ACM SIGMOD Record · 2013 · 848 citations · 48 references
ComputingInformation SystemsData MiningPredictive AnalyticsRecommender SystemsEvent DetectionInformation DiffusionInformation SpreadKnowledge DiffusionSocial Network AnalysisSocial NetworksDiffusion On NetworksDiffusion Through Social NetworksInformation Diffusion AnalysisInformation Diffusion ModelsNetwork Diffusion ModelsOnline Social Interaction
Online social networks play a major role in the spread of information at very large scale. A lot of effort have been made in order to understand this phenomenon, ranging from popular topic detection to information diffusion modeling, including influential spreaders identification. In this article, we present a survey of representative methods dealing with these issues and propose a taxonomy that summarizes the state-of-the-art. The objective is to provide a comprehensive analysis and guide of existing efforts around information diffusion in social networks. This survey is intended to help researchers in quickly understanding existing works and possible improvements to bring.
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The Structure and Function of Complex Networks
Michael Newman · SIAM Review · 2003 · 18.7K citations · Full text
Thomas W. Valente · PubMed · 2003 · 13.9K citations
The PageRank Citation Ranking : Bringing Order to the Web
Lawrence M. Page, Sergey Brin, Rajeev Motwani et al. · 1999 · 12.7K citations