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有向多重ネットワーク分析×多層ネットワーク拡散分析×
分野ネットワーク分析ネットワーク分析
系統Machine learningMachine learning
提唱年2013–20142013–2014
提唱者Kivela, M.; De Domenico, M. et al.Gomez, S. et al.; Boccaletti, S. et al.
種類Multi-layer directed graph frameworkNetwork diffusion model
原典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 ↗Gomez, 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 ↗
別名directed multilayer network analysis, directed multiplex graphs, asymmetric multiplex network analysis, DMNAmultiplex diffusion analysis, multilayer spreading analysis, cross-layer contagion analysis, diffusion on multiplex networks
関連66
概要Directed multiplex network analysis models systems where the same set of nodes are connected by multiple types of directed (asymmetric) relationships across distinct layers — such as citation flows, information cascades, or authority hierarchies co-existing simultaneously. It extends multiplex network analysis by preserving both layer identity and edge directionality, enabling richer structural and dynamic insights.Multilayer 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.
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ScholarGate手法を比較: Directed Multiplex Network Analysis · Multilayer Network Diffusion Analysis. 2026-06-15に以下より取得 https://scholargate.app/ja/compare