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Dinamiskā kopienu noteikšana×Modulāritātes analīze×
NozareTīklu analīzeTīklu analīze
SaimeMachine learningMachine learning
Izcelsmes gads2010 (key formalization); earlier work 2002–20092004
AutorsMucha, P. J. et al. (key formalization); earlier work by Girvan & Newman (2002)Newman, M. E. J. & Girvan, M.
TipsGraph clustering / community discoveryCommunity detection / graph partitioning
PirmavotsMucha, P. J., Richardson, T., Macon, K., Porter, M. A., & Onnela, J.-P. (2010). Community structure in time-dependent, multiscale, and multiplex networks. Science, 328(5980), 876–878. DOI ↗Newman, M. E. J., & Girvan, M. (2004). Finding and evaluating community structure in networks. Physical Review E, 69(2), 026113. DOI ↗
Citi nosaukumiDCD, temporal community detection, evolving community detection, dynamic graph clusteringQ-modularity, community structure detection, network modularity optimization, graph partitioning by modularity
Saistītās55
KopsavilkumsDynamic community detection identifies groups of densely connected nodes in networks that evolve over time, tracking how communities form, merge, split, and dissolve across temporal snapshots. Developed to extend static modularity optimization to time-varying structures, it is widely used in social, biological, and communication network research.Modularity analysis is a network science method, formalized by Newman and Girvan in 2004, that detects community structure in graphs by measuring whether edges are more concentrated within groups than expected by chance. Its scalar quality index Q guides algorithms that partition nodes into cohesive clusters, making it the most widely adopted framework for community detection in social, biological, and technological networks.
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ScholarGateSalīdzināt metodes: Dynamic Community Detection · Modularity Analysis. Izgūts 2026-06-15 no https://scholargate.app/lv/compare