Growing Scale-Free Networks with Small World Behavior
arXiv:cond-mat/0107607 · doi:10.1103/PhysRevE.65.057102
Abstract
In the context of growing networks, we introduce a simple dynamical model that unifies the generic features of real networks: scale-free distribution of degree and the small world effect. While the average shortest path length increases logartihmically as in random networks, the clustering coefficient assumes a large value independent of system size. We derive expressions for the clustering coefficient in two limiting cases: random (C ~ (ln N)^2 / N) and highly clustered (C = 5/6) scale-free networks.
4 pages, 4 figures
References in corpus (3)
Cited by in corpus (63)
- Evolution of networks
- Heterogeneity in oscillator networks: Are smaller worlds easier to synchronize?
- Evolutionary dynamics on any population structure
- Efficiency of Scale-Free Networks: Error and Attack Tolerance
- Epidemic threshold in structured scale-free networks
- Voter model dynamics in complex networks: Role of dimensionality, disorder and degree distribution
- Nonequilibrium transitions in complex networks: a model of social interaction
- Crossover from Scale-Free to Spatial Networks
- Scaling laws for the movement of people between locations in a large city
- Combining complex networks and data mining: why and how
- Exploring complex networks by walking on them
- Topology and Evolution of Technology Innovation Networks
- The effect of aging on network structure
- Structural transitions in scale-free networks
- Scale-Free Networks Generated By Random Walkers
- Rate equation approach for correlations in growing network models
- Mean-field theory for clustering coefficients in Barabasi-Albert networks
- Number of loops of size h in growing scale-free networks
- Topology and correlations in structured scale-free networks
- Shortest paths and load scaling in scale-free trees
- Complex earthquake networks: Hierarchical organization and assortative mixing
- Conjoining uncooperative societies facilitates evolution of cooperation
- Exact scaling properties of a hierarchical network model
- Analysis of scale-free networks based on a threshold graph with intrinsic vertex weights
- Percolation theory applied to measures of fragmentation in social networks
- The contact network of patients in a regional healthcare system
- Clustering properties of a generalised critical Euclidean network
- Effective dimensions and percolation in hierarchically structured scale-free networks
- Local-world evolving networks with tunable clustering
- Transition from fractal to non-fractal scalings in growing scale-free networks
- Universal Scaling Behavior of Clustering Coefficient Induced by Deactivation Mechanism
- Evolving Scale-Free Network Model with Tunable Clustering
- Topological fractal networks introduced by mixed degree distribution
- Nonlinear Barabási-Albert Network
- Tuning the average path length of complex networks and its influence to the emergent dynamics of the majority-rule model
- Highly Clustered Complex Networks in the Configuration Model: Random Regular Small-World Network
- Link-space formalism for network analysis
- Randomly Evolving Idiotypic Networks: Structural Properties and Architecture
- Clustering in large networks does not promote upstream reciprocity
- Tuning degree distributions of scale-free networks
- A new formulation of compartmental epidemic modelling for arbitrary distributions of incubation and removal times
- Scaling properties of scale-free networks in degree-thresholding renormalization flows
- Coarse-graining the dynamics of network evolution: the rise and fall of a networked society
- Characteristics of Preferentially Attached Network Grown from Small World
- Modeling nonuniversal citation distributions: the role of scientific journals
- Rank-dependent deactivation in network evolution
- Edge Union of Networks on the Same Vertex Set
- Fitness-driven deactivation in network evolution
- Dynamics of Helping Behavior and Networks in a Small World
- The Network of Mexican Cities
- Effectiveness of Alter Sampling in Social Networks
- Demographic and Structural Characteristics to Rationalize Link Formation in Online Social Networks
- Link-Space and Network Analysis
- A model for generating tunable clustering coefficients independent of the number of nodes in scale free and random networks
- A generative model for community types in directed networks
- Emergence of network communities driven by local rules
- Network connectivity optimization: An evaluation of heuristics applied to complex networks and a transportation case study
- A Simple Model of Scale-free Networks Driven by both Randomness and Adaptability
- The social graph based on real data
- Reinventing the Triangles: Rule of Thumb for Assessing Detectability
- Information Propagation Model in Hybrid Networks
- Stability as a natural selection mechanism on interacting networks
- Generating online social networks based on socio-demographic attributes