2010 · 197 citations · 14 references
Social SciencesSociologyComputer NetworksData AnalyticsSocial InfluenceInformation Flow In NetworksNetwork AnalysisNetwork CentralityNetwork TheorySocial Network AnalysisSocial NetworksCentralityCentrality MeasuresCentrality-based Network AnalysisInformation CentralityMediatorsSocial Network CentralityTemporal Data AnalysisTemporal Network Dynamics
The study of influential members of human networks is an important research question in social network analysis. However, the current state-of-the-art is based on static or aggregated representation of the network topology. We argue that dynamically evolving network topologies are inherent in many systems, including real online social and technological networks: fortunately the nature of these systems is such that they allow the gathering of large quantities of finegrained temporal data on interactions amongst the network members.
14
Complex networks: Structure and dynamics
Stefano Boccaletti, Vito Latora, Yamir Moreno et al. · Physics Reports · 2006 · 11K citations
Maximizing the spread of influence through a social network
David Kempe, Jon Kleinberg, Éva Tardos · 2003 · 7.3K citations
A NEW MEASURE OF RANK CORRELATION
M. G. Kendall · Biometrika · 1938 · 5.8K citations
A measure of betweenness centrality based on random walks
M. E. J. Newman · Social Networks · 2005 · 2.5K citations
Bursty and hierarchical structure in streams
Jon Kleinberg · 2002 · 1.1K citations