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Detekce komunit ve vážených sítích×Analýza vážených sociálních sítí×
OborAnalýza sítíAnalýza sítí
RodinaMachine learningMachine learning
Rok vzniku2004–20082004–2010
TvůrceNewman, M. E. J.; Blondel et al.Barrat, A.; Opsahl, T. et al.
TypGraph clustering / community detectionNetwork analysis framework
Původní zdrojBlondel, V. D., Guillaume, J.-L., Lambiotte, R., & Lefebvre, E. (2008). Fast unfolding of communities in large networks. Journal of Statistical Mechanics: Theory and Experiment, 2008(10), P10008. 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 ↗
Další názvyweighted graph clustering, community detection on weighted networks, weighted modularity optimization, WCDWeighted SNA, valued network analysis, tie-strength network analysis, weighted graph analysis
Příbuzné66
ShrnutíWeighted community detection identifies densely connected groups — communities — in networks where edges carry numeric strengths (weights). By incorporating edge weights into the modularity function, it reveals structure that binary adjacency alone would miss: two nodes connected by a strong tie are treated as more similar than two nodes linked by a weak one. The Louvain algorithm is the dominant practical implementation.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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ScholarGatePorovnat metody: Weighted Community Detection · Weighted Social Network Analysis. Získáno 2026-06-18 z https://scholargate.app/cs/compare