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The complete knowledge of Laplacian eigenvalues and eigenvectors of complex networks plays an outstanding role in understanding various dynamical processes running on them; however, determining analytically Laplacian eigenvalues and…

统计力学 · 物理学 2009-07-10 Zhongzhi Zhang , Yi Qi , Shuigeng Zhou , Yuan Lin , Jihong Guan

The eigenvalues of the normalized Laplacian matrix of a network plays an important role in its structural and dynamical aspects associated with the network. In this paper, we study the spectra and their applications of normalized Laplacian…

化学物理 · 物理学 2013-06-04 Alafate Julaiti , Bin Wu , Zhongzhi Zhang

A generalized Fourier analysis on arbitrary graphs calls for a detailed knowledge of the eigenvectors of the graph Laplacian. Using the symmetries of the Cayley tree, we recursively construct the family of eigenvectors with exponentially…

统计力学 · 物理学 2019-10-31 Ayşe Erzan , Aslı Tuncer

We study structure, eigenvalue spectra and diffusion dynamics in a wide class of networks with subgraphs (modules) at mesoscopic scale. The networks are grown within the model with three parameters controlling the number of modules, their…

统计力学 · 物理学 2009-08-25 Marija Mitrović , Bosiljka Tadić

Network representations are useful for describing the structure of a large variety of complex systems. Although most studies of real-world networks suppose that nodes are connected by only a single type of edge, most natural and engineered…

物理与社会 · 物理学 2020-08-05 Rubén J. Sánchez-García , Emanuele Cozzo , Yamir Moreno

We derive the determinant of the Laplacian for the Hanoi networks and use it to determine their number of spanning trees (or graph complexity) asymptotically. While spanning trees generally proliferate with increasing average degree, the…

统计力学 · 物理学 2015-10-08 Stefan Boettcher , Shanshan Li

We consider a network of interconnected dynamical systems. Spectral network identification consists in recovering the eigenvalues of the network Laplacian from the measurements of a very limited number (possibly one) of signals. These…

系统与控制 · 计算机科学 2017-09-14 Alexandre Mauroy , Julien Hendrickx

Hierarchical tree structures are common in many real-world systems, from tree roots and branches to neuronal dendrites and biologically inspired artificial neural networks, as well as in technological networks for organizing and searching…

统计力学 · 物理学 2025-02-04 Davide Cipollini , Lambert Schomaker

Determining the effect of structural perturbations on the eigenvalue spectra of networks is an important problem because the spectra characterize not only their topological structures, but also their dynamical behavior, such as…

无序系统与神经网络 · 物理学 2010-05-04 Attilio Milanese , Jie Sun , Takashi Nishikawa

Simplicial complexes are increasingly used to study complex system structure and dynamics including diffusion, synchronization and epidemic spreading. The spectral dimension of the graph Laplacian is known to determine the diffusion…

无序系统与神经网络 · 物理学 2020-02-19 Ginestra Bianconi , Sergey N. Dorogovtsev

We analyze eigenvalues fluctuations of the Laplacian of various networks under the random matrix theory framework. Analyses of random networks, scale-free networks and small-world networks show that nearest neighbor spacing distribution of…

统计力学 · 物理学 2009-11-11 Sarika Jalan , Jayendra N. Bandyopadhyay

The Laplacian eigenvalues of a network play an important role in the analysis of many structural and dynamical network problems. In this paper, we study the relationship between the eigenvalue spectrum of the normalized Laplacian matrix and…

社会与信息网络 · 计算机科学 2013-10-21 Zhengwei Wu , Victor M. Preciado

We study the graphs associated with Vicsek sets in higher dimensional settings. First, we study the eigenvalues of the Laplacians on the approximating graphs of the Vicsek sets, finding a general spectral decimation function. This is an…

偏微分方程分析 · 数学 2022-03-30 Shiping Cao , Robert S. Strichartz , Melissa Wei

Discrete amorphous materials are best described in terms of arbitrary networks which can be embedded in three dimensional space. Investigating the thermodynamic equilibrium as well as non-equilibrium behavior of such materials around second…

统计力学 · 物理学 2013-12-10 Eser Aygun , Ayse Erzan

One of the more challenging tasks in the understanding of dynamical properties of models on top of complex networks is to capture the precise role of multiplex topologies. In a recent paper, Gomez et al. [Phys. Rev. Lett. 101, 028701…

We consider the properties of vibrational dynamics on random networks, with random masses and spring constants. The localization properties of the eigenstates contrast greatly with the Laplacian case on these networks. We introduce several…

无序系统与神经网络 · 物理学 2009-11-07 M. B. Hastings

The spectral graph theory provides an algebraical approach to investigate the characteristics of weighted networks using the eigenvalues and eigenvectors of a matrix (e.g., normalized Laplacian matrix) that represents the structure of the…

物理与社会 · 物理学 2021-04-19 Yusuke Sakumoto , Masaki Aida

The asymptotic behaviour of dynamical processes in networks can be expressed as a function of spectral properties of the corresponding adjacency and Laplacian matrices. Although many theoretical results are known for the spectra of…

物理与社会 · 物理学 2018-05-29 Thomas K. DM. Peron , Peng Ji , Jürgen Kurths , Francisco A. Rodrigues

We study the time scales associated to diffusion processes that take place on multiplex networks, i.e. on a set of networks linked through interconnected layers. To this end, we propose the construction of a supra-Laplacian matrix, which…

The uniform recursive tree (URT) is one of the most important models and has been successfully applied to many fields. Here we study exactly the topological characteristics and spectral properties of the Laplacian matrix of a deterministic…

统计力学 · 物理学 2008-07-11 Zhongzhi Zhang , Shuigeng Zhou , Yi Qi , Jihong Guan
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