Modelling Spatial Processes
The Indentification and Analysis of Spatial Relationships in Regression Residuals by Means of Moran's I

 

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Modelling Spatial Processes
The Indentification and Analysis of Spatial Relationships in Regression Residuals by Means of Moran's I

by Michael Tiefelsdorf (Author)

 

Paperback

ISBN: 9783540662082

 

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This text empowers researchers to investigate and identify potential spatial processes among a set of regions, where spatial processes and their underlying functional spatial relationships are commonly observed in the geosciences and related disciplines.


A novel methodology is put forward in this book, which empowers researchers to investigate and identify potential spatial processes among a set of regions. Spatial processes and their underlying functional spatial relationships are commonly observed in the geosciences and related disciplines. Examples are spatially autocorrelated random variables manifesting themselves in distinct global patterns as well as local clusters and hot spots, or spatial interaction leading to stochastic ties among the regions. An example from observational epidemiology demonstrates the flexibility of Moran's approach by analyzing the spatial distribution of cancer data from several perspectives. Recent advances in computing technology, computer algorithms, statistical techniques and global and local spatial patterns by means of Moran's I feasability. Moran's I is an extremely versatile tool for exploring and analyzing spatial data and testing spatial hypotheses.


 

ISBN 3540662081
ISBN13 9783540662082
Publisher Springer-Verlag Berlin and Heidelberg GmbH & Co. K
Format Paperback
Publication date 00/11/1999
Pages xviii,167
Weight (grammes) 260.00
Published in Germany
Height (mm) 230
Width (mm)

Underlying Concepts of Spatial Processes
The Regression Model
The Specification of Spatial Relations
Gaussian Spatial Processes
Development of Properties of Moran's I's Distribution
The Characteristic Function
Numerical Evaluation of Imhof's Formula
The Exact Distribution of Moran's I. ....

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