Difference between revisions of "Lesson9"
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| + | <font size="5">'''Advanced Spatial Point Patterns Analysis'''</font> | ||
=Content= | =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) [http://www.spatialanalysisonline.com/HTML/index.html?queries__computations_and_dens.htm] | ||
| + | |||
| + | |||
| + | =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 [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]. | ||
| + | |||
| + | * Handling shapefiles in the spatstat package [https://cran.r-project.org/web/packages/spatstat/vignettes/shapefiles.pdf] | ||
| + | |||
| + | |||
| + | =References= | ||
| + | |||
| + | Okabe, A. and Sugihara, K. (2012) '''Spatial Analysis along Networks: Statistical and Computational Methods'''. John Wiley & Sons, West Sussex, United Kingdom. | ||
| − | = | + | ==Methods== |
| − | |||
| − | = | + | ==Applications== |
Latest revision as of 08:20, 10 March 2019
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.
