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Scientific collaboration networks. II. Shortest paths, weighted networks, and centrality

M. E. J. Newman

Abstract

Using computer databases of scientific papers in physics, biomedical research, and computer science, we have constructed networks of collaboration between scientists in each of these disciplines. In these networks two scientists are considered connected if they have coauthored one or more papers together. Here we study a variety of nonlocal statistics for these networks, such as typical distances between scientists through the network, and measures of centrality such as closeness and betweenness. We further argue that simple networks such as these cannot capture variation in the strength of collaborative ties and propose a measure of collaboration strength based on the number of papers coauthored by pairs of scientists, and the number of other scientists with whom they coauthored those papers.

Complex Network Analysis TechniquesBioinformatics and Genomic NetworksPeer-to-Peer Network TechnologiesBetweenness centralityCentralityClosenessNetwork scienceComputer scienceVariety (cybernetics)Data scienceMeasure (data warehouse)Theoretical computer scienceComplex network
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References
Search in power-law networks
Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics · 2001 · 1,209 citations
Clustering and preferential attachment in growing networks
Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics · 2001 · 2,070 citations
Scale-free topology of e-mail networks
Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics · 2002 · 939 citations
Network Flows: Theory, Algorithms, and Applications.
Journal of the Operational Research Society · 1994 · 8,138 citations
Email networks and the spread of computer viruses
Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics · 2002 · 798 citations
Organization of growing random networks
Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics · 2001 · 875 citations
Emergence of Scaling in Random Networks
Science · 1999 · 35,882 citations
Social Network Analysis: A Handbook.
Contemporary Sociology A Journal of Reviews · 1993 · 6,046 citations
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