Difference between revisions of "Lesson11"

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<br/>
 
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<font size="5">'''Modelling Geographical Accessibility'''</font>
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<font size="5">'''Spatial Interaction Models'''</font>
  
 
=Content=
 
=Content=
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* What is geospatial analytics?
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* What is Spatial Interaction?
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* Motivation of promoting geospatial analytics
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* Introducing Huff model
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* Case study
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** Basic concepts and method
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* An overview of Geographic Information Systems (GIS)
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** Calibrating Huff model
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* GIS versus Geospatial Analytics
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** Interpreting Huff model results
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* Introducing Multiplicative Competitive Interaction Model (MCI)  
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** Basic concepts and method
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** Calibrating MCI model
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** Interpreting MCI model results
  
  
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Read:
 
Read:
  
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'''[https://mpra.ub.uni-muenchen.de/73952/1/MPRA_paper_73952.pdf Accessibility Models Based On the Gravity Analogy: In Theory and Practice]'''
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Huff, D., (1963) '''[https://www-jstor-org.libproxy.smu.edu.sg/stable/3144521?sid=primo&origin=crossref&seq=1#metadata_info_tab_contents A Probabilistics Analysis of Shopping Center Trade Areas]''', ''Land Economics'', Vol. 39, No. 1, pp. 81-90.
  
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Luo, W. & Wang, F (2003) "[https://journals-sagepub-com.libproxy.smu.edu.sg/doi/pdf/10.1068/b29120 Measures of Spatial Accessibility to Health Care in a GIS Environment: Synthesis and a Case Study in the Chicago Region]",  
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Nakanishi, M. & Cooper, L.G. (1974) '''[https://search-proquest-com.libproxy.smu.edu.sg/docview/235223999?rfr_id=info%3Axri%2Fsid%3Aprimo Parameter Estimation for a Multiplicative Competitive Interaction Model-Least Squares Approach], Journal of Marketing Research, Vol.11(3), p.303-311.
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''Environment and Planning B: Planning and Design'', volume 30, pages 865-884.
 
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Kalogirou, S. (2017) "[https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLII-4-W2/91/2017/isprs-archives-XLII-4-W2-91-2017.pdf Spatial Inequality in Accessibility to Hospital in Greece]", The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Volume XLII-4/W2, 2017 FOSS4G-Europe 2017 – Academic Track, 18–22 July 2017, Marne La Vallée, France.  
 
 
    
 
    
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=In-Class Exercise=
 
=In-Class Exercise=
  
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* Hands-on Exercise 8. The handout and data sets are available at course eLearn.
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* Hands-on Exercise 11. The handout and data sets are available at course eLearn.
  
  
 
=R Packages=
 
=R Packages=
  
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<font size="3">'''R function to compute accessibility values'''</font>
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*  [https://cran.r-project.org/web/packages/MCI2/index.html MCI2]  
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*  Wieland, T., (2017) '''[https://journal.r-project.org/archive/2017/RJ-2017-020/RJ-2017-020.pdf Market Area Analysis for Retail and Service Locations with MCI]''', ''The R Journal'', Vol. 9, No. 1, pp. 298-323.  
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*  [https://cran.r-project.org/web/packages/SpatialAcc/index.html SpatialAcc]  
 
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*  [https://cran.r-project.org/web/packages/SpatialPosition/index.html SpatialPosition]  
 
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*  [https://cran.r-project.org/web/packages/REAT/index.html REAT]
 
  
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<font size="3">'''R function to compute network distance matrix'''</font>
 
  
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* [https://cran.r-project.org/web/packages/shp2graph/index.html sh2graph]: Tools to Convert a Spatial Network into an Igraph Graph in R.
 
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* [https://cran.r-project.org/web/packages/osrm/index.html osrm]: Interface Between R and the OpenStreetMap-Based Routing Service OSRM.
 
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* [https://cran.r-project.org/web/packages/NetworkDistance/ NetworkDistance]: Distance Measures for Networks.
 
