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Analiza ważona dyfuzji sieciowej×Wykrywanie społeczności ważonych×
DziedzinaAnaliza sieciAnaliza sieci
RodzinaMachine learningMachine learning
Rok powstania20042004–2008
TwórcaBarrat, A.; Newman, M. E. J.Newman, M. E. J.; Blondel et al.
TypNetwork diffusion modelGraph clustering / community detection
Źródło pierwotneBarrat, A., Barthelemy, 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 ↗Blondel, 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 ↗
Inne nazwyWNDA, weighted diffusion process, edge-weighted spreading analysis, weighted information diffusionweighted graph clustering, community detection on weighted networks, weighted modularity optimization, WCD
Pokrewne66
PodsumowanieWeighted Network Diffusion Analysis models how information, influence, disease, or resources spread through a network whose edges carry quantitative strength values. By letting tie weights govern transition probabilities, the method produces more realistic spreading dynamics than binary-edge diffusion, revealing which high-traffic pathways dominate propagation in social, biological, and information networks.Weighted 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.
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ScholarGatePorównaj metody: Weighted Network Diffusion Analysis · Weighted Community Detection. Pobrano 2026-06-17 z https://scholargate.app/pl/compare