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Modèle stochastique pondéré de blocs×Analyse des réseaux sociaux pondérés×
DomaineAnalyse de réseauxAnalyse de réseaux
FamilleMachine learningMachine learning
Année d'origine20142004–2010
Auteur d'origineAicher, C.; Jacobs, A. Z.; Clauset, A.Barrat, A.; Opsahl, T. et al.
TypeGenerative probabilistic modelNetwork analysis framework
Source fondatriceAicher, C., Jacobs, A. Z., & Clauset, A. (2014). Learning latent block structure in weighted networks. Journal of Complex Networks, 3(2), 221–248. DOI ↗Barrat, A., Barthélemy, M., Pastor-Satorras, R., & Vespignani, A. (2004). The architecture of complex weighted networks. Proceedings of the National Academy of Sciences, 101(11), 3747–3752. DOI ↗
AliasW-SBM, weighted SBM, weighted block model, weighted community detection via SBMWeighted SNA, valued network analysis, tie-strength network analysis, weighted graph analysis
Apparentées66
RésuméThe Weighted Stochastic Block Model (W-SBM) extends the classical stochastic block model to networks whose edges carry numerical weights. By positing that edge weights between node pairs arise from distributions that depend on the block memberships of those nodes, it simultaneously infers a partition of nodes into communities and a set of block-to-block weight parameters — recovering structure invisible to unweighted methods.Weighted Social Network Analysis extends classical SNA by assigning numeric values — weights — to ties between actors, capturing tie strength, interaction frequency, or resource flow. Rather than treating all connections as equal, it reveals who holds privileged positions by virtue of the intensity, not merely the existence, of their relationships.
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ScholarGateComparer des méthodes: Weighted Stochastic Block Model · Weighted Social Network Analysis. Consulté le 2026-06-18 sur https://scholargate.app/fr/compare