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网络韧性与脆弱性分析×多层网络分析×
领域网络分析网络分析
方法族Process / pipelineProcess / pipeline
起源年份20002013–2014 (formal mathematical framework)
提出者Albert, Jeong & BarabásiKivelä et al. (2014); De Domenico et al. (2013)
类型Network robustness / vulnerability frameworkGraph-theoretic network model
开创性文献Albert, R., Jeong, H. & Barabási, A.L. (2000). Error and attack tolerance of complex networks. Nature, 406, 378–382. DOI ↗Kivelä, M. et al. (2014). Multilayer Networks. Journal of Complex Networks, 2(3), 203–271. DOI ↗
别名network vulnerability analysis, attack tolerance analysis, Ağ Dayanıklılığı ve Güvenlik Açığı Analizimultiplex network analysis, multiplex networks, Çok Katmanlı Ağ Analizi (Multiplex Networks)
相关56
摘要Network resilience and vulnerability analysis is an analytical framework, formalised by Albert, Jeong, and Barabási (2000), that measures how a network degrades functionally as nodes or edges are progressively removed. By running targeted-attack simulations — removing the highest-centrality nodes first — and random-failure simulations — removing nodes at uniform probability — the framework identifies which structural elements are critical to network integrity and where infrastructure is most exposed.Multilayer network analysis is a graph-theoretic framework, formalised by Kivelä et al. (2014) and De Domenico et al. (2013), that represents the same set of nodes simultaneously across multiple relationship layers. Where a single-layer network collapses all relationships into one graph, the multilayer model preserves the distinct relational context of each layer — social platform, biological interaction type, or infrastructure tier — while also modelling how layers couple with each other through interlayer edges.
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ScholarGate方法对比: Network Resilience Analysis · Multilayer Network Analysis. 于 2026-06-17 检索自 https://scholargate.app/zh/compare