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| − | <font size=5>Spatial Point Patterns Analysis and Applications</font> | + | <font size=5>'''Modelling Geographical Accessibility and Spatial Interaction'''</font> |
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| − | ==Spatial Point Patterns Analysis== | + | =Discussion Topics= |
| − | ===Introduction to Spatial Point Patterns===
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| − | * What is Spatial Point Patterns Analysis?
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| − | * Analysing spatial point patterns
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| − | * Modelling spatial relationships
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| − | * Analysing spatio-temporal data
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| − | * Geographic Knowledge Discovery
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| − | ===Density-based Point Patterns Measures=== | + | ===Modelling Geographical Accessibility=== |
| − | * Quadrat analysis | + | * Basic concepts of geographical accessibility |
| − | * Kernel density estimation | + | * Reilly model |
| | + | * Hansen Potential model |
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| − | ===Distance-based Point Pattern Measures=== | + | ===Modelling Spatial interaction=== |
| − | * Nearest neighbour distance | + | * Basic concepts of spatial interaction |
| − | * G function | + | * The deterministic models |
| − | * F function | + | * The Huff probabilistic model |
| − | * K function | + | * The MCI model |
| − | * L function
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| | | | |
| | + | ===Geospatial Analytics and Spatial Interaction Models=== |
| | + | * Delineating geographical unit |
| | + | * Computing distance matrix |
| | + | * Calculating interaction |
| | + | * Model calibration |
| | + | * Visualising model outputs |
| | | | |
| − | == Hands-on Session ==
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| | | | |
| − | Hands-on Exercise Week 8: Visualising and Analysing Spatial Point Patterns
| + | =Reference= |
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| | + | A Probabilistic Analysis of Shopping Center Trade Areas [http://www.jstor.org/stable/pdf/3144521.pdf?acceptTC=true] |
| | | | |
| − | == Weekly Readings ==
| + | Directions Magazine: Retail Trade Area Analysis Using the Huff Model[https://www.directionsmag.com/article/3207]. |
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| − | Point Pattern Analysis [http://gispopsci.org/point-pattern-analysis/]
| + | ESRI: Calibrating the Huff Model Using ArcGIS Business Analyst[http://www.esri.com/library/whitepapers/pdfs/calibrating-huff-model.pdf]. |
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| − | Spatial point pattern analysis and its application in geographical epidemiology [http://www.dpi.inpe.br/cursos/ser301/referencias/gattrel_paper.pdf]
| + | Market Area Analysis for Retail and Service Locations with MCI [https://journal.r-project.org/archive/2017/RJ-2017-020/RJ-2017-020.pdf] |
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| − | | + | = '''Discussion''' = |
| − | ==Spatial Point Pattern Analysis software== | |
| − | | |
| − | R [http://www.r-project.org/]
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| − | | |
| − | | |
| − | ===R Packages===
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| − | | |
| − | spatstat
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| − | | |
| − | * Homepage [http://cran.r-project.org/web/packages/spatstat/index.html]
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| − | | |
| − | * Analysing spatial point patterns in 'R' [https://research.csiro.au/software/wp-content/uploads/sites/6/2015/02/Rspatialcourse_CMIS_PDF-Standard.pdf]
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| − | | |
| − | aspace [http://cran.r-project.org/web/packages/aspace/index.html]
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| − | | |
| − | maptools [http://cran.r-project.org/web/packages/maptools/index.html]
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| − | | |
| − | sp [http://cran.r-project.org/web/packages/sp/index.html]
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| − | | |
| − | shapefiles [http://cran.r-project.org/web/packages/shapefiles/index.html]
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| − | | |
| − | ===Others===
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| − | SEXTANTE for QGIS [http://sextantegis.com/]and QGIS-SEXTANTE cookbook [http://qgissextante.blogspot.sg/]
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| − | | |
| − | SAGA [http://www.saga-gis.org/en/index.html]
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| − | | |
| − | GRASS [http://grass.osgeo.org/] and QGIS GRASS Cookbook [http://grasswiki.osgeo.org/wiki/QGIS_GRASS_Cookbook]
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| − | | |
| − | SaTScan [http://www.satscan.org/]
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| − | | |
| − | | |
| − | ==References==
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| − | | |
| − | ===Methods===
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| − | | |
| − | Several Fundamentals in Implementing Spatial Statistics in GIS [http://www.iseis.cuhk.edu.hk/downloads/full_paper/1999-163-174.pdf]
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| − | | |
| − | Open source, spatial analysis, and activity-travel behaviour research: capabilities of the ''aspace'' package [http://www.springerlink.com.libproxy.smu.edu.sg/content/t379u45k5141n5g5/fulltext.pdf]
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| − | | |
| − | Kernel Density Estimation [http://en.wikipedia.org/wiki/Kernel_density_estimation]
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| − | | |
| − | CrimeStat III-Part II: Spatial Description [http://www.icpsr.umich.edu/CrimeStat/files/CrimeStatChapter.4.pdf]
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| − | | |
| − | CrimeStat III-Part III: Spatial Modeling[http://www.icpsr.umich.edu/CrimeStat/files/CrimeStatChapter.8.pdf]
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| − | | |
| − | | |
| − | ===Applications===
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| − | | |
| − | Mapping Crime: Understanding Hot Spots [https://www.ncjrs.gov/pdffiles1/nij/209393.pdf]
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| − | | |
| − | Spatial Analysis for Identifying Concentrations of Urban Damage [http://cdn.intechopen.com/pdfs-wm/10995.pdf]
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| − | | |
| − | A Tale of Two Cities: Density Analysis of CBD on Two Midsize Urban Areas in Northeastern Italy[https://www.google.com.sg/url?sa=t&rct=j&q=&esrc=s&source=web&cd=1&cad=rja&uact=8&ved=0ahUKEwjtjMK14JHLAhWBSI4KHQuXC6IQFggbMAA&url=http%3A%2F%2Flink.springer.com%2Fchapter%2F10.1007%252F978-3-540-89930-3_3&usg=AFQjCNGSWz5WOTbyscNRKwiNhyh_4ZT1xg]
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| − | | |
| − | Crime Mapping and Spatial Analysis in National Forests [http://fes.forestry.oregonstate.edu/sites/fes.forestry.oregonstate.edu/files/PDFs/WingTynonCrimeMappingJoF.pdf]
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| − | | |
| − | Street centrality vs. commerce and service locations in cities: a Kernel Density Correlation case study in Bologna, Italy [http://arxiv.org/ftp/physics/papers/0701/0701111.pdf]
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| − | Spatial Point Pattern Analysis for Targeting Prospective New Customers: Bringing GIS Functionality into Direct Marketing [http://citeseerx.ist.psu.edu/viewdoc/download;jsessionid=DD5A25F9CBF04B144264719D4393F3A9?doi=10.1.1.13.5926&rep=rep1&type=pdf]
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| − | | |
| − | Clusters of firms in an inhomogeneous space: The high-tech industries in Milan [http://www.sciencedirect.com/science/article/pii/S0264999311000150]
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| − | | |
| − | Methods for visualizing the explosive remnants of war [http://www.sciencedirect.com/science/article/pii/S0143622813001021]
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| − | | |
| − | | |
| − | == Discussion ==
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IS415 GeoSpatial Analytics for Business Intelligence
