Beyond pairwise network similarity: exploring mediation and suppression between networks

Mediation analysis aims to clarify the nature of the relationship between two variables, by elucidating the role of a third variable, which can allow or suppress the relationship, or being simply not involved in the process. The authors introduce this framework in the analysis of three-layered multi...

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Autores principales: Lucas Lacasa, Sebastiano Stramaglia, Daniele Marinazzo
Formato: article
Lenguaje:EN
Publicado: Nature Portfolio 2021
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Acceso en línea:https://doaj.org/article/19909a4099d14bf293ba6433a7140a2e
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spelling oai:doaj.org-article:19909a4099d14bf293ba6433a7140a2e2021-12-02T17:23:25ZBeyond pairwise network similarity: exploring mediation and suppression between networks10.1038/s42005-021-00638-92399-3650https://doaj.org/article/19909a4099d14bf293ba6433a7140a2e2021-06-01T00:00:00Zhttps://doi.org/10.1038/s42005-021-00638-9https://doaj.org/toc/2399-3650Mediation analysis aims to clarify the nature of the relationship between two variables, by elucidating the role of a third variable, which can allow or suppress the relationship, or being simply not involved in the process. The authors introduce this framework in the analysis of three-layered multiplex networks, assessing whether a link between two nodes in one layer affects the probability of having a link between the two same nodes in the other two layers, and present some applications to social and biological networks.Lucas LacasaSebastiano StramagliaDaniele MarinazzoNature PortfolioarticleAstrophysicsQB460-466PhysicsQC1-999ENCommunications Physics, Vol 4, Iss 1, Pp 1-8 (2021)
institution DOAJ
collection DOAJ
language EN
topic Astrophysics
QB460-466
Physics
QC1-999
spellingShingle Astrophysics
QB460-466
Physics
QC1-999
Lucas Lacasa
Sebastiano Stramaglia
Daniele Marinazzo
Beyond pairwise network similarity: exploring mediation and suppression between networks
description Mediation analysis aims to clarify the nature of the relationship between two variables, by elucidating the role of a third variable, which can allow or suppress the relationship, or being simply not involved in the process. The authors introduce this framework in the analysis of three-layered multiplex networks, assessing whether a link between two nodes in one layer affects the probability of having a link between the two same nodes in the other two layers, and present some applications to social and biological networks.
format article
author Lucas Lacasa
Sebastiano Stramaglia
Daniele Marinazzo
author_facet Lucas Lacasa
Sebastiano Stramaglia
Daniele Marinazzo
author_sort Lucas Lacasa
title Beyond pairwise network similarity: exploring mediation and suppression between networks
title_short Beyond pairwise network similarity: exploring mediation and suppression between networks
title_full Beyond pairwise network similarity: exploring mediation and suppression between networks
title_fullStr Beyond pairwise network similarity: exploring mediation and suppression between networks
title_full_unstemmed Beyond pairwise network similarity: exploring mediation and suppression between networks
title_sort beyond pairwise network similarity: exploring mediation and suppression between networks
publisher Nature Portfolio
publishDate 2021
url https://doaj.org/article/19909a4099d14bf293ba6433a7140a2e
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AT sebastianostramaglia beyondpairwisenetworksimilarityexploringmediationandsuppressionbetweennetworks
AT danielemarinazzo beyondpairwisenetworksimilarityexploringmediationandsuppressionbetweennetworks
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