Chain motifs: The tails and handles of complex networks
arXiv:0706.2365 · doi:10.1103/PhysRevE.77.026106
Abstract
Great part of the interest in complex networks has been motivated by the presence of structured, frequently non-uniform, connectivity. Because diverse connectivity patterns tend to result in distinct network dynamics, and also because they provide the means to identify and classify several types of complex networks, it becomes important to obtain meaningful measurements of the local network topology. In addition to traditional features such as the node degree, clustering coefficient and shortest path, motifs have been introduced in the literature in order to provide complementary description of the networks connectivity. The current work proposes a new type of motifs, namely chains of nodes, namely sequences of connected nodes with degree two. These chains have been subdivided into cords, tails, rings and handles, depending on the type of their extremities (e.g. open or connected). A theoretical analysis of the density of such motifs in random and scale free networks is described, and an algorithm for identifying those motifs in general networks is presented. The potential of considering chains for network characterization has been illustrated with respect to five categories of real-world networks including 16 cases. Several interesting findings were obtained, including the fact that several chains were observed in the real-world networks, especially the WWW, books, and power-grid. The possibility of chains resulting from incompletely sampled networks is also investigated.
arXiv comment13 pages, 8 figures. A working manuscript, comments welcomed
References in corpus (16)
- Emergence of scaling in random networks
- The structure and function of complex networks
- Finding and evaluating community structure in networks
- Lethality and centrality in protein networks
- The diameter of the world wide web
- Who is the best connected scientist? A study of scientific coauthorship networks
- Characterization of complex networks: A survey of measurements
- Why social networks are different from other types of networks
- Spatial Growth of Real-world Networks
- Strong correlations between text quality and complex networks features
- Exploring Complex Networks through Random Walks
- Hierarchical characterization of complex networks
- Edge vulnerability in neural and metabolic networks
- Synchronization Properties of Network Motifs
- A Generalized Approach to Complex Networks
- Voronoi and Fractal Complex Networks and Their Characterization
Cited by in corpus (9)
- Analyzing and Modeling Real-World Phenomena with Complex Networks: A Survey of Applications
- Spectral and Dynamical Properties in Classes of Sparse Networks with Mesoscopic Inhomogeneities
- The Web of Connections between Tourism Companies in Elba: Structure and Dynamics
- How Many Nodes are Effectively Accessed in Complex Networks?
- Biased diffusion on Japanese inter-firm trading network: Estimation of sales from network structure
- Jamming and Correlation Patterns in Traffic of Information on Sparse Modular Networks
- Flow Motifs Reveal Limitations of the Static Framework to Represent Human interactions
- Evaluating links through spectral decomposition
- Complex Networks of Functions