A general model for collaboration networks
arXiv:cond-mat/0502253 · doi:10.1142/S0129183107010437
Abstract
In this paper, we propose a general model for collaboration networks. Depending on a single free parameter "{\bf preferential exponent}", this model interpolates between networks with a scale-free and an exponential degree distribution. The degree distribution in the present networks can be roughly classified into four patterns, all of which are observed in empirical data. And this model exhibits small-world effect, which means the corresponding networks are of very short average distance and highly large clustering coefficient. More interesting, we find a peak distribution of act-size from empirical data which has not been emphasized before of some collaboration networks. Our model can produce the peak act-size distribution naturally that agrees with the empirical data well.
10 pages, 10 figures
References in corpus (33)
- Emergence of scaling in random networks
- Statistical mechanics of complex networks
- The structure and function of complex networks
- Power laws, Pareto distributions and Zipf's law
- The structure of scientific collaboration networks
- The diameter of the world wide web
- The large-scale organization of metabolic networks
- Random graphs with arbitrary degree distributions and their applications
- Evolution of networks
- Classes of behavior of small-world networks
- Hierarchical Organization in Complex Networks
- Dynamical and correlation properties of the Internet
- The Web of Human Sexual Contacts
- Connectivity of Growing Random Networks
- Organization of Growing Random Networks
- Stretched exponential distributions in Nature and Economy: ``Fat tails'' with characteristic scales
- Small-world properties of the Indian Railway network
- Software systems as complex networks: structure, function, and evolvability of software collaboration graphs
- Highly clustered scale-free networks
- Robust Patterns in Food Web Structure
- Maximal planar networks with large clustering coefficient and power-law degree distribution
- Self-organization of collaboration networks
- The Fractal Properties of Internet
- Citation Networks in High Energy Physics
- Scale-free Networks on Lattices
- Structure of a large social network
- A system of mobile agents to model social networks
- Small-world networks and the conformation space of a lattice polymer chain
- A Mutual Selection Model for Weighted Networks
- Integer Networks
- Network of Econophysicists: a weighted network to investigate the development of Econophysics
- Model of mobile agents for sexual interactions networks
- Power Law Distribution of Wealth in a Money-Based Model
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