Inferring collective dynamical states from widely unobserved systems

From infectious diseases to brain activity, complex systems can be approximated using autoregressive models. Here, the authors show that incomplete sampling can bias estimates of the stability of such systems, and introduce a novel, unbiased metric for use in such situations.

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Detalles Bibliográficos
Autores principales:	Jens Wilting, Viola Priesemann
Formato:	article
Lenguaje:	EN
Publicado:	Nature Portfolio 2018
Materias:	Science Q
Acceso en línea:	https://doaj.org/article/82ce44a5b8ed4fe98882d364db6aa974
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spelling	oai:doaj.org-article:82ce44a5b8ed4fe98882d364db6aa9742021-12-02T13:23:48ZInferring collective dynamical states from widely unobserved systems10.1038/s41467-018-04725-42041-1723https://doaj.org/article/82ce44a5b8ed4fe98882d364db6aa9742018-06-01T00:00:00Zhttps://doi.org/10.1038/s41467-018-04725-4https://doaj.org/toc/2041-1723From infectious diseases to brain activity, complex systems can be approximated using autoregressive models. Here, the authors show that incomplete sampling can bias estimates of the stability of such systems, and introduce a novel, unbiased metric for use in such situations.Jens WiltingViola PriesemannNature PortfolioarticleScienceQENNature Communications, Vol 9, Iss 1, Pp 1-7 (2018)
institution	DOAJ
collection	DOAJ
language	EN
topic	Science Q
spellingShingle	Science Q Jens Wilting Viola Priesemann Inferring collective dynamical states from widely unobserved systems
description	From infectious diseases to brain activity, complex systems can be approximated using autoregressive models. Here, the authors show that incomplete sampling can bias estimates of the stability of such systems, and introduce a novel, unbiased metric for use in such situations.
format	article
author	Jens Wilting Viola Priesemann
author_facet	Jens Wilting Viola Priesemann
author_sort	Jens Wilting
title	Inferring collective dynamical states from widely unobserved systems
title_short	Inferring collective dynamical states from widely unobserved systems
title_full	Inferring collective dynamical states from widely unobserved systems
title_fullStr	Inferring collective dynamical states from widely unobserved systems
title_full_unstemmed	Inferring collective dynamical states from widely unobserved systems
title_sort	inferring collective dynamical states from widely unobserved systems
publisher	Nature Portfolio
publishDate	2018
url	https://doaj.org/article/82ce44a5b8ed4fe98882d364db6aa974
work_keys_str_mv	AT jenswilting inferringcollectivedynamicalstatesfromwidelyunobservedsystems AT violapriesemann inferringcollectivedynamicalstatesfromwidelyunobservedsystems
_version_	1718393163127717888

Inferring collective dynamical states from widely unobserved systems

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