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Dynamisk egenvektorcentralitet×Temporal Community Detection×
FagområdeNetværksanalyseNetværksanalyse
FamilieMachine learningMachine learning
Oprindelsesår2010s2010
OphavspersonLerman, K.; Ghosh, R.; Kang, J. H.Mucha, P. J. et al.
TypeCentrality measure for time-evolving networksNetwork clustering algorithm
Oprindelig kildeLerman, K., Ghosh, R., & Kang, J. H. (2010). Centrality metric for dynamic networks. Proceedings of the 8th Workshop on Mining and Learning with Graphs (MLG '10). ACM. link ↗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 ↗
Aliassertemporal eigenvector centrality, time-varying eigenvector centrality, dynamic EC, evolving eigenvector centralitydynamic community detection, time-varying community detection, evolutionary community detection, longitudinal community detection
Relaterede46
ResuméDynamic eigenvector centrality extends the classic eigenvector centrality measure to networks that change over time. Rather than computing a single leading eigenvector on a static adjacency matrix, it tracks how a node's influence — defined by the importance of its neighbours — evolves across snapshots or time windows. The method is used in social network analysis, epidemiology, and information diffusion studies where network topology shifts continuously.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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ScholarGateSammenlign metoder: Dynamic Eigenvector Centrality · Temporal Community Detection. Hentet 2026-06-15 fra https://scholargate.app/da/compare