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Analýza difúze v multivrstevných sítích×Detekce komunit ve vícevrstvých sítích×
OborAnalýza sítíAnalýza sítí
RodinaMachine learningMachine learning
Rok vzniku2013–20142010–2014
TvůrceGomez, S. et al.; Boccaletti, S. et al.Mucha, P. J. et al.; Kivela, M. et al.
TypNetwork diffusion modelCommunity detection algorithm for multilayer networks
Původní zdrojGomez, S., Diaz-Guilera, A., Gomez-Gardenes, J., Perez-Vicente, C. J., Moreno, Y., & Arenas, A. (2013). Diffusion dynamics on multiplex networks. Physical Review Letters, 110(2), 028701. DOI ↗Kivela, M., Arenas, A., Barthelemy, M., Gleeson, J. P., Moreno, Y., & Porter, M. A. (2014). Multilayer networks. Journal of Complex Networks, 2(3), 203–271. DOI ↗
Další názvymultiplex diffusion analysis, multilayer spreading analysis, cross-layer contagion analysis, diffusion on multiplex networksmultilayer clustering, multiplex community detection, cross-layer community detection, MCD
Příbuzné65
ShrnutíMultilayer Network Diffusion Analysis models how information, disease, or influence spreads across a system composed of multiple, interconnected network layers. By coupling diffusion processes across layers — for instance social ties, transport routes, and online channels simultaneously — it reveals how cross-layer interactions accelerate or dampen spreading and lowers epidemic thresholds compared to single-layer models.Multilayer community detection identifies groups of nodes that are densely connected across multiple types of relationships simultaneously. By coupling layers of a network — such as friendship, advice, and collaboration ties — it finds communities that are coherent not just within one relation type but across all of them, revealing structure that single-layer analysis would miss.
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ScholarGatePorovnat metody: Multilayer Network Diffusion Analysis · Multilayer Community Detection. Získáno 2026-06-15 z https://scholargate.app/cs/compare