Skeleton and fractal scaling in complex networks
arXiv:cond-mat/0508332 · doi:10.1103/PhysRevLett.96.018701
Abstract
We find that the fractal scaling in a class of scale-free networks originates from the underlying tree structure called skeleton, a special type of spanning tree based on the edge betweenness centrality. The fractal skeleton has the property of the critical branching tree. The original fractal networks are viewed as a fractal skeleton dressed with local shortcuts. An in-silico model with both the fractal scaling and the scale-invariance properties is also constructed. The framework of fractal networks is useful in understanding the utility and the redundancy in networked systems.
4 pages, 2 figures, final version published in PRL
References in corpus (16)
- Emergence of scaling in random networks
- Community structure in social and biological networks
- The diameter of the world wide web
- Hierarchical organization of modularity in metabolic networks
- The large-scale organization of metabolic networks
- Self-similarity of complex networks
- Universal Behavior of Load Distribution in Scale-free Networks
- Global organization of metabolic fluxes in the bacterium, Escherichia coli
- Sandpile on Scale-Free Networks
- Optimal Paths in Disordered Complex Networks
- A Geometric Fractal Growth Model for Scale Free Networks
- Statistical ensemble of scale-free random graphs
- Scale-free trees: the skeletons of complex networks
- Self-similar Scale-free Networks and Disassortativity
- Geographical Coarsegraining of Complex Networks
- Tree Networks with Causal Structure
Cited by in corpus (80)
- Critical phenomena in complex networks
- From time series to complex networks: the visibility graph
- A small-world of weak ties provides optimal global integration of self-similar modules in functional brain networks
- Self-similarity of complex networks and hidden metric spaces
- Network Geometry
- Small world-Fractal Transition in Complex Networks: Renormalization Group Approach
- Statistical properties of visibility graph of energy dissipation rates in three-dimensional fully developed turbulence
- Fractality in complex networks: critical and supercritical skeletons
- Spectral coarse-graining of complex networks
- Multiscale unfolding of real networks by geometric renormalization
- Information fractal dimension of mass function
- Self-similar scaling of density in complex real-world networks
- A box-covering algorithm for fractal scaling in scale-free networks
- Betweenness Centrality of Fractal and Non-Fractal Scale-Free Model Networks and Tests on Real Networks
- Self-similarity, small-world, scale-free scaling, disassortativity, and robustness in hierarchical lattices
- Complex networks renormalization: flows and fixed points
- Horizontal visibility graphs transformed from fractional Brownian motions: Topological properties versus Hurst index
- Laplacian Renormalization Group for heterogeneous networks
- Exploring self-similarity of complex cellular networks: The edge-covering method with simulated annealing and log-periodic sampling
- Spectral dimensions of hierarchical scale-free networks with shortcuts
- Complete trails of co-authorship network evolution
- Multifractality of complex networks
- The evolutionary dynamics of protein-protein interaction networks inferred from the reconstruction of ancient networks
- Fractal Boundaries of Complex Networks
- Networking - A Statistical Physics Perspective
- Do Small Worlds Synchronize Fastest?
- Network Quotients: Structural Skeletons of Complex Systems
- Counting spanning trees in a small-world Farey graph
- Complex systems approach to natural language
- Effective epidemic containment strategy in hypergraphs
- Topological properties and fractal analysis of recurrence network constructed from fractional Brownian motions
- Counting spanning trees in self-similar networks by evaluating determinants
- Fractal and complex network analyses of protein molecular dynamics
- Speed of complex network synchronization
- Fractal and multifractal analysis of complex networks: Estonian network of payments
- Fractal Analysis on Human Behaviors Dynamics
- Anomalous behavior of trapping on a fractal scale-free network
- Statistical significance of rich-club phenomena in complex networks
- Renormalization flows in complex networks
- Scaling theory of fractal complex networks
- Optimal high-level descriptions of dynamical systems
- Statistically consistent coarse-grained simulations for critical phenomena in complex networks
- Tracing the Evolution of Physics on the Backbone of Citation Networks
- Link-disorder fluctuation effects on synchronization in random networks
- Self-affine Fractals Embedded in Spectra of Complex Networks
- A greedy-navigator approach to navigable city plans
- Topological fractal networks introduced by mixed degree distribution
- Irreversible Aggregation and Network Renormalization
- Structure of percolating clusters in random clustered networks
- Metabolic networks are almost nonfractal: A comprehensive evaluation
- Network Renormalization
- Multifractality in random networks with power-law decaying bond strengths
- Multiscale network renormalization: scale-invariance without geometry
- Spectral coarse graining for random walk in bipartite networks
- Nested Subgraphs of Complex Networks
- Finite-size scaling of geometric renormalization flows in complex networks
- Random Sequential Renormalization and Agglomerative Percolation in Networks: Application to Erd"os-R'enyi and Scale-free Graphs
- Dismantling Efficiency and Network Fractality
- Predictability of diffusion-based recommender systems
- Emergence of Long-Range Correlations in Random Networks
- Topological estimation of the latent geometry of a complex network
- Segregation in the annihilation of two-species reaction-diffusion processes on fractal scale-free networks
- Strange Attractors in Complex Networks
- Output-input coupling in thermally fluctuating biomolecular machines
- Scale-free random branching tree in supercritical phase
- Diversity and critical behavior in prisoner's dilemma game
- Bifractality of fractal scale-free networks
- Coarse-grained Monte Carlo simulations of the phase transition of Potts model on weighted networks
- Inhomogeneous substructures hidden in random networks
- Disassortativity of random critical branching trees
- Not Call Me Cellular Any More: The Emergence of Scaling Law, Fractal Patterns and Small-World in Wireless Networks
- Optimal box-covering algorithm for fractal dimension of complex networks
- Model-based reconstruction of real-world fractal complex networks
- Latent geometry emerging from network-driven processes
- A Fractal and Scale-free Model of Complex Networks with Hub Attraction Behaviors
- A hybrid multiscale coarse-grained method for dynamics on complex networks
- From Spatial to Spectral: Network Renormalization via Dynamical Correlations
- The conundrum of functional brain networks: small-world efficiency or fractal modularity
- Universal scaling hypothesis of quantum spatial search in complex networks
- Scaling Concepts in Graph Thoery: Self-Avoiding Walk on Fractal Complex Networks