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多層ネットワーク拡散分析×多層ソーシャルネットワーク分析×
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2013–20142014
提唱者Gomez, S. et al.; Boccaletti, S. et al.Kivela, M.; Boccaletti, S. et al.
種類Network diffusion modelStructural network analysis framework
原典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 ↗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 ↗
別名multiplex diffusion analysis, multilayer spreading analysis, cross-layer contagion analysis, diffusion on multiplex networksMSNA, multiplex network analysis, multilayer network analysis, interconnected network analysis
関連66
概要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.Multilayer social network analysis extends classical single-layer network methods to settings where actors are connected through multiple, distinct types of ties — such as friendship, professional collaboration, and online interaction — simultaneously. By modeling each type of relationship as a separate layer and explicitly representing connections across layers, it captures structural complexity that a single aggregated network would hide.
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ScholarGate手法を比較: Multilayer Network Diffusion Analysis · Multilayer Social Network Analysis. 2026-06-15に以下より取得 https://scholargate.app/ja/compare