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SIAM Rev. 45, pp. 167-256 (90 pages)

The Structure and Function of Complex Networks

M. E. J. Newman

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Inspired by empirical studies of networked systems such as the Internet, social networks, and biological networks, researchers have in recent years developed a variety of techniques and models to help us understand or predict the behavior of these systems. Here we review developments in this field, including such concepts as the small-world effect, degree distributions, clustering, network correlations, random graph models, models of network growth and preferential attachment, and dynamical processes taking place on networks.

© 2003 Society for Industrial and Applied Mathematics

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0036-1445 (print)  
1095-7200 (online)

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