Spatial Analysis: Statistics, Visualization, and Computational Methods

1st Edition

Tonny J. Oyana, Florence Margai

CRC Press
Published August 11, 2015
Textbook - 323 Pages - 96 B/W Illustrations
ISBN 9781498707633 - CAT# K24901

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Summary

An introductory text for the next generation of geospatial analysts and data scientists, Spatial Analysis: Statistics, Visualization, and Computational Methods focuses on the fundamentals of spatial analysis using traditional, contemporary, and computational methods. Outlining both non-spatial and spatial statistical concepts, the authors present practical applications of geospatial data tools, techniques, and strategies in geographic studies. They offer a problem-based learning (PBL) approach to spatial analysis—containing hands-on problem-sets that can be worked out in MS Excel or ArcGIS—as well as detailed illustrations and numerous case studies.

The book enables readers to:

  • Identify types and characterize non-spatial and spatial data
  • Demonstrate their competence to explore, visualize, summarize, analyze, optimize, and clearly present statistical data and results
  • Construct testable hypotheses that require inferential statistical analysis
  • Process spatial data, extract explanatory variables, conduct statistical tests, and explain results
  • Understand and interpret spatial data summaries and statistical tests

Spatial Analysis: Statistics, Visualization, and Computational Methods incorporates traditional statistical methods, spatial statistics, visualization, and computational methods and algorithms to provide a concept-based problem-solving learning approach to mastering practical spatial analysis. Topics covered include: spatial descriptive methods, hypothesis testing, spatial regression, hot spot analysis, geostatistics, spatial modeling, and data science.

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