Research Article. Modelling inside GIS: Part 1. Model structures, exploratory spatial data analysis and aggregation
- 1 May 1994
- journal article
- research article
- Published by Taylor & Francis in International Journal of Geographical Information Science
- Vol. 8 (3) , 291-307
- https://doi.org/10.1080/02693799408902001
Abstract
This is the first of two papers elaborating a framework for embedding urban models within GIS. This framework is based upon using the display capabilities of GIS as the user interface to the conventional modelling process, beginning with data selection and analysis, moving to model specification and calibration, and thence to prediction. In this paper, we outline how various stages in this process based on purpose-built software outside the system, are accessed and operated through the GIS. We first deal with display based on thematic maps, surfaces, graphs and linked windows, standard to any data from whatever source, be it observations, model estimates or predictions. We then describe how various datasets are selected, how the spatial system can be partitioned or aggregated, and how rudimentary exploratory spatial data analysis enables scatterplots to be associated with thematic maps. We illustrate all these functions and operations using the proprietary GIS ARC-INFO applied to population data at the tract level in the Buffalo region. In the second part of the paper, various residential location models are outlined and the full modelling framework is assembled and demonstrated.Keywords
This publication has 12 references indexed in Scilit:
- The California Urban Futures Model: a new generation of metropolitan simulation modelsEnvironment and Planning B: Planning and Design, 1994
- Theory and application of an integrated land-use and transport modelling frameworkEnvironment and Planning B: Planning and Design, 1993
- Form Follows Function: Reformulating Urban Population Density FunctionsUrban Studies, 1992
- How Interactive Graphics Will Revolutionize Statistical PracticeJournal of the Royal Statistical Society: Series D (The Statistician), 1992
- The integration of spatial analysis and gisComputers, Environment and Urban Systems, 1992
- The Modifiable Areal Unit Problem in Multivariate Statistical AnalysisEnvironment and Planning A: Economy and Space, 1991
- SPIDER—an interactive statistical tool for the analysis of spatially distributed dataInternational Journal of Geographical Information Science, 1990
- Urban Density and Entropy FunctionsJournal of Cybernetics, 1974
- On the distribution of urban rent and residential densityJournal of Economic Theory, 1969
- A SHORT COURSE IN MODEL DESIGNJournal of the American Institute of Planners, 1965