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Analyse de modularité dynamique×Analyse de modularité×
DomaineAnalyse de réseauxAnalyse de réseaux
FamilleMachine learningMachine learning
Année d'origine20102004
Auteur d'origineMucha, P. J.; Porter, M. A.; and colleaguesNewman, M. E. J. & Girvan, M.
TypeCommunity detection on temporal networksCommunity detection / graph partitioning
Source fondatriceMucha, 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 ↗
Aliasdynamic community structure analysis, temporal modularity optimization, evolving community detection, time-varying modularityQ-modularity, community structure detection, network modularity optimization, graph partitioning by modularity
Apparentées55
RésuméDynamic modularity analysis extends the classical modularity framework to networks that evolve over time, detecting communities across a sequence of network snapshots while penalizing unnecessary community changes between time steps. It identifies cohesive groups and tracks how they form, merge, split, or dissolve, giving researchers a principled view of structural change in longitudinal network data.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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  3. PUBLISHED

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ScholarGateComparer des méthodes: Dynamic Modularity Analysis · Modularity Analysis. Consulté le 2026-06-15 sur https://scholargate.app/fr/compare