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Centralitatea dinamică bazată pe vectori proprii×Centralitatea vectorului propriu×
DomeniuAnaliza rețelelorAnaliza rețelelor
FamilieMachine learningMachine learning
Anul apariției2010s1972
Autorul originalLerman, K.; Ghosh, R.; Kang, J. H.Bonacich, P.
TipCentrality measure for time-evolving networksCentrality measure
Sursa seminalăLerman, 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 ↗Bonacich, P. (1972). Factoring and weighting approaches to status scores and clique identification. Journal of Mathematical Sociology, 2(1), 113–120. DOI ↗
Denumiri alternativetemporal eigenvector centrality, time-varying eigenvector centrality, dynamic EC, evolving eigenvector centralityeigenvector centrality, EC, Bonacich centrality, power centrality
Înrudite46
RezumatDynamic 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.Eigenvector centrality, introduced by Bonacich in 1972, measures a node's influence by considering not just how many neighbors it has, but how influential those neighbors are. A node scores highly if it is connected to other high-scoring nodes, making it a recursive, globally-aware measure of structural importance in a network.
ScholarGateSet de date
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  2. 2 Surse
  3. PUBLISHED
  1. v1
  2. 2 Surse
  3. PUBLISHED

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ScholarGateCompară metode: Dynamic Eigenvector Centrality · Eigenvector Centrality. Preluat la 2026-06-15 de pe https://scholargate.app/ro/compare