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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Physical Society
2019
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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. |
format | Online Article Text |
id | pubmed-7219510 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | American Physical Society |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT hindesjason degreedispersionincreasestherateofrareeventsinpopulationnetworks AT assafmichael degreedispersionincreasestherateofrareeventsinpopulationnetworks |