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Sampling Social GraphsUnderstanding Graph Sampling Algorithms for Social Network AnalysisBeing able to keep the graph scale small while capturing the properties of the original social graph, graph sampling provides an efï¬�cient, yet inexpensive solution for social network analysis. The challenge is how to create a small, but representative sample out of the massive social graph with millions or even billions of nodes. Several sampling algorithms have been proposed in previous studies, but there