Delineating Geographical Regions with Networks of Human Interactions in an Extensive Set of Countries
Open Access
- 18 December 2013
- journal article
- research article
- Published by Public Library of Science (PLoS) in PLOS ONE
- Vol. 8 (12) , e81707
Abstract
Large-scale networks of human interaction, in particular country-wide telephone call networks, can be used to redraw geographical maps by applying algorithms of topological community detection. The geographic projections of the emerging areas in a few recent studies on single regions have been suggested to share two distinct properties: first, they are cohesive, and second, they tend to closely follow socio-economic boundaries and are similar to existing political regions in size and number. Here we use an extended set of countries and clustering indices to quantify overlaps, providing ample additional evidence for these observations using phone data from countries of various scales across Europe, Asia, and Africa: France, the UK, Italy, Belgium, Portugal, Saudi Arabia, and Ivory Coast. In our analysis we use the known approach of partitioning country-wide networks, and an additional iterative partitioning of each of the first level communities into sub-communities, revealing that cohesiveness and matching of official regions can also be observed on a second level if spatial resolution of the data is high enough. The method has possible policy implications on the definition of the borderlines and sizes of administrative regions.Keywords
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This publication has 28 references indexed in Scilit:
- Socio-Geography of Human Mobility: A Study Using Longitudinal Mobile Phone DataPLOS ONE, 2012
- Understanding mobility in a social petri dishScientific Reports, 2012
- Redrawing the Map of Great Britain from a Network of Human InteractionsPLOS ONE, 2010
- The Structure of Borders in a Small WorldPLOS ONE, 2010
- Computational Social ScienceScience, 2009
- Understanding individual human mobility patternsNature, 2008
- Modularity and community structure in networksProceedings of the National Academy of Sciences, 2006
- Unconvinced by Europe of the Regions: The 1998 Regionalization Referendum in PortugalSouth European Society and Politics, 1999
- A Method for Comparing Two Hierarchical ClusteringsJournal of the American Statistical Association, 1983
- Objective Criteria for the Evaluation of Clustering MethodsJournal of the American Statistical Association, 1971