dc.contributor.author | Latora, V | |
dc.contributor.author | Malizia, F | |
dc.contributor.author | Corso, A | |
dc.contributor.author | Gambuzza, LV | |
dc.contributor.author | Frasca, M | |
dc.date.accessioned | 2024-06-06T09:49:54Z | |
dc.date.available | 2024-05-30 | |
dc.date.available | 2024-06-06T09:49:54Z | |
dc.identifier.issn | 2041-1723 | |
dc.identifier.uri | https://qmro.qmul.ac.uk/xmlui/handle/123456789/97296 | |
dc.description.abstract | Higher-order interactions play a key role for the operation and function of a complex system. However, how to identify them is still an open problem. Here, we propose a method to fully reconstruct the structural connectivity of a system of coupled dynamical units, identifying both pairwise and higher-order interactions from the system time evolution. Our method works for any dynamics, and allows the reconstruction of both hypergraphs and simplicial complexes, either undirected or directed, unweighted or weighted. With two concrete applications, we show how the method can help understanding the complexity of bacterial systems, or the microscopic mechanisms of interaction underlying coupled chaotic oscillators. | |
dc.publisher | Nature Research | en_US |
dc.relation.ispartof | Nature Communications | |
dc.rights | This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. | |
dc.title | Reconstructing higher-order interactions in coupled dynamical systems | en_US |
dc.type | Article | en_US |
dc.rights.holder | © 2024 The Author(s) | |
pubs.notes | Not known | en_US |
pubs.publication-status | Accepted | en_US |
dcterms.dateAccepted | 2024-05-30 | |