Difference between revisions of "Lesson08"

From Geospatial Analytics and Applications
Jump to navigation Jump to search
 
(7 intermediate revisions by the same user not shown)
Line 41: Line 41:
 
** The G-function
 
** The G-function
  
=Must do=
 
  
 
=Must do=
 
=Must do=
Line 47: Line 46:
 
Read:
 
Read:
  
O’Sullivan, D., and Unwin, D. (2010) Geographic Information Analysis, Second Edition. John Wiley & Sons Inc., New Jersey, Canada. Chapter 5-6.
+
O’Sullivan, D., and Unwin, D. (2010) '''Geographic Information Analysis''', Second Edition. John Wiley & Sons Inc., New Jersey, Canada. Chapter 5-6.
  
“4.3.4 Density, kernels and occupancy” in De Smith, M. J., Goodchild, M.F., and Longley, P.A. (2018) Geospatial Analysis: A Comprehensive Guide to Principles Techniques and Software Tools (6th edition) [http://www.spatialanalysisonline.com/HTML/index.html?queries__computations_and_dens.htm]
+
[https://mgimond.github.io/Spatial/point-pattern-analysis.html Chapter 11: Point pattern analysis] in '''R in Intro to GIS and Spatial Analysis'''.
 +
 
 +
[https://mgimond.github.io/Spatial/hypothesis-testing.html Chapter 12 Hypothesis testing] in '''R in Intro to GIS and Spatial Analysis'''.
 +
 
 +
 
 +
Complete:
 +
 
 +
''Chapter 1: Introduction'' and ''Chapter 2: Point Pattern Analysis'' of DataCamp Course on '''Spatial Statistics in R'''.
  
  
Line 59: Line 65:
 
=R Packages=
 
=R Packages=
  
'''spatstat''': Spatial Point Pattern Analysis, Model-Fitting, Simulation, Tests [https://cran.r-project.org/web/packages/spatstat/index.html]
+
* '''spatstat''': Spatial Point Pattern Analysis, Model-Fitting, Simulation, Tests [https://cran.r-project.org/web/packages/spatstat/index.html]
 
+
** Getting Started with spatstat [https://cran.r-project.org/web/packages/spatstat/vignettes/getstart.pdf].
* Getting Started with spatstat [https://cran.r-project.org/web/packages/spatstat/vignettes/getstart.pdf].
+
** Handling shapefiles in the spatstat package [https://cran.r-project.org/web/packages/spatstat/vignettes/shapefiles.pdf]
 
 
* Handling shapefiles in the spatstat package [  
 
  
  

Latest revision as of 22:34, 27 February 2019

Claraview.png IS415 GeoSpatial Analytics and Applications

About

Weekly Session

Take-home Exercises

Geospatial Analytics Project

Course Resources

 


Content

  • Introducing Spatial Point Patterns
  • Techniques for Spatial Point Patterns Analysis
    • Area-based methods
    • Distanced-based methods
  • Firs-order Analysis of Point Patterns
    • Kernel density estimation
  • Second-order Analysis of Point Patterns
    • The K-function
    • The L-function
    • The G-function


Must do

Read:

O’Sullivan, D., and Unwin, D. (2010) Geographic Information Analysis, Second Edition. John Wiley & Sons Inc., New Jersey, Canada. Chapter 5-6.

Chapter 11: Point pattern analysis in R in Intro to GIS and Spatial Analysis.

Chapter 12 Hypothesis testing in R in Intro to GIS and Spatial Analysis.


Complete:

Chapter 1: Introduction and Chapter 2: Point Pattern Analysis of DataCamp Course on Spatial Statistics in R.


In-Class Exercise

  • Hands-on Exercise 8. The handout and data sets are available at course eLearn.


R Packages

  • spatstat: Spatial Point Pattern Analysis, Model-Fitting, Simulation, Tests [1]
    • Getting Started with spatstat [2].
    • Handling shapefiles in the spatstat package [3]


References

Methods

Brunsdon, C. & Comber, L. (2015) An Introduction to R for Spatial Analysis & Mapping, SAGE, London. Chapter 6.

Applications