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1 0.8 0.6 0.4 0.2 0 86 YouT ube LiveJ ournal Flickr Web 0 0.10.20.30.40.50.60.70.80.9 1 Fraction of Users (ordered by Out/Indegree) Figure 5.4 : Plot of the overlap between top x% of nodes ranked by outdegree and indegree. The high-indegree and high-outdegree nodes are often the same in social networks, but not in the Web. who create many links) in social networks also tend to be popular (i.e., they are the target of many links). Figure 5.4 shows the extent of the overlap between the top x% of nodes ranked by indegree and outdegree. 1 0.8 0.6 0.4 0.2 0 0.01 0.1 1 10 100 Flickr Web LiveJournal YouTube Orkut Outdegree to Indegree Ratio Figure 5.5 : CDF of outdegree to indegree ratio. Social networks show much stronger correlation between indegree and outdegree than the Web. Next, we compared the indegree and outdegree of individual nodes in the social CDF OverlapPDF Image | Online Social Networks: Measurement, Analysis, and Applications to Distributed Information Systems
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