Enhancing core–periphery robustness of networks against link-based attacks with imprecise information

Core-Periphery structure, as a critical mesoscale structure, is commonly found in diverse real-world networks, in which nodes are endogenously categorized as core or peripheral nodes by the underlying interconnection patterns. It plays an important role in sustaining the intrinsic order and function...

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Veröffentlicht in:Chaos, solitons and fractals solitons and fractals, 2024-06, Vol.183, p.114932, Article 114932
Hauptverfasser: Yang, Bo, Zuo, Youcheng, Hu, Xiaoming, Cheng, Weizheng, Li, Nuohan, Liu, Qi
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Sprache:eng
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Zusammenfassung:Core-Periphery structure, as a critical mesoscale structure, is commonly found in diverse real-world networks, in which nodes are endogenously categorized as core or peripheral nodes by the underlying interconnection patterns. It plays an important role in sustaining the intrinsic order and functional behavior of networked systems. However, despite the study on inherent core–periphery vulnerabilities to node removals, little is known on the core–periphery robustness when networks are suffering from the attacks that happen on links between nodes, especially for the more practical situations where attackers have limited ability to obtain precise network information. In this paper, a novel index is proposed for measuring the capacity of the core–periphery structure to resist link-based attacks. By introducing an attack precision parameter, we establish a unified evaluation framework for link-based attacks with imprecise information, which divides attack behaviors into localized attacks and non-localized attacks, and treats the usual random attacks and targeted attacks as the two special situations of our non-localized case. Several enhancing algorithms guided by our index with local search strategy are exquisitely devised, and experimental results are provided to demonstrate the efficacy of our framework and algorithms that remarkably improve the core–periphery robustness against link-based attacks with imprecise information. •We propose a measure for core–periphery robustness against link-based attacks.•We establish a unified framework for the attacks with imprecise information.•We find distinct patterns revealed by the localized and non-localized attacks.•We show proper intensification between core and periphery facilitates robustness.•Our heuristic algorithms remarkably enhance the core–periphery link robustness.
ISSN:0960-0779
1873-2887
1873-2887
DOI:10.1016/j.chaos.2024.114932