Core-periphery organization of complex networks
arXiv:physics/0506035 · doi:10.1103/PhysRevE.72.046111
Abstract
Networks may, or may not, be wired to have a core that is both itself densely connected and central in terms of graph distance. In this study we propose a coefficient to measure if the network has such a clear-cut core-periphery dichotomy. We measure this coefficient for a number of real-world and model networks and find that different classes of networks have their characteristic values. For example do geographical networks have a strong core-periphery structure, while the core-periphery structure of social networks (despite their positive degree-degree correlations) is rather weak. We proceed to study radial statistics of the core, i.e. properties of the n-neighborhoods of the core vertices for increasing n. We find that almost all networks have unexpectedly many edges within n-neighborhoods at a certain distance from the core suggesting an effective radius for non-trivial network processes.
References in corpus (14)
- Emergence of scaling in random networks
- Statistical mechanics of complex networks
- The structure and function of complex networks
- Assortative mixing in networks
- The diameter of the world wide web
- The large-scale organization of metabolic networks
- Mixing patterns in networks
- Specificity and stability in topology of protein networks
- Characterization of complex networks: A survey of measurements
- Dynamical and correlation properties of the Internet
- Scale-free topology of e-mail networks
- The Rich-Club Phenomenon In The Internet Topology
- Networks and Cities: An Information Perspective
- Structure and Time-Evolution of an Internet Dating Community
Cited by in corpus (60)
- Kronecker Graphs: An Approach to Modeling Networks
- Structure and dynamics of core-periphery networks
- Networks in Cognitive Science
- Nestedness in complex networks: Observation, emergence, and implications
- Network Geometry
- Identification of core-periphery structure in networks
- Robust classification of salient links in complex networks
- Multiplicative Attribute Graph Model of Real-World Networks
- Cumulative effects of triadic closure and homophily in social networks
- Multicores-periphery structure in networks
- Computational Socioeconomics
- Model selection and hypothesis testing for large-scale network models with overlapping groups
- Emergence of core-peripheries in networks
- Detection of Core-Periphery Structure in Networks Using Spectral Methods and Geodesic Paths
- Evolution of robust network topologies: Emergence of central backbones
- Rich-cores in networks
- Finding multiple core-periphery pairs in networks
- Density-based and transport-based core-periphery structures in networks
- Core-periphery structure requires something else in the network
- Disentangling bipartite and core-periphery structure in financial networks
- Explosive spreading on complex networks: the role of synergy
- Core-Periphery Structure in Directed Networks
- Multiscale core-periphery structure in a global liner shipping network
- A model of spreading of sudden events on social networks
- The Rise and Fall of R&D Networks
- Reconstructing networks
- The organization of the interbank network and how ECB unconventional measures affected the e-MID overnight market
- Centrality metrics and localization in core-periphery networks
- A Unified Method of Detecting Core-Periphery Structure and Community Structure in Networks
- Network nestedness as generalized core-periphery structures
- Equitable random graphs
- Information content: assessing meso-scale structures in complex networks
- Random Spatial Network Models with Core-Periphery Structure
- Detection and localization of change points in temporal networks with the aid of stochastic block models
- Impact of natural disasters on consumer behavior: case of the 2017 El Nino phenomenon in Peru
- Hierarchical core-periphery structure in networks
- Network analysis of a corpus of undeciphered Indus civilization inscriptions indicates syntactic organization
- Detection of core-periphery structure in networks by 3-tuple motifs
- Scaling of critical connectivity of mobile ad hoc communication networks
- Modeling User Reputation in Online Social Networks: The Role of Costs, Benefits, and Reciprocity
- Course-Prerequisite Networks for Analyzing and Understanding Academic Curricula
- Scale-free networks with a large- to hypersmall-world transition
- Core-Periphery in Networks: An Axiomatic Approach
- Assortative and preferential attachment lead to core-periphery networks
- Convexity in complex networks
- Convex skeletons of complex networks
- Link Prediction in Networks with Core-Fringe Data
- Double phase transition of the Ising model in core-periphery networks
- Signatures of currency vertices
- Financial Contagion in a Generalized Stochastic Block Model
- Distributed Computing on Core-Periphery Networks: Axiom-based Design
- The Atlas for the Aspiring Network Scientist
- Imbalance of pairwise efficiency in urban street network
- Global decomposition of networks into multiple cores formed by local hubs
- Mathematical Modeling of Systemic Risk in Financial Networks: Managing Default Contagion and Fire Sales
- Modular co-evolution of metabolic networks
- Node Dominance: Revealing Community and Core-Periphery Structure in Social Networks
- Improving the accuracy of the k-shell method by removing redundant links-from a perspective of spreading dynamics
- Scale-Invariant Strength Assortativity of Streaming Butterflies
- On Rich Clubs of Path-Based Centralities in Networks