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PerekondMachine learningMachine learning
Tekkeaasta20081977
LoojaLeicht, E. A. & Newman, M. E. J.; Rosvall, M. & Bergstrom, C. T.Freeman, L. C.
TüüpGraph partitioning / modularity optimizationCentrality measure (directed graph)
AlgallikasLeicht, E. A. & Newman, M. E. J. (2008). Community structure in directed networks. Physical Review Letters, 100(11), 118703. DOI ↗Freeman, L. C. (1977). A set of measures of centrality based on betweenness. Sociometry, 40(1), 35–41. DOI ↗
Rööpnimetuseddirected graph clustering, community detection in digraphs, directed modularity optimization, directed network partitioningdirected BC, digraph betweenness, asymmetric betweenness centrality, directed Freeman betweenness
Seotud65
KokkuvõteDirected community detection identifies densely interconnected groups of nodes in a directed network, accounting for the asymmetry of edges (e.g., A follows B does not imply B follows A). Adapting modularity or flow-based criteria to directed graphs reveals clusters that undirected methods systematically miss, making it essential for citation networks, follower graphs, and biological regulatory pathways.Directed Betweenness Centrality extends Freeman's classic betweenness measure to directed graphs, quantifying how often a node lies on the shortest directed paths between all other pairs of nodes. It identifies gatekeepers, brokers, and bottlenecks in asymmetric flows such as information cascades, citation networks, and organizational hierarchies.
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ScholarGateVõrdle meetodeid: Directed Community Detection · Directed Betweenness Centrality. Loetud 2026-06-17 aadressilt https://scholargate.app/et/compare