, CSCI 5352 Lecture 5 Prof . Aaron Clauset 2017 1 Large - scale structure in networks

نویسنده

  • Aaron Clauset
چکیده

Simple network-level measures can tell us a great deal about the shape of a network, e.g., the mean degree, the degree distribution, local or global clustering coefficients, edge reciprocity, mean geodesic distance or diameter, etc. However, these simple measures are not sensitive to how the structural pattern they measure might vary non-uniformly across the network. For example, reciprocity tell us the average number of bidirectional links in a directed network; the clustering coefficient gives the average number of closed connected triples attached to a vertex; etc. But, their specific values serve mainly to summarize the full distribution of structure across a network (this behavior is implicit in any average).

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تاریخ انتشار 2017