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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2021
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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) |
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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 |
work_keys_str_mv |
AT lucaslacasa beyondpairwisenetworksimilarityexploringmediationandsuppressionbetweennetworks AT sebastianostramaglia beyondpairwisenetworksimilarityexploringmediationandsuppressionbetweennetworks AT danielemarinazzo beyondpairwisenetworksimilarityexploringmediationandsuppressionbetweennetworks |
_version_ |
1718380954872971264 |