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TieteenalaVerkostoanalyysiVerkostoanalyysi
MenetelmäperheMachine learningMachine learning
Syntyvuosi2010 (key formalization); earlier work 2002–20092010
KehittäjäMucha, P. J. et al. (key formalization); earlier work by Girvan & Newman (2002)Mucha, P. J. et al.
TyyppiGraph clustering / community discoveryNetwork clustering algorithm
AlkuperäislähdeMucha, 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 ↗Mucha, 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 ↗
RinnakkaisnimetDCD, temporal community detection, evolving community detection, dynamic graph clusteringdynamic community detection, time-varying community detection, evolutionary community detection, longitudinal community detection
Liittyvät56
TiivistelmäDynamic 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.Temporal community detection identifies cohesive groups (communities) in networks whose structure changes over time. By treating each time snapshot as a network layer and coupling consecutive layers, it reveals how communities form, merge, split, grow, or dissolve — turning a sequence of static snapshots into a continuous narrative of group evolution.
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ScholarGateVertaile menetelmiä: Dynamic Community Detection · Temporal Community Detection. Haettu 2026-06-18 osoitteesta https://scholargate.app/fi/compare