2010 · 250 citations · 31 references
EngineeringNetwork AnalysisSocial InfluenceCommunicationSocial NetworkJournalismText MiningSocial Influence AnalysisComputational Social ScienceSocial MediaData ScienceInformation PropagationStatisticsSocial Network AnalysisKnowledge DiscoverySocial Network AggregationIndirect InfluenceNetwork ScienceTopic ModelSocial ComputingInformation DiffusionArtsTopic-level InfluenceInfluence Model
Influence is a complex and subtle force that governs the dynamics of social networks as well as the behaviors of involved users. Understanding influence can benefit various applications such as viral marketing, recommendation, and information retrieval. However, most existing works on social influence analysis have focused on verifying the existence of social influence. Few works systematically investigate how to mine the strength of direct and indirect influence between nodes in heterogeneous networks.
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Mark Granovetter · American Journal of Sociology · 1973 · 37.8K citations
The PageRank Citation Ranking : Bringing Order to the Web
Lawrence M. Page, Sergey Brin, Rajeev Motwani et al. · 1999 · 12.6K citations
Mining the network value of customers
Pedro Domingos, Matt Richardson · 2001 · 2.8K citations