期刊
NEW JOURNAL OF PHYSICS
卷 25, 期 5, 页码 -出版社
IOP Publishing Ltd
DOI: 10.1088/1367-2630/acd020
关键词
Eigenvalues; RMT; multiplex network
In this study, eigenvalue ratio statistics of multiplex networks consisting of directed Erdos-Renyi random networks layers represented as weighted non-Hermitian and Hermitian random matrices are analyzed numerically. It is found that the multiplexing strength governs the behavior of average spacing ratio statistics and also affects the eigenvector delocalization of the entire system. These findings contribute to understanding the network properties and the role of multiplexing in dynamical processes of multilayer networks.
Eigenvalues statistics of various many-body systems have been widely studied using the nearest neighbor spacing distribution under the random matrix theory framework. Here, we numerically analyze eigenvalue ratio statistics of multiplex networks consisting of directed Erdos-Renyi random networks layers represented as, first, weighted non-Hermitian random matrices and then weighted Hermitian random matrices. We report that the multiplexing strength rules the behavior of average spacing ratio statistics for multiplexing networks represented by the non-Hermitian and Hermitian matrices, respectively. Additionally, for both these representations of the directed multiplex networks, the multiplexing strength appears as a guiding parameter for the eigenvector delocalization of the entire system. These results could be important for driving dynamical processes in several real-world multilayer systems, particularly, understanding the significance of multiplexing in comprehending network properties.
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