2011 · 215 citations · 29 references
ComputingData ScienceData MiningSocial Media AnalyticsWeb AnalyticsGraph AnalyticsGraph MiningGraph TheoryNetwork CentralitySocial Network AnalysisSocial NetworksCentralityCentrality MeasuresDegree DistributionGraph Centrality AnalysisNetwork GraphsNode Degree DistributionSocial Graph AnalysisSocial Network Centrality
We describe our work in the collection and analysis of massive data describing the connections between participants to online social networks. Alternative approaches to social network data collection are defined and evaluated in practice, against the popular Facebook Web site. Thanks to our ad-hoc, privacy-compliant crawlers, two large samples, comprising millions of connections, have been collected; the data is anonymous and organized as an undirected graph. We describe a set of tools that we developed to analyze specific properties of such social-network graphs, i.e., among others, degree distribution, centrality measures, scaling laws and distribution of friendship.
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Statistical mechanics of complex networks
Réka Albert, Albert-Ĺaszló Barabási · Reviews of Modern Physics · 2002 · 20.6K citations · Full text
Diameter of the World-Wide Web
Réka Albert, Hawoong Jeong, Albert-Ĺaszló Barabási · Nature · 1999 · 4.3K citations · Full text
Measurement and analysis of online social networks
Alan Mislove, Massimiliano Marcon, Krishna P. Gummadi et al. · 2007 · 3.1K citations