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We undertake an extensive numerical investigation of the graph spectra of thousands regular graphs, a set of random Erd\"os-R\'enyi graphs, the two most popular types of complex networks and an evolving genetic network by using novel…

信息论 · 计算机科学 2015-01-27 Hector Zenil , Narsis A. Kiani , Jesper Tegnér

We study the level spacing distribution p(s) in the spectrum of random networks. According to our numerical results, the shape of p(s) in the Erdos-Renyi (E-R) random graph is determined by the average degree <k>, and p(s) undergoes a…

数据分析、统计与概率 · 物理学 2007-05-23 Gergely Palla , Gabor Vattay

Several spectral fluctuation measures of random matrix theory (RMT) have been applied in the study of spectral properties of networks. However, the calculation of those statistics requires performing an unfolding procedure, which may not be…

无序系统与神经网络 · 物理学 2019-11-14 G. Torres-Vargas , R. Fossion , J. A. Méndez-Bermúdez

We present a novel theoretical framework connecting k-component edge connectivity with spectral graph theory and homology theory to pro vide new insights into the resilience of real-world networks. By extending classical edge connectivity…

组合数学 · 数学 2024-09-10 Joshua Steier

Topological indices have been used to modeling biological and chemical properties of molecules in quantitive structure property relationship studies and quantitive structure activity studies. All the degree based topological indices have…

综合数学 · 数学 2017-07-27 Süleyman Ediz

We show that large deviation properties of Erd\"os-R\'enyi random graphs can be derived from the free energy of the $q$-state Potts model of statistical mechanics. More precisely the Legendre transform of the Potts free energy with respect…

统计力学 · 物理学 2009-11-10 Andreas Engel , Rémi Monasson , Alexander K. Hartmann

We study three mixing properties of a graph: large algebraic connectivity, large Cheeger constant (isoperimetric number) and large spectral gap from 1 for the second largest eigenvalue of the transition probability matrix of the random walk…

组合数学 · 数学 2013-12-17 Mikhail Isaev , K. V Isaeva

The study of topology of energy bands in solid has always been interesting and fruitful. Historically, Thouless et al proposed the TKNN number or Chern number of the energy bands to explain the quantization of Hall conductance in the…

材料科学 · 物理学 2012-01-09 Yi-Dong Wu

We investigate the degree distribution $P(k)$ and the clustering coefficient $C$ of the line graphs constructed on the Erd\"os-R\'enyi networks, the exponential and the scale-free growing networks. We show that the character of the degree…

计算物理 · 物理学 2015-05-13 Anna Manka-Krason , Advera Mwijage , Krzysztof Kulakowski

Understanding the subgraph distribution in random networks is important for modelling complex systems. In classic Erdos networks, which exhibit a Poissonian degree distribution, the number of appearances of a subgraph G with n nodes and g…

统计力学 · 物理学 2009-11-10 S. Itzkovitz , R. Milo , N. Kashtan , G. Ziv , U. Alon

We consider the quantity $P(G)$ associated with a graph $G$ that is defined as the probability that a randomly chosen subtree of $G$ is spanning. Motivated by conjectures due to Chin, Gordon, MacPhee and Vincent on the behaviour of this…

组合数学 · 数学 2019-10-17 Stephan Wagner

In this paper we derive results concerning the connected components and the diameter of random graphs with an arbitrary i.i.d. degree sequence. We study these properties primarily, but not exclusively, when the tail of the degree…

概率论 · 数学 2007-05-23 Remco van der Hofstad , Gerard Hooghiemstra , Dmitri Znamenski

For the Erd\H{o}s-R\'enyi random graph G(n,p), we give a precise asymptotic formula for the size of a largest vertex subset in G(n,p) that induces a subgraph with average degree at most t, provided that p = p(n) is not too small and t =…

组合数学 · 数学 2013-09-04 Nikolaos Fountoulakis , Ross J. Kang , Colin McDiarmid

We study the statistical properties of the sampled networks by a random walker. We compare topological properties of the sampled networks such as degree distribution, degree-degree correlation, and clustering coefficient with those of the…

物理与社会 · 物理学 2009-11-13 Sooyeon Yoon , Sungmin Lee , Soon-Hyung Yook , Yup Kim

An $n$-tuple $D=(d(1),\dots,d(n))$ is a \emph{feasible degree sequence} if there is a graph on $\{1,\dots,n\}$ such that $i$ has degree $d(i)$. Any such graph will have $m=\sum_{i=1}^n d(i)/2$ edges. Letting $G(D)$ be a graph chosen…

概率论 · 数学 2026-04-29 Louigi Addario-Berry , Bruce Reed , Dao Chen Yuan

We study a class models of correlated random networks in which vertices are characterized by \textit{hidden variables} controlling the establishment of edges between pairs of vertices. We find analytical expressions for the main topological…

无序系统与神经网络 · 物理学 2009-11-10 Marian Boguna , Romualdo Pastor-Satorras

We study Extremal Combinatorics problems where local properties are used to derive global properties. That is, we consider a given configuration where every small piece of the configuration satisfies some restriction, and use this local…

组合数学 · 数学 2018-07-24 Cosmin Pohoata , Adam Sheffer

The purpose of this paper is to analyze the degree index and clustering index in random graphs. The degree index in our setup is a certain measure of degree irregularity whose basic properties are well studied in the literature, and the…

概率论 · 数学 2026-03-11 Ümit Işlak , Barış Yeşiloğlu

We consider the Dirac equation on periodic networks (quantum graphs). The self-adjoint quasi periodic boundary conditions are derived. The secular equation allowing us to find the energy spectrum of the Dirac particles on periodic quantum…

量子物理 · 物理学 2021-08-11 J. R. Yusupov , K. K. Sabirov , D. U. Matrasulov

We propose two classes of dynamic versions of the classical Erd\H{o}s-R\'enyi graph: one in which the transition rates are governed by an external regime process, and one in which the transition rates are periodically resampled. For both…

概率论 · 数学 2017-03-17 M. Mandjes , N. J. Starreveld , R. Bekker , P. Spreij
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