  
 
=References=
 
=References=
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==Methods==
 
==Methods==
  
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'''[http://www.vtpi.org/access.pdf Evaluating Accessibility for Transport Planning]'''
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'''[https://assets.esri.com/content/dam/esrisites/en-us/arcgis/products/business-analyst/assets/calibrating-huff-model.pdf Calibrating the Huff Model Using ArcGIS Business Analyst]'''
  
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'''[https://urbanet.curtin.edu.au/wp-content/uploads/sites/40/2018/12/ARC_TOD_Working_Paper_4.pdf Accessibility Measures: Overview and Practical Applications]'''
 
  
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Fahui Wang (2012) [https://www-tandfonline-com.libproxy.smu.edu.sg/doi/pdf/10.1080/00045608.2012.657146?needAccess=true "Measurement, Optimization, and Impact of Health CareAccessibility: A Methodological Review"], ''Annals of the Association of American Geographers'', 102:5,1104-1112, DOI: 10.1080/00045608.2012.657146
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==Applications==
  
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“[https://www.directionsmag.com/article/3207 Retail Trade Area Analysis Using the Huff Model]”  ''Directions magazine'', June 3 2005.
  
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==Applications==
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Morrison, P. S. & O’Brien, R (2001) "[https://www-sciencedirect-com.libproxy.smu.edu.sg/science/article/pii/S0143622801000145 Bank branch closures in New Zealand: the application of a spatial interaction model]" ''Applied Geography'', Vol. 21, pp. 301–330.
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Chen, X. (2017) “[https://www-sciencedirect-com.libproxy.smu.edu.sg/science/article/pii/S014362281730173X Take the edge off: A hybrid geographic food access measure]”  ''Applied Geography'', Vol. 87, pp. 149-159
 
  
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Mcgrail, Matthew R. ; Humphreys, John S. (2009) "[https://ac-els-cdn-com.libproxy.smu.edu.sg/S0143622809000034/1-s2.0-S0143622809000034-main.pdf?_tid=f30cb28f-c868-4099-a745-a5da3a48933f&acdnat=1552800755_d053bc68ab5cae6f4cf7eee7f2360bb8 Measuring spatial accessibility to primary care in rural areas: Improving the effectiveness of the two-step floating catchment area method]" ''Applied Geography'', Vol.29(4), pp.533-541.
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Suárez-Vegaa, R., Gutiérrez-Acuñac, J.L. & Rodríguez-Díazb, M. (2015) "[https://web-a-ebscohost-com.libproxy.smu.edu.sg/ehost/pdfviewer/pdfviewer?vid=1&sid=cb5a03c3-c617-482b-8d01-49fd020fcfcf%40sessionmgr4007 Locating a supermarket using a locally calibrated Huff model], ''International Journal of Geographical Information Science'', Vol. 29, No. 2, pp. 217–233

Latest revision as of 11:32, 22 March 2019

Claraview.png IS415 GeoSpatial Analytics and Applications

About

Weekly Session

Take-home Exercises

Geospatial Analytics Project

Course Resources

 


Spatial Interaction Models

Content

  • What is Spatial Interaction?
  • Introducing Huff model
    • Basic concepts and method
    • Calibrating Huff model
    • Interpreting Huff model results
  • Introducing Multiplicative Competitive Interaction Model (MCI)
    • Basic concepts and method
    • Calibrating MCI model
    • Interpreting MCI model results


Must do

Read:

Huff, D., (1963) A Probabilistics Analysis of Shopping Center Trade Areas, Land Economics, Vol. 39, No. 1, pp. 81-90.

Nakanishi, M. & Cooper, L.G. (1974) Parameter Estimation for a Multiplicative Competitive Interaction Model-Least Squares Approach, Journal of Marketing Research, Vol.11(3), p.303-311.


In-Class Exercise

  • Hands-on Exercise 11. The handout and data sets are available at course eLearn.


R Packages


References

Methods

Calibrating the Huff Model Using ArcGIS Business Analyst


Applications

“Retail Trade Area Analysis Using the Huff Model” Directions magazine, June 3 2005.

Morrison, P. S. & O’Brien, R (2001) "Bank branch closures in New Zealand: the application of a spatial interaction model" Applied Geography, Vol. 21, pp. 301–330.

Suárez-Vegaa, R., Gutiérrez-Acuñac, J.L. & Rodríguez-Díazb, M. (2015) "Locating a supermarket using a locally calibrated Huff model, International Journal of Geographical Information Science, Vol. 29, No. 2, pp. 217–233

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