book demonstrates the importance of local models for all who make use of spatial data. Taking a problem driven approach, it provides extensive guidance on the selection and application of local models.
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Specificații

ISBN-13: 9781439829196
ISBN-10: 1439829195
Pagini: 352
Ilustrații: 100 black & white illustrations, 24 black & white tables
Dimensiuni: 156 x 234 x 21 mm
Greutate: 0.68 kg
Ediția:Revizuită
Editura: CRC Press
Colecția CRC Press
Locul publicării:United States

Public țintă

Professional

Cuprins

Introduction. Local Modelling. Grid Data. Spatial Patterning in Single Variables. Spatial Relations. Spatial Prediction 1: Deterministic Methods, Curve Fitting, and Smoothing. Spatial Prediction 2: Geostatistics. Point Patterns and Cluster Detection.
Summary: Local Models for Spatial Analysis. Index.

Recenzii

"…it is a wonderfully practical and useful guide to a variety of spatial analysis techniques. It serves as an excellent addition to the bookshelf of any basic or applied researcher doing spatial analysis."
––Jeremy Mennis
Temple University, Philadelphia, PA, USA

Descriere

With new chapters addressing spatial patterning in single variables and spatial relations, this second edition provides guidance to a wide variety of real-world problems. Focusing on solutions, it presents a complete introduction to key concepts and a clear mapping of the methods discussed. The text explores connections between methods. In addition, every chapter now includes links to key related studies. The author clearly distinguishes between local and global methods and provides more detailed coverage of geographical weighting, image texture measures, local spatial autocorrelation, and multicollinearity and geographically weighted regression.