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Spatial Statistics and Analysis: Techniques and Applications

Autor Anzhelika Antipova
en Limba Engleză Paperback – noi 2025
This book provides a comprehensive exploration of the theoretical and foundational principles, as well as the applicational aspects of spatial statistics and analysis using the latest, most up-to-date data. It functions as a one-stop standalone resource for both instructors and undergraduate and graduate students using spatial analysis in geography and other earth sciences, as well as public health, engineering, urban and regional planning, criminal justice, epidemiology, and social sciences. Additionally, Spatial Statistics and Analysis is also useful for postgraduate students, researchers, social science practitioners, policy makers, government organizations and those who wish to gain an insight into spatial data analysis. It begins with a clear introduction of the key terms and tools in spatial statistics. Following on from that, it progresses into scales of measurement in spatial analysis and using these to analyze data distributions. Through the provision of compelling hands-on exercises, the book navigates complex topics such as spatial dataset visualizations, spatial statistical relationships and correlation, point features distributions and point pattern analysis. From there, the book moves into areal features distributions and areal pattern analysis using global and local statistics as well as complex spatial patterns and geostatistical analysis. Lastly it delineates the theory of spatial error and uncertainty, and real-world application of Markov chains. This textbook incorporates supplementary resources in the form of instructional slides for teaching, key for lab activities, data sets and high-quality graphic illustrations for students and instructors.

• Covers the theoretical and practical aspects of spatial statistics and analysis in comprehensive depth by using case studies and methodological applications •Functions as a one-stop source and provides detailed theoretical information and lab assignments using up to date resources •Uses most current U.S. Census, environmental, and economic data for hands-on laboratory assignments for students •Includes high-quality illustrations and PowerPoint slides for instructors, and a key for lab activities for both students and instructors
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Specificații

ISBN-13: 9780443248009
ISBN-10: 0443248001
Pagini: 500
Dimensiuni: 191 x 235 mm
Editura: ELSEVIER SCIENCE

Cuprins

Chapter 1. Introduction. The Role of Spatial Analysis. Chapter 2: Using measurements in spatial analysis. Chapter 3: Using statistical measures to analyze data distributions. Chapter 4: Visualizing spatial datasets and exploratory data analysis. Chapter 5: Studying spatial statistical relationships and correlation, OLS and GWR. Chapter 6: Studying point features distributions and point pattern analysis. Chapter 7: Studying areal features distributions and areal pattern analysis using global and local statistics Chapter 8: Studying complex spatial patterns and geostatistical analysis. Chapter 9: Conclusion: More Advanced Topics.