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Ollivier Ricci curvature of directed hypergraphs
Many empirical networks incorporate higher order relations between elements and therefore are naturally modelled as, possibly directed and/or weighted, hypergraphs, rather than merely as graphs. In order to develop a systematic tool for the statistical analysis of such hypergraph, we propose a gener...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7385181/ https://www.ncbi.nlm.nih.gov/pubmed/32719341 http://dx.doi.org/10.1038/s41598-020-68619-6 |
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author | Eidi, Marzieh Jost, Jürgen |
author_facet | Eidi, Marzieh Jost, Jürgen |
author_sort | Eidi, Marzieh |
collection | PubMed |
description | Many empirical networks incorporate higher order relations between elements and therefore are naturally modelled as, possibly directed and/or weighted, hypergraphs, rather than merely as graphs. In order to develop a systematic tool for the statistical analysis of such hypergraph, we propose a general definition of Ricci curvature on directed hypergraphs and explore the consequences of that definition. The definition generalizes Ollivier’s definition for graphs. It involves a carefully designed optimal transport problem between sets of vertices. While the definition looks somewhat complex, in the end we shall be able to express our curvature in a very simple formula, [Formula: see text] . This formula simply counts the fraction of vertices that have to be moved by distances 0, 2 or 3 in an optimal transport plan. We can then characterize various classes of hypergraphs by their curvature. |
format | Online Article Text |
id | pubmed-7385181 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-73851812020-07-28 Ollivier Ricci curvature of directed hypergraphs Eidi, Marzieh Jost, Jürgen Sci Rep Article Many empirical networks incorporate higher order relations between elements and therefore are naturally modelled as, possibly directed and/or weighted, hypergraphs, rather than merely as graphs. In order to develop a systematic tool for the statistical analysis of such hypergraph, we propose a general definition of Ricci curvature on directed hypergraphs and explore the consequences of that definition. The definition generalizes Ollivier’s definition for graphs. It involves a carefully designed optimal transport problem between sets of vertices. While the definition looks somewhat complex, in the end we shall be able to express our curvature in a very simple formula, [Formula: see text] . This formula simply counts the fraction of vertices that have to be moved by distances 0, 2 or 3 in an optimal transport plan. We can then characterize various classes of hypergraphs by their curvature. Nature Publishing Group UK 2020-07-27 /pmc/articles/PMC7385181/ /pubmed/32719341 http://dx.doi.org/10.1038/s41598-020-68619-6 Text en © The Author(s) 2020 Open Access 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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Eidi, Marzieh Jost, Jürgen Ollivier Ricci curvature of directed hypergraphs |
title | Ollivier Ricci curvature of directed hypergraphs |
title_full | Ollivier Ricci curvature of directed hypergraphs |
title_fullStr | Ollivier Ricci curvature of directed hypergraphs |
title_full_unstemmed | Ollivier Ricci curvature of directed hypergraphs |
title_short | Ollivier Ricci curvature of directed hypergraphs |
title_sort | ollivier ricci curvature of directed hypergraphs |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7385181/ https://www.ncbi.nlm.nih.gov/pubmed/32719341 http://dx.doi.org/10.1038/s41598-020-68619-6 |
work_keys_str_mv | AT eidimarzieh ollivierriccicurvatureofdirectedhypergraphs AT jostjurgen ollivierriccicurvatureofdirectedhypergraphs |