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Networks are a fundamental tool for understanding and modeling complex systems in physics, biology, neuroscience, engineering, and social science. Many networks are known to exhibit rich, lower-order connectivity patterns that can be…

社会与信息网络 · 计算机科学 2018-01-08 Austin R. Benson , David F. Gleich , Jure Leskovec

Over the recent years, Graph Neural Networks have become increasingly popular in network analytic and beyond. With that, their architecture noticeable diverges from the classical multi-layered hierarchical organization of the traditional…

机器学习 · 计算机科学 2021-05-17 Stanislav Sobolevsky

Biology presents many examples of planar distribution and structural networks having dense sets of closed loops. An archetype of this form of network organization is the vasculature of dicotyledonous leaves, which showcases a…

定量方法 · 定量生物学 2015-05-30 Eleni Katifori , Marcelo O. Magnasco

Networks have in recent years emerged as an invaluable tool for describing and quantifying complex systems in many branches of science. Recent studies suggest that networks often exhibit hierarchical organization, where vertices divide into…

机器学习 · 统计学 2008-11-05 Aaron Clauset , Cristopher Moore , M. E. J. Newman

Complex distribution networks are pervasive in biology. Examples include nutrient transport in the slime mold \emph{Physarum polycephalum} as well as mammalian and plant venation. Adaptive rules are believed to guide development of these…

适应与自组织系统 · 物理学 2019-12-16 Henrik Ronellenfitsch , Eleni Katifori

A highly successful approach to route planning in networks (particularly road networks) is to identify a hierarchy in the network that allows faster queries after some preprocessing that basically inserts additional "shortcut"-edges into a…

数据结构与算法 · 计算机科学 2019-09-11 Demian Hespe , Peter Sanders

Structural hierarchy, in which materials possess distinct features on multiple length scales, is ubiquitous in nature; diverse biological materials, such as bone, cellulose, and muscle, have as many as ten hierarchical levels. Structural…

软凝聚态物质 · 物理学 2019-06-19 Jonathan Michel , Peter Yunker

The structure of a river network may be seen as a discrete set of nested sub-networks built out of individual stream segments. These network components are assigned an integral stream order via a hierarchical and discrete ordering method.…

地球物理 · 物理学 2013-05-29 Peter Sheridan Dodds , Daniel H. Rothman

Signs of hierarchy are prevalent in a wide range of systems in nature and society. One of the key problems is quantifying the importance of hierarchical organisation in the structure of the network representing the interactions or…

物理与社会 · 物理学 2016-01-25 Dániel Czégel , Gergely Palla

The paper addresses design/building frameworks for some kinds of tree-like and hierarchical structures of systems. The following approaches are examined: (1) expert-based procedures, (2) hierarchical clustering; (3) spanning problems (e.g.,…

最优化与控制 · 数学 2012-12-12 Mark Sh. Levin

The Horton-Strahler (HS) index $r=\max{(i,j)}+\delta_{i,j}$ has been shown to be relevant to a number of physical (such at diffusion limited aggregation) geological (river networks), biological (pulmonary arteries, blood vessels, various…

统计力学 · 物理学 2009-11-07 Z. Toroczkai

Networks involved in information processing often have their nodes arranged hierarchically, with the majority of connections occurring in adjacent levels. However, despite being an intuitively appealing concept, the hierarchical…

神经元与认知 · 定量生物学 2024-07-02 Anand Pathak , Shakti N. Menon , Sitabhra Sinha

Hierarchy seems to pervade complexity in both living and artificial systems. Despite its relevance, no general theory that captures all features of hierarchy and its origins has been proposed yet. Here we present a formal approach resulting…

物理与社会 · 物理学 2013-08-22 Bernat Corominas-Murtra , Joaquín Goñi , Ricard V. Solé , Carlos Rodríguez-Caso

Several networks occurring in real life have modular structures that are arranged in an hierarchical fashion. In this paper, we have proposed a model for such networks, using a stochastic generation method. Using this model we show that,…

物理与社会 · 物理学 2009-03-12 Raj Kumar Pan , Sitabhra Sinha

Higher-order networks effectively represent complex systems with group interactions. Existing methods usually overlook the relative contribution of group interactions (hyperlinks) of different sizes to the overall network structure. Yet,…

物理与社会 · 物理学 2025-08-26 Alberto Ceria , Frank W. Takes

High order networks are weighted hypergraphs col- lecting relationships between elements of tuples, not necessarily pairs. Valid metric distances between high order networks have been defined but they are difficult to compute when the…

社会与信息网络 · 计算机科学 2016-05-04 Weiyu Huang , Alejandro Ribeiro

We give exact relations for certain types of the hierarchic fractal structures. In the blatant distinction from regular networks of the "small world" (SW) topology [1], regular fractal networks manifests the logarithmic dependence of the…

无序系统与神经网络 · 物理学 2007-05-23 Gregory Surdutovich , Vladimir Gol'dshtein , Gennady Koganov

Using each node's degree as a proxy for its importance, the topological hierarchy of a complex network is introduced and quantified. We propose a simple dynamical process used to construct networks which are either maximally or minimally…

软凝聚态物质 · 物理学 2008-06-24 Ala Trusina , Sergei Maslov , Petter Minnhagen , Kim Sneppen

Many of the essential features of the evolution of scientific research are imprinted in the structure of citation networks. Connections in these networks imply information about the transfer of knowledge among papers, or in other words,…

物理与社会 · 物理学 2014-05-23 Enys Mones , Péter Pollner , Tamás Vicsek

Growing attention has been brought to the fact that many real directed networks exhibit hierarchy and directionality as measured through techniques like Trophic Analysis and non-normality. We propose a simple growing network model where the…

物理与社会 · 物理学 2024-05-13 Niall Rodgers , Peter Tino , Samuel Johnson
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