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Graph Vulnerability and Robustness: A Survey
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DOI：10.1109/TKDE.2022.3163672.png)
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Abstract
En 中文
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 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.
Keywords:
Robustness
Conferences
Network topology
Power measurement
Data mining
Physics
Substations
Graphs
robustness
vulnerability
networks
attacks
defense
Journal
IF:
10.4
Papers:
6.8K
Citations:
3.2W