Log-Networks
arXiv:cond-mat/0410379 · doi:10.1103/PhysRevE.71.036118
Abstract
We introduce a growing network model in which a new node attaches to a randomly-selected node, as well as to all ancestors of the target node. This mechanism produces a sparse, ultra-small network where the average node degree grows logarithmically with network size while the network diameter equals 2. We determine basic geometrical network properties, such as the size dependence of the number of links and the in- and out-degree distributions. We also compare our predictions with real networks where the node degree also grows slowly with time -- the Internet and the citation network of all Physical Review papers.
7 pages, 6 figures, 2-column revtex4 format. Version 2: minor changes in response to referee comments and to another proofreading; final version for PRE
References in corpus (10)
- Emergence of scaling in random networks
- Statistical mechanics of complex networks
- The structure and function of complex networks
- Who is the best connected scientist? A study of scientific coauthorship networks
- Organization of Growing Random Networks
- Self-organization of collaboration networks
- Finiteness and Fluctuations in Growing Networks
- Statistics of Lead Changes in Popularity-Driven Systems
- Life, Death and Preferential Attachment
- Accelerated growth in outgoing links in evolving networks: deterministic vs. stochastic picture
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