4.4 Article

Resistance Distances In Simplicial Networks

期刊

COMPUTER JOURNAL
卷 66, 期 8, 页码 1922-1935

出版社

OXFORD UNIV PRESS
DOI: 10.1093/comjnl/bxac052

关键词

Effective resistance; Kirchhoff index; simplicial network; simplicial complex; higher order organization; scale-free network

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In this paper, the resistance distances in networks with higher order interactions are studied, and exact formulas for various quantities related to resistance distances are derived. The results show that the average resistance distance tends to a q-dependent constant.
It is well known that in many real networks, such as brain networks and scientific collaboration networks, there exist higher order nonpairwise relations among nodes, i.e. interactions between more than two nodes at a time. This simplicial structure can be described by simplicial complexes and has an important effect on topological and dynamical properties of networks involving such group interactions. In this paper, we study analytically resistance distances in iteratively growing networks with higher order interactions characterized by the simplicial structure that is controlled by a parameter q. We derive exact formulas for interesting quantities about resistance distances, including Kirchhoff index, additive degree-Kirchhoff index, multiplicative degree-Kirchhoff index, as well as average resistance distance, which have found applications in various areas elsewhere. We show that the average resistance distance tends to a q-dependent constant, indicating the impact of simplicial organization on the structural robustness measured by average resistance distance.

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