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IS415 GeoSpatial Analytics and Applications
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Advanced Spatial Point Patterns Analysis
Contents
Content
- Basic concept of Second-order Point Patterns
- Second-order Spatial Point Patterns Analysis Techniques
- G-function
- F-function
- K-function
- L-function
- Inhomogeneous Spatial Point Patterns
- Network-Constrained Spatial Point Patterns Analysis
- Spation-temporal Point Patterns Analysis
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.
“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) [1]
In-Class Exercise
- Hands-on Exercise 9. The handout and data sets are available at course eLearn.
R Packages
- spatstat: Spatial Point Pattern Analysis, Model-Fitting, Simulation, Tests [2]
- Getting Started with spatstat [3].
- Handling shapefiles in the spatstat package [4]
References
Okabe, A. and Sugihara, K. (2012) Spatial Analysis along Networks: Statistical and Computational Methods. John Wiley & Sons, West Sussex, United Kingdom.
