eBook: Spatial Regression Analysis Using Eigenvector Spatial Filtering (DRM PDF)
 
電子書格式: DRM PDF
作者: Daniel Griffith, Yongwan Chun, Bin Li 
分類: Data analysis: general ,
Urban economics ,
Geographical information systems (GIS) & remote sensing ,
Mathematical & statistical software  
書城編號: 20175447


售價: $1495.00

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製造商: Elsevier Science
出版日期: 2019/09/14
頁數: 286
ISBN: 9780128156926
 
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商品簡介
Spatial Regression Analysis Using Eigenvector Spatial Filtering provides theoretical foundations and guides practical implementation of the Moran eigenvector spatial filtering (MESF) technique. MESF is a novel and powerful spatial statistical methodology that allows spatial scientists to account for spatial autocorrelation in their georeferenced data analyses. Its appeal is in its simplicity, yet its implementation drawbacks include serious complexities associated with constructing an eigenvector spatial filter. This book discusses MESF specifications for various intermediate-level topics, including spatially varying coefficients models, (non) linear mixed models, local spatial autocorrelation, space-time models, and spatial interaction models. Spatial Regression Analysis Using Eigenvector Spatial Filtering is accompanied by sample R codes and a Windows application with illustrative datasets so that readers can replicate the examples in the book and apply the methodology to their own application projects. It also includes a Foreword by Pierre Legendre.Reviews the uses of ESF across linear regression, generalized linear regression, spatial autocorrelation measurement, and spatially varying coefficient modelsIncludes computer code and template datasets for further modelingProvides comprehensive coverage of related concepts in spatial data analysis and spatial statistics

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