From networks to optimal higher-order models of complex systems

Rich data is revealing that complex dependencies between the nodes of a network may escape models based on pairwise interactions. Higher-order network models go beyond these limitations, offering new perspectives for understanding complex systems.

Detalles Bibliográficos
Autores principales: Lambiotte, Renaud, Rosvall, Martin, Scholtes, Ingo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2019
Materias:
Article
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6445364/
https://www.ncbi.nlm.nih.gov/pubmed/30956684
http://dx.doi.org/10.1038/s41567-019-0459-y
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author Lambiotte, Renaud
Rosvall, Martin
Scholtes, Ingo
author_facet Lambiotte, Renaud
Rosvall, Martin
Scholtes, Ingo
author_sort Lambiotte, Renaud
collection PubMed
description Rich data is revealing that complex dependencies between the nodes of a network may escape models based on pairwise interactions. Higher-order network models go beyond these limitations, offering new perspectives for understanding complex systems.
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spelling pubmed-64453642019-09-25 From networks to optimal higher-order models of complex systems Lambiotte, Renaud Rosvall, Martin Scholtes, Ingo Nat Phys Article Rich data is revealing that complex dependencies between the nodes of a network may escape models based on pairwise interactions. Higher-order network models go beyond these limitations, offering new perspectives for understanding complex systems. 2019-03-25 2019-04 /pmc/articles/PMC6445364/ /pubmed/30956684 http://dx.doi.org/10.1038/s41567-019-0459-y Text en Users may view, print, copy, and download text and data-mine the content in such documents, for the purposes of academic research, subject always to the full Conditions of use:http://www.nature.com/authors/editorial_policies/license.html#terms
spellingShingle Article
Lambiotte, Renaud
Rosvall, Martin
Scholtes, Ingo
From networks to optimal higher-order models of complex systems
title From networks to optimal higher-order models of complex systems
title_full From networks to optimal higher-order models of complex systems
title_fullStr From networks to optimal higher-order models of complex systems
title_full_unstemmed From networks to optimal higher-order models of complex systems
title_short From networks to optimal higher-order models of complex systems
title_sort from networks to optimal higher-order models of complex systems
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6445364/
https://www.ncbi.nlm.nih.gov/pubmed/30956684
http://dx.doi.org/10.1038/s41567-019-0459-y
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AT rosvallmartin fromnetworkstooptimalhigherordermodelsofcomplexsystems
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