更新时间:2021-07-02 23:39:15
封面
版权信息
Credits
About the Author
About the Reviewer
www.PacktPub.com
Customer Feedback
Preface
What this book covers
What you need for this book
Who this book is for
Conventions
Reader feedback
Customer support
Downloading the example code
Downloading the color images of this book
Errata
Piracy
Questions
Introduction to Spatial Statistics in ArcGIS and R
Introduction to spatial statistics
An overview of the Spatial Statistics Tools toolbox in ArcGIS
The Measuring Geographic Distributions toolset
The Analyzing Patterns toolset
The Mapping Clusters toolset
The Modeling Spatial Relationships toolset
Integrating R with ArcGIS
Summary
Measuring Geographic Distributions with ArcGIS Tools
Measuring geographic centrality
Preparation
Running the Central Feature tool
Running the Mean Center tool
Running the Median Center tool
The Standard Distance and Directional Distribution tools
Running the Standard Distance tool
Running the Directional Distribution tool
Analyzing Patterns with ArcGIS Tools
Understanding the null hypothesis
P-values
Z-scores and standard deviation
Using the Average Nearest Neighbor tool
Running the Average Nearest Neighbor tool
Examining the HTML report
Using Spatial Autocorrelation to analyze patterns
Running the Spatial Autocorrelation tool
Using the Multi-Distance Spatial Cluster Analysis tool to determine clustering or dispersion
Running the Multi-Distance Spatial Cluster Analysis tool
Examining the output
Mapping Clusters with ArcGIS Tools
Using the Similarity Search tool
Running the Similarity Search tool
Interpreting the results
Using the Grouping Analysis tool
Running the Grouping Analysis tool
Analysing real estate sales with the Hot Spot Analysis tool
Explanation
Running the Hot Spot Analysis tool
Using the Optimized Hot Spot Analysis tool in real estate sales
Running the Optimized Hot Spot Analysis tool
Creating Hot Spot maps from point data using the Optimized Hot Spot Analysis tool
Finding outliers in real estate sales activity using the Cluster and Outlier Analysis tool
Running the Cluster and Outlier Analysis tool
Modeling Spatial Relationships with ArcGIS Tools
The basics of Regression Analysis
Why use Regression Analysis?
Regression Analysis terms and concepts
Linear regression with the Ordinary Least Squares (OLS) tool
Running the Ordinary Least Squares tool
Examining the output generated by the tool
Using the Exploratory Regression tool
Running the Exploratory Regression tool
Using the Geographically Weighted Regression tool
Running the Geographically Weighted Regression tool
Working with the Utilities Toolset
The Calculate Distance Band from Neighbor Count tool
Running the Calculate Distance Band from Neighbor Count tool
Using the maximum distance as the distance band in the Hot Spot Analysis tool