Eigenvector Localization and Universal Regime Transitions in Multiplex Networks: A Perturbative Approach

Joan Hernàndez Tey, Emanuele Cozzo
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Abstract

In this work, we investigate the transition between layer-localized and delocalized regimes in a general contact-based social contagion model on multiplex networks. We begin by analyzing the layer-localization to delocalization transition through the inverse participation ratio (IPR). Utilizing perturbation analysis, we derive a new analytical approximation for the transition point and an expression for the IPR in the non-dominant layer within the localized regime. Additionally, we examine the transition from a non-dominant to a dominant regime, providing an analytical expression for the transition point. These transitions are further explored and validated through dynamical simulations.
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多路复用网络中的特征向量定位和普遍时态转换:惯性方法
在这项工作中,我们研究了多层网络上基于接触的一般社会传染模型中层定位和非定位状态之间的过渡。我们首先通过反参与比(IPR)分析了层局部化向局部化的过渡。利用扰动分析,我们推导出了过渡点的新分析近似值,以及局部化体系中非主导层 IPR 的表达式。此外,我们还研究了从非优势体系向优势体系的过渡,并给出了过渡点的分析表达式。我们还通过动力学模拟进一步探讨和验证了这些过渡。
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