Journal of Geographical Systems · 2018 · 55 citations · 38 references
Social SciencesGeographyUrban StudiesGeographic Information SystemsSpatial AnalysisUrban GeographyUrban Context VisualizationUrban DensityUrban SpaceUrban Spatial AnalysisUrban Spatial DistributionUrban Spatial StructureGeographic Information VisualizationHierarchical ClusteringHierarchical Spatial ClusteringPopulation Spatial StructureSpatial StructureSpatiotemporal Urban DynamicsUrban Clustering
Obtaining insights about the dynamics of urban structure is crucial to the framing of the context within the smart city. This paper focuses on urban areas of interest (UAOI), a concept that provides functional definitions of a city’s spatial structure. Traditional sources of social data can rarely capture these aspects at scale while spatial information on the city alone does not capture how the population values different parts of the city and in different ways. Hence, we leverage volunteered geographic information (VGI) to overcome some of the limits of traditional sources in providing urban structural and functional insights. We use a special type of VGI—metadata from geotagged Flickr images—to identify UAOIs and exploit their temporal and spatial attributes. To do this, we propose a methodological strategy that combines hierarchical density-based spatial clustering for applications with noise and the ‘α-shape’ algorithm to quantify the dynamics of UAOIs in Inner London for a period 2013–2015 and develop an innovative visualisation of UAOI profiles from which UAOI dynamics can be explored. Our results expand and improve upon the previous literature on this topic and provide a useful reference for urban practitioners who might wish to include more timely information when making decisions.
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