Urban characteristics attributable to density-driven tie formation
Motivated by empirical evidence on the interplay between geography, population density and societal interaction, we propose a generative process for the evolution of social structure in cities. Our analytical and simulation results predict both super-linear scaling of social-tie density and informat...
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Nature Publishing Group
2014
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Online Access: | http://hdl.handle.net/1721.1/92362 https://orcid.org/0000-0002-8053-9983 |
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author | Pan, Wei Ghoshal, Gourab Cebrian, Manuel Pentland, Alex Paul Krumme, Katherine Ann |
author2 | Massachusetts Institute of Technology. Media Laboratory |
author_facet | Massachusetts Institute of Technology. Media Laboratory Pan, Wei Ghoshal, Gourab Cebrian, Manuel Pentland, Alex Paul Krumme, Katherine Ann |
author_sort | Pan, Wei |
collection | MIT |
description | Motivated by empirical evidence on the interplay between geography, population density and societal interaction, we propose a generative process for the evolution of social structure in cities. Our analytical and simulation results predict both super-linear scaling of social-tie density and information contagion as a function of the population. Here we demonstrate that our model provides a robust and accurate fit for the dependency of city characteristics with city-size, ranging from individual-level dyadic interactions (number of acquaintances, volume of communication) to population level variables (contagious disease rates, patenting activity, economic productivity and crime) without the need to appeal to heterogeneity, modularity, specialization or hierarchy. |
first_indexed | 2024-09-23T11:21:38Z |
format | Article |
id | mit-1721.1/92362 |
institution | Massachusetts Institute of Technology |
language | en_US |
last_indexed | 2024-09-23T11:21:38Z |
publishDate | 2014 |
publisher | Nature Publishing Group |
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spelling | mit-1721.1/923622022-09-27T19:01:01Z Urban characteristics attributable to density-driven tie formation Pan, Wei Ghoshal, Gourab Cebrian, Manuel Pentland, Alex Paul Krumme, Katherine Ann Massachusetts Institute of Technology. Media Laboratory Program in Media Arts and Sciences (Massachusetts Institute of Technology) Pan, Wei Ghoshal, Gourab Krumme, Coco Cebrian, Manuel Pentland, Alex Paul Motivated by empirical evidence on the interplay between geography, population density and societal interaction, we propose a generative process for the evolution of social structure in cities. Our analytical and simulation results predict both super-linear scaling of social-tie density and information contagion as a function of the population. Here we demonstrate that our model provides a robust and accurate fit for the dependency of city characteristics with city-size, ranging from individual-level dyadic interactions (number of acquaintances, volume of communication) to population level variables (contagious disease rates, patenting activity, economic productivity and crime) without the need to appeal to heterogeneity, modularity, specialization or hierarchy. United States. Army Research Office (Cooperative Agreement Number W911NF-09-2-0053) United States. Army Research Office (Cooperative Agreement Number W911NF-11-1-0363) National Science Foundation (U.S.) (grant 0905645) United States. Defense Advanced Research Projects Agency (DARPA/Lockheed Martin Guard Dog Programme under PO 4100149822) 2014-12-17T21:48:46Z 2014-12-17T21:48:46Z 2013-06 2012-12 Article http://purl.org/eprint/type/JournalArticle 2041-1723 http://hdl.handle.net/1721.1/92362 Pan, Wei, Gourab Ghoshal, Coco Krumme, Manuel Cebrian, and Alex Pentland. “Urban Characteristics Attributable to Density-Driven Tie Formation.” Nature Communications 4 (June 4, 2013). https://orcid.org/0000-0002-8053-9983 en_US http://dx.doi.org/10.1038/ncomms2961 Nature Communications Article is made available in accordance with the publisher's policy and may be subject to US copyright law. Please refer to the publisher's site for terms of use. application/pdf Nature Publishing Group arXiv |
spellingShingle | Pan, Wei Ghoshal, Gourab Cebrian, Manuel Pentland, Alex Paul Krumme, Katherine Ann Urban characteristics attributable to density-driven tie formation |
title | Urban characteristics attributable to density-driven tie formation |
title_full | Urban characteristics attributable to density-driven tie formation |
title_fullStr | Urban characteristics attributable to density-driven tie formation |
title_full_unstemmed | Urban characteristics attributable to density-driven tie formation |
title_short | Urban characteristics attributable to density-driven tie formation |
title_sort | urban characteristics attributable to density driven tie formation |
url | http://hdl.handle.net/1721.1/92362 https://orcid.org/0000-0002-8053-9983 |
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