Ollivier Ricci curvature of directed hypergraphs

被引:18
作者
Eidi, Marzieh [1 ]
Jost, Juergen [1 ,2 ]
机构
[1] Max Planck Inst Math Sci, Leipzig, Germany
[2] Santa Fe Inst, Santa Fe, NM 87501 USA
关键词
D O I
10.1038/s41598-020-68619-6
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
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, kappa=mu 0-mu 2-2 mu 3. 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.
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页数:14
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