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We focus on the role played by the node degree distribution on the way collective phenomena emerge on complex networks. To address this question, we focus analytically on a typical model for cooperative behaviour, the Majority Rule, applied…

物理与社会 · 物理学 2007-06-13 R. Lambiotte

We developed a scheme for evaluating the size of the largest connected subnetwork (giant component) in random networks and the percolation threshold when sites (nodes) and/or bonds (edges) are removed from the networks based on the cavity…

无序系统与神经网络 · 物理学 2010-10-19 Yoshifumi Shiraki , Yoshiyuki Kabashima

The entropy of network ensembles characterizes the amount of information encoded in the network structure, and can be used to quantify network complexity, and the relevance of given structural properties observed in real network datasets…

无序系统与神经网络 · 物理学 2014-06-18 Kartik Anand , Dimitri Krioukov , Ginestra Bianconi

Finding graph indices which are unbiased to network size and density is of high importance both within a given field and across fields for enhancing comparability of modern network science studies. The degree variance is an important metric…

社会与信息网络 · 计算机科学 2021-01-26 Keith M. Smith , Javier Escudero

Our ability to control a whole network can be achieved via a small set of driver nodes. While the minimum number of driver nodes needed for control is fixed in a given network, there are multiple choices for the driver node set. A quantity…

物理与社会 · 物理学 2025-04-15 Xiaoyao Yu , Yongqing Liang , Xiaomeng Wang , Tao Jia

Understanding the causes and effects of network structural features is a key task in deciphering complex systems. In this context, the property of network nestedness has aroused a fair amount of interest as regards ecological networks.…

物理与社会 · 物理学 2013-09-23 Samuel Johnson , Virginia Dominguez-Garcia , Miguel A. Munoz

The surrounding of a vertex in a network can be more or less symmetric. We derive measures of a specific kind of symmetry of a vertex which we call degree symmetry -- the property that many paths going out from a vertex have overlapping…

数据分析、统计与概率 · 物理学 2007-05-23 Petter Holme

Large real-life complex networks are often modeled by various random graph constructions and hundreds of further references therein. In many cases it is not at all clear how the modeling strength of differently generated random graph model…

数据结构与算法 · 计算机科学 2020-09-01 András Faragó , Rupei Xu

The fluctuation of dynamic variables in complex networks is known to depend on the dimension and the heterogeneity of the substrate networks. Previous studies, however, have reported inconsistent results for the scaling behavior of…

物理与社会 · 物理学 2018-04-11 H. -H. Yoo , D. -S. Lee

We investigate to what extent the degree sequence of a directed network constrains the number of driver nodes. We develop a pair of algorithms that take a directed degree sequence as input and aim to output a network with the maximum or…

物理与社会 · 物理学 2020-03-24 Abdorasoul Ghasemi , Márton Pósfai , Raissa M. D'Souza

Inspired by empirical data on real world complex networks, the last few years have seen an explosion in proposed generative models to understand and explain observed properties of real world networks, including power law degree distribution…

概率论 · 数学 2015-08-11 Shankar Bhamidi , Jimmy Jin , Andrew Nobel

Centrality measures aim to indicate who is important in a network. Various notions of `being important' give rise to different centrality measures. In this paper, we study how important the central vertices are for the connectivity…

概率论 · 数学 2024-11-20 Manish Pandey , Remco van der Hofstad

The micro-structure of the giant component of the Erd{\H o}s-R\'enyi network and other configuration model networks is analyzed using generating function methods. While configuration model networks are uncorrelated, the giant component…

统计力学 · 物理学 2018-04-30 Ido Tishby , Ofer Biham , Eytan Katzav , Reimer Kühn

A bridge in a graph is an edge whose removal disconnects the graph and increases the number of connected components. We calculate the fraction of bridges in a wide range of real-world networks and their randomized counterparts. We find that…

物理与社会 · 物理学 2018-01-24 Ang-Kun Wu , Liang Tian , Yang-Yu Liu

We study the properties of the giant connected component in random graphs with arbitrary degree distribution. We concentrate on the degree-degree correlations. We show that the adjoining nodes in the giant connected component are correlated…

统计力学 · 物理学 2010-05-11 Piotr Bialas , Andrzej K. Oleś

The average size of connected vertex subsets of a connected graph generalises a much-studied parameter for subtrees of trees. For trees, the possible values of this parameter are critically affected by the presence or absence of vertices of…

组合数学 · 数学 2022-06-13 John Haslegrave

We consider large networks of theta neurons and use the Ott/Antonsen ansatz to derive degree-based mean field equations governing the expected dynamics of the networks. Assuming random connectivity we investigate the effects of varying the…

动力系统 · 数学 2021-05-19 Carlo R. Laing

Structure and dynamics of complex networks usually deal with degree distributions, clustering, shortest path lengths and other graph properties. Although these concepts have been analysed for graphs on abstract spaces, many networks happen…

统计力学 · 物理学 2009-11-13 M. O. Hase , J. F. F. Mendes

In this paper, we analyze the behavior of the global clustering coefficient in scale free graphs. We are especially interested in the case of degree distribution with an infinite variance, since such degree distribution is usually observed…

概率论 · 数学 2015-06-09 Liudmila Ostroumova Prokhorenkova , Egor Samosvat

We examined the structure of projections of random bipartite networks characterized by the degree distribution of individual and group nodes through the generating function method. We decomposed a projection into two subgraphs, the giant…

物理与社会 · 物理学 2024-03-11 Yuka Fujiki , Shogo Mizutaka