The study of network robustness is a critical tool in the characterization and sense making of complex interconnected systems such as infrastructure, communication and social networks. While significant research has been conducted in all of these areas, gaps in the surveying literature still exist. Answers to key questions are currently scattered across multiple scientific fields and numerous papers. In this survey, we distill key findings across numerous domains and provide researchers crucial access to important information by--(1) summarizing and comparing recent and classical graph robustness measures; (2) exploring which robustness measures are most applicable to different categories of networks (e.g., social, infrastructure; (3) reviewing common network attack strategies, and summarizing which attacks are most effective across different network topologies; and (4) extensive discussion on selecting defense techniques to mitigate attacks across a variety of networks. This survey guides researchers and practitioners in navigating the expansive field of network robustness, while summarizing answers to key questions. We conclude by highlighting current research directions and open problems.
翻译:网络稳健性研究是基础设施、通信和社交网络等复杂相互关联的系统定性和感知形成的关键工具,虽然在所有这些领域都进行了大量研究,但调查文献中仍存在差距。目前对关键问题的答案分散于多个科学领域和众多论文。在这次调查中,我们通过(1) 总结和比较最新和古典图表稳健性措施,将许多领域的关键发现汇总起来,使研究人员能够关键地获取重要信息;(2) 探索哪些稳健性措施最适用于不同类别的网络(如社会、基础设施);(3) 审查共同的网络袭击战略,并总结不同网络地形中哪些袭击最为有效;(4) 广泛讨论选择防御技术,以减缓各种网络的攻击。这项调查指导研究人员和从业人员在总结关键问题的答案的同时,浏览网络稳健性扩展领域。我们最后强调当前的研究方向和开放问题。