Lesson04
IS415 GeoSpatial Analytics and Applications
|
|
|
|
|
|
Spatial Autocorrelation and Spatial Weights
Content
- Tobler’s First law of Geography
- Principles of spatial autocorrelation
- Concepts of Spatial Proximity and Spatial Weights
- Measures of Spatial Autocorrelation
- Join count, Moran’s I, Geary’s c
- Moran scatter plot
- Spatial correlogram
- Nonparametric spatial correlogram
References
Methods
O’Sullivan, D., and Unwin, D. (2010) Geographic Information Analysis, Second Edition. John Wiley & Sons Inc., New Jersey, Canada. Chapter 5-6. This is an e-book.
Getis, A., (2010) “B.3 Spatial Autocorrelation” in Fischer, M.M., and Getis, A. 2010 Handbook of Applied Spatial Analysis: Software Tools, Methods and Applications, Springer. This is an e-book.
Anselin, L. (1996) "The Moran Scatterplot as an ESDA Tool to Assess Local Instability in Spatial Association" in Fischer, M., Scholten, H. and Unwin, D., Eds., Spatial Analytical Perspectives on GIS, Taylor and Francis, London, 111-125.
Applications
Celebioglu, F., and Dall’erba, S. (2010) “Spatial disparities across the regions of Turkey: An exploratory spatial data analysis”. The Annals of Regional Science, 45:379–400.
