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Degree Dispersion Increases the Rate of Rare Events in Population Networks

There is great interest in predicting rare and extreme events in complex systems, and in particular, understanding the role of network topology in facilitating such events. In this Letter, we show that degree dispersion—the fact that the number of local connections in networks varies broadly—increas...

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Detalles Bibliográficos
Autores principales: Hindes, Jason, Assaf, Michael
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Physical Society 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7219510/
https://www.ncbi.nlm.nih.gov/pubmed/31491193
http://dx.doi.org/10.1103/PhysRevLett.123.068301
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author Hindes, Jason
Assaf, Michael
author_facet Hindes, Jason
Assaf, Michael
author_sort Hindes, Jason
collection PubMed
description There is great interest in predicting rare and extreme events in complex systems, and in particular, understanding the role of network topology in facilitating such events. In this Letter, we show that degree dispersion—the fact that the number of local connections in networks varies broadly—increases the probability of large, rare fluctuations in population networks generically. We perform explicit calculations for two canonical and distinct classes of rare events: network extinction and switching. When the distance to threshold is held constant, and hence stochastic effects are fairly compared among networks, we show that there is a universal, exponential increase in the rate of rare events proportional to the variance of a network’s degree distribution over its mean squared.
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spelling pubmed-72195102020-05-13 Degree Dispersion Increases the Rate of Rare Events in Population Networks Hindes, Jason Assaf, Michael Phys Rev Lett Letters There is great interest in predicting rare and extreme events in complex systems, and in particular, understanding the role of network topology in facilitating such events. In this Letter, we show that degree dispersion—the fact that the number of local connections in networks varies broadly—increases the probability of large, rare fluctuations in population networks generically. We perform explicit calculations for two canonical and distinct classes of rare events: network extinction and switching. When the distance to threshold is held constant, and hence stochastic effects are fairly compared among networks, we show that there is a universal, exponential increase in the rate of rare events proportional to the variance of a network’s degree distribution over its mean squared. American Physical Society 2019-08-09 2019-08-09 /pmc/articles/PMC7219510/ /pubmed/31491193 http://dx.doi.org/10.1103/PhysRevLett.123.068301 Text en © 2019 American Physical Society This article is made available via the PMC Open Access Subset for unrestricted re-use and analyses in any form or by any means with acknowledgement of the original source.
spellingShingle Letters
Hindes, Jason
Assaf, Michael
Degree Dispersion Increases the Rate of Rare Events in Population Networks
title Degree Dispersion Increases the Rate of Rare Events in Population Networks
title_full Degree Dispersion Increases the Rate of Rare Events in Population Networks
title_fullStr Degree Dispersion Increases the Rate of Rare Events in Population Networks
title_full_unstemmed Degree Dispersion Increases the Rate of Rare Events in Population Networks
title_short Degree Dispersion Increases the Rate of Rare Events in Population Networks
title_sort degree dispersion increases the rate of rare events in population networks
topic Letters
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7219510/
https://www.ncbi.nlm.nih.gov/pubmed/31491193
http://dx.doi.org/10.1103/PhysRevLett.123.068301
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