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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Main Authors: Pan, Wei, Ghoshal, Gourab, Cebrian, Manuel, Pentland, Alex Paul, Krumme, Katherine Ann
Other Authors: Massachusetts Institute of Technology. Media Laboratory
Format: Article
Language:en_US
Published: Nature Publishing Group 2014
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.
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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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