Difference between revisions of "Lesson07"
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| + | '''ClustGeo'''''Italic text'': Hierarchical Clustering with Spatial Constraints (https://cran.r-project.org/web/packages/ClustGeo/index.html) | ||
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| + | ''skater'''''Bold text''': A function from spdep package that implements a SKATER procedure for spatial clustering analysis. (https://www.rdocumentation.org/packages/spdep/versions/0.8-1/topics/skater) | ||
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| + | '''Spatialcluster''': An R package for spatially-constrained clustering using either distance or covariance matrices. (https://github.com/mpadge/spatialcluster) | ||
Revision as of 23:39, 8 January 2019
IS415 GeoSpatial Analytics and Applications
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Geographical Segmentation with Spatially Constrained Cluster Analysis
Contents
Content
- Basic concepts of geographic segmentation
- Conventional cluster analysis techniques
- Approaches for clustering geographically referenced data
- Hierarchical clustering with spatial constraints
- Minimum spanning trees
- Regionalization with Dynamically Constrained Agglomerative Clustering and Partitioning (Redcap)
References
Methods
Assuncao, R. M., Neves, M.C., Camara, G. and Costa Freitas, C.D. 2006. “Efficient Regionalization Techniques for Socio-Economic Geographical Units Using Minimum Spanning Trees.” International Journal of Geographical Information Science 20: 797–811.
Chavent, M., Kuentz-Simonet, V., Labenne,A. and Saracco, J. 2018. “ClustGeo: an R package for hierarchical clustering with spatial constraints” Computational Statistics. 33: 1799-1822.
Guo, D. 2008. “Regionalization with Dynamically Constrained Agglomerative Clustering and Partitioning (Redcap).” International Journal of Geographical Information Science, 22(7): 801-823.
Applications
R Packages
R packages
ClustGeoItalic text: Hierarchical Clustering with Spatial Constraints (https://cran.r-project.org/web/packages/ClustGeo/index.html)
skaterBold text: A function from spdep package that implements a SKATER procedure for spatial clustering analysis. (https://www.rdocumentation.org/packages/spdep/versions/0.8-1/topics/skater)
Spatialcluster: An R package for spatially-constrained clustering using either distance or covariance matrices. (https://github.com/mpadge/spatialcluster)
