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Identifying and modeling the structural discontinuities of human interactions

The idea of a hierarchical spatial organization of society lies at the core of seminal theories in human geography that have strongly influenced our understanding of social organization. Along the same line, the recent availability of large-scale human mobility and communication data has offered nov...

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Autores principales: Grauwin, Sebastian, Szell, Michael, Sobolevsky, Stanislav, Hövel, Philipp, Simini, Filippo, Vanhoof, Maarten, Smoreda, Zbigniew, Barabási, Albert-László, Ratti, Carlo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5405407/
https://www.ncbi.nlm.nih.gov/pubmed/28443647
http://dx.doi.org/10.1038/srep46677
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author Grauwin, Sebastian
Szell, Michael
Sobolevsky, Stanislav
Hövel, Philipp
Simini, Filippo
Vanhoof, Maarten
Smoreda, Zbigniew
Barabási, Albert-László
Ratti, Carlo
author_facet Grauwin, Sebastian
Szell, Michael
Sobolevsky, Stanislav
Hövel, Philipp
Simini, Filippo
Vanhoof, Maarten
Smoreda, Zbigniew
Barabási, Albert-László
Ratti, Carlo
author_sort Grauwin, Sebastian
collection PubMed
description The idea of a hierarchical spatial organization of society lies at the core of seminal theories in human geography that have strongly influenced our understanding of social organization. Along the same line, the recent availability of large-scale human mobility and communication data has offered novel quantitative insights hinting at a strong geographical confinement of human interactions within neighboring regions, extending to local levels within countries. However, models of human interaction largely ignore this effect. Here, we analyze several country-wide networks of telephone calls - both, mobile and landline - and in either case uncover a systematic decrease of communication induced by borders which we identify as the missing variable in state-of-the-art models. Using this empirical evidence, we propose an alternative modeling framework that naturally stylizes the damping effect of borders. We show that this new notion substantially improves the predictive power of widely used interaction models. This increases our ability to understand, model and predict social activities and to plan the development of infrastructures across multiple scales.
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spelling pubmed-54054072017-04-27 Identifying and modeling the structural discontinuities of human interactions Grauwin, Sebastian Szell, Michael Sobolevsky, Stanislav Hövel, Philipp Simini, Filippo Vanhoof, Maarten Smoreda, Zbigniew Barabási, Albert-László Ratti, Carlo Sci Rep Article The idea of a hierarchical spatial organization of society lies at the core of seminal theories in human geography that have strongly influenced our understanding of social organization. Along the same line, the recent availability of large-scale human mobility and communication data has offered novel quantitative insights hinting at a strong geographical confinement of human interactions within neighboring regions, extending to local levels within countries. However, models of human interaction largely ignore this effect. Here, we analyze several country-wide networks of telephone calls - both, mobile and landline - and in either case uncover a systematic decrease of communication induced by borders which we identify as the missing variable in state-of-the-art models. Using this empirical evidence, we propose an alternative modeling framework that naturally stylizes the damping effect of borders. We show that this new notion substantially improves the predictive power of widely used interaction models. This increases our ability to understand, model and predict social activities and to plan the development of infrastructures across multiple scales. Nature Publishing Group 2017-04-26 /pmc/articles/PMC5405407/ /pubmed/28443647 http://dx.doi.org/10.1038/srep46677 Text en Copyright © 2017, The Author(s) http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/
spellingShingle Article
Grauwin, Sebastian
Szell, Michael
Sobolevsky, Stanislav
Hövel, Philipp
Simini, Filippo
Vanhoof, Maarten
Smoreda, Zbigniew
Barabási, Albert-László
Ratti, Carlo
Identifying and modeling the structural discontinuities of human interactions
title Identifying and modeling the structural discontinuities of human interactions
title_full Identifying and modeling the structural discontinuities of human interactions
title_fullStr Identifying and modeling the structural discontinuities of human interactions
title_full_unstemmed Identifying and modeling the structural discontinuities of human interactions
title_short Identifying and modeling the structural discontinuities of human interactions
title_sort identifying and modeling the structural discontinuities of human interactions
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5405407/
https://www.ncbi.nlm.nih.gov/pubmed/28443647
http://dx.doi.org/10.1038/srep46677
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