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describe each part in detail. 1.1 Background, related work, and methodology This thesis begins with a brief history of online social networks, a discussion of re- search related to this thesis, and a description of our data collection methodology. In Chapter 2, we provide background on online social networks and motivate this thesis. We describe the rapid rise in popularity of these networks and catalog the various mechanisms that today’s online social networks provide for information sharing. In Chapter 3 we detail related work from computer science, sociology, graph theory, and theoretical physics. We describe previous approaches to studying the structure of so- cial networks, the various data sets that have been collected so far, and applications that been built on top of social networks. In Chapter 4 we describe the data sets we have collected for study. We obtained data from six different online social networks covering over 50 million users connected together by over 400 million links. We describe the procedures used to collect these data sets and discuss ways in which our collection methodology limits our analysis. We also describe which of the data sets we have made publicly available and provide instructions for accessing them. 4PDF Image | Online Social Networks: Measurement, Analysis, and Applications to Distributed Information Systems
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