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The latent space approach to complex networks has revealed fundamental principles and symmetries, enabling geometric methods. However, the conditions under which network topology implies geometricity remain unclear. We provide a…

物理与社会 · 物理学 2025-04-03 Roya Aliakbarisani , Marián Boguñá , M. Ángeles Serrano

The coexistence of sparsity and clustering (non-vanishing average fraction of triangles per node) is one of the few structural features that, irrespective of finer details, are ubiquitously observed across large real-world networks. This…

概率论 · 数学 2026-03-17 Alessio Catanzaro , Remco van der Hofstad , Diego Garlaschelli

The topology of any complex system is key to understanding its structure and function. Fundamentally, algebraic topology guarantees that any system represented by a network can be understood through its closed paths. The length of each path…

统计方法学 · 统计学 2017-05-17 Pierre-André G. Maugis , Sofia C. Olhede , Patrick J. Wolfe

We study typical distances in a geometric random graph on the hyperbolic plane. Introduced by Krioukov et al.~\cite{ar:Krioukov} as a model for complex networks, $N$ vertices are drawn randomly within a bounded subset of the hyperbolic…

组合数学 · 数学 2017-08-04 Mohammed Amin Abdullah , Michel Bode , Nikolaos Fountoulakis

First principle network models are crucial to make sense of the intricate topology of real complex networks. While modeling efforts have been quite successful in undirected networks, generative models for networks with asymmetric…

物理与社会 · 物理学 2023-02-20 Antoine Allard , M. Ángeles Serrano , Marián Boguñá

A measure for the maximum quantum information transfer capacity (ITC) between nodes of a spin network is defined, and shown to induce a metric on a space of equivalence classes of nodes for homogeneous chains with XX and Heisenberg…

量子物理 · 物理学 2014-03-04 E Jonckheere , S G Schirmer , F C Langbein

We introduce the concept of boundaries of a complex network as the set of nodes at distance larger than the mean distance from a given node in the network. We study the statistical properties of the boundaries nodes of complex networks. We…

数学物理 · 物理学 2016-09-08 Jia Shao , Sergey V. Buldyrev , Reuven Cohen , Maksim Kitsak , Shlomo Havlin , H. Eugene Stanley

Most real-world networks are embedded in latent geometries. If a node in a network is found in the vicinity of another node in the latent geometry, the two nodes have a disproportionately high probability of being connected by a link. The…

物理与社会 · 物理学 2024-06-19 Bukyoung Jhun

Many real networks are embedded in space, where in some of them the links length decay as a power law distribution with distance. Indications that such systems can be characterized by the concept of dimension were found recently. Here, we…

物理与社会 · 物理学 2015-06-05 Thorsten Emmerich , Armin Bunde , Shlomo Havlin , Li Guanlian , Li Daqing

Real world complex networks often exhibit multiplex structure, connecting entities from different aspects of physical systems such as social, transportation and biological networks. Little is known about general properties of such networks…

社会与信息网络 · 计算机科学 2019-11-28 Blaž Škrlj , Benjamin Renoust

Geometry can be used to explain many properties commonly observed in real networks. It is therefore often assumed that real networks, especially those with high average local clustering, live in an underlying hidden geometric space.…

物理与社会 · 物理学 2024-04-11 J. van der Kolk , M. Á. Serrano , M. Boguñá

We study the growth of random networks under a constraint that the diameter, defined as the average shortest path length between all nodes, remains approximately constant. We show that if the graph maintains the form of its degree…

统计力学 · 物理学 2007-05-23 Rajan M. Lukose , Lada A. Adamic

During the last three decades the Internet has experienced fascinating evolution, both exponential growth in traffic and rapid expansion in topology. The size of the Internet becomes enormous, yet the network is very `small' in the sense…

网络与互联网体系结构 · 计算机科学 2010-03-31 Shi Zhou

Randomized network ensembles are the null models of real networks and are extensivelly used to compare a real system to a null hypothesis. In this paper we study network ensembles with the same degree distribution, the same…

无序系统与神经网络 · 物理学 2009-11-13 Ginestra Bianconi

We investigate and quantify the interplay between topology and ability to send specific signals in complex networks. We find that in a majority of investigated real-world networks the ability to communicate is favored by the network…

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

Clustering is well-known to play a prominent role in the description and understanding of complex networks, and a large spectrum of tools and ideas have been introduced to this end. In particular, it has been recognized that the abundance…

无序系统与神经网络 · 物理学 2009-11-10 Danilo Sergi

Network geometry, characterized by nodes with associated latent variables, is a fundamental feature of real-world networks. Still, when only the network edges are given, it may be difficult to assess whether the network contains an…

物理与社会 · 物理学 2025-02-13 R. Michielan , C. Stegehuis

In a recursive way and by including a parameter, we introduce a family of deterministic scale-free networks. The resulting networks exhibit small-world effects. We calculate the exact results for the degree exponent, the clustering…

统计力学 · 物理学 2007-05-23 Zhongzhi Zhang , Lili Rong

We introduce a new family of models for growing networks. In these networks new edges are attached preferentially to vertices with higher number of connections, and new vertices are created by already existing ones, inheriting part of their…

统计力学 · 物理学 2009-11-07 S. N. Dorogovtsev , A. N. Samukhin , J. F. F. Mendes

We demonstrate how sophisticated graph properties, such as small distances and scale-free degree distributions, arise naturally from a reinforcement mechanism on layered graphs. Every node is assigned an a-priori i.i.d. fitness with…

概率论 · 数学 2020-06-02 Markus Heydenreich , Christian Hirsch