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One of the main characteristics of real-world networks is their large clustering. Clustering is one aspect of a more general but much less studied structural organization of networks, i.e. edge multiplicity, defined as the number of…

物理与社会 · 物理学 2012-01-31 Vinko Zlatic , Diego Garlaschelli , Guido Caldarelli

Recently, it was found by Schneider et al. [Proc. Natl. Acad. Sci. USA, 108, 3838 (2011)], using simulations, that scale-free networks with "onion structure" are very robust against targeted high degree attacks. The onion structure is a…

物理与社会 · 物理学 2012-04-27 Toshihiro Tanizawa , Shlomo Havlin , H. Eugene Stanley

In a recent article [1] we surveyed advances related to adaptation, learning, and optimization over synchronous networks. Various distributed strategies were discussed that enable a collection of networked agents to interact locally in…

最优化与控制 · 数学 2017-12-13 Ali H. Sayed , Xiaochuan Zhao

We investigate the searchability of complex systems in terms of their interconnectedness. Associating searchability with the number and size of branch points along the paths between the nodes, we find that scale-free networks are relatively…

无序系统与神经网络 · 物理学 2007-05-23 M. Rosvall , A. Gronlund , P. Minnhagen , K. Sneppen

A challenging problem in the social sciences is the characterization of the formation of ``social capital''. It is believed that societies with more social capital are more democratic and economically developed than societies with little…

无序系统与神经网络 · 物理学 2007-05-23 X. Guardiola , R. Guimera , A. Arenas , A. Diaz-Guilera , D. Streib , L. A. N. Amaral

Scale invariance profoundly influences the dynamics and structure of complex systems, spanning from critical phenomena to network architecture. Here, we propose a precise definition of scale-invariant networks by leveraging the concept of a…

统计力学 · 物理学 2024-12-17 Anna Poggialini , Pablo Villegas , Miguel A. Muñoz , Andrea Gabrielli

We provide a simple proof that graphs in a general class of self-similar networks have zero percolation threshold. The considered self-similar networks include random scale-free graphs with given expected node degrees and zero clustering,…

无序系统与神经网络 · 物理学 2011-01-28 M. Angeles Serrano , Dmitri Krioukov , Marian Boguna

A random network model which allows for tunable, quite general forms of clustering, degree correlation and degree distribution is defined. The model is an extension of the configuration model, in which stubs (half-edges) are paired to form…

概率论 · 数学 2012-07-31 Frank Ball , Tom Britton , David Sirl

Despite centuries of work on containment and mitigation strategies, infectious diseases are still a major problem facing humanity. This work is concerned with simulating heterogeneous contact structures and understanding how the structure…

社会与信息网络 · 计算机科学 2024-02-07 Jan Kreischer , Adrian Iten , Astrid Jehoul

We analyze about two hundred naturally occurring networks with distinct dynamical origins to formally test whether the commonly assumed hypothesis of an underlying scale-free structure is generally viable. This has recently been questioned…

Random graphs with power-law degrees can model scale-free networks as sparse topologies with strong degree heterogeneity. Mathematical analysis of such random graphs proved successful in explaining scale-free network properties such as…

物理与社会 · 物理学 2019-05-24 Clara Stegehuis , Remco van der Hofstad , Johan S. H. van Leeuwaarden

In this short note we provide a proof of boundedness of solutions for a network system composed of heterogeneous nonlinear autonomous systems interconnected over a directed graph. The sole assumptions imposed are that the systems are…

最优化与控制 · 数学 2023-07-28 Anes Lazri , Elena Panteley , Antonio Loria

It has been well-known that many real networks are scale-free (SF) but extremely vulnerable against attacks. We investigate the robustness of connectivity and the lengths of the shortest loops in randomized SF networks with realistic…

社会与信息网络 · 计算机科学 2026-02-03 Yingzhou Mou , Yukio Hayashi

There has been a considerable amount of interest in recent years on the robustness of networks to failures. Many previous studies have concentrated on the effects of node and edge removals on the connectivity structure of a static network;…

统计力学 · 物理学 2013-10-24 Brian Karrer , Gourab Ghoshal

In their recent work "Scale-free networks are rare", Broido and Clauset address the problem of the analysis of degree distributions in networks to classify them as scale-free at different strengths of "scale-freeness." Over the last two…

物理与社会 · 物理学 2020-04-01 Pim van der Hoorn , Ivan Voitalov , Remco van der Hofstad , Dmitri Krioukov

With the increasing complexity of computing systems, complete hardware reliability can no longer be guaranteed. We need, however, to ensure overall system reliability. One of the most important features of artificial neural networks is…

神经与进化计算 · 计算机科学 2015-10-07 Anton Kulakov , Mark Zwolinski , Jeff Reeve

We derive the finite size dependence of the clustering coefficient of scale-free random graphs generated by the configuration model with degree distribution exponent $2<\gamma<3$. Degree heterogeneity increases the presence of triangles in…

无序系统与神经网络 · 物理学 2015-06-05 Pol Colomer-de-Simon , Marian Boguna

We study by analytical methods and large scale simulations a dynamical model for the spreading of epidemics in complex networks. In networks with exponentially bounded connectivity we recover the usual epidemic behavior with a threshold…

统计力学 · 物理学 2009-11-07 Romualdo Pastor-Satorras , Alessandro Vespignani

A detailed analysis of three species-rich ecosystem food webs has shown that they display scale-free distributions of connections. Such graphs of interaction are in fact shared by a number of biological and technological networks, which…

无序系统与神经网络 · 物理学 2007-05-23 Ricard V. Sole Jose M. Montoya

Social network structure is very important for understanding human information diffusing, cooperating and competing patterns. It can bring us with some deep insights about how people affect each other. As a part of complex networks, social…

物理与社会 · 物理学 2009-02-19 Yanqing Hu , Yougui Wang , Zengru Di