网络系统渗滤的消息传递方法:微型综述

IF 1.8 4区 物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY
EPL Pub Date : 2024-07-14 DOI:10.1209/0295-5075/ad5971
Cheng Qian, Dan-Dan Zhao, Ming Zhong, Bo Zhang, Hao Peng and Wei Wang
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引用次数: 0

摘要

网络渗滤是网络科学的核心课题之一,特别是在理解和优化现实世界网络的鲁棒性方面。作为一种强大的工具,与均值场方法相比,消息传递方法在描述网络渗滤方面具有独特的优势。这种方法通过在网络节点之间传输和更新信息,模拟网络受损时的行为反应,从而准确评估网络的鲁棒性。本文回顾了近年来信息传递法在简单网络、多层网络和高阶网络中的网络渗滤研究进展,并讨论了这种方法在其他研究领域的应用。最后,我们围绕这种方法讨论了未来的研究方向。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Message-passing approach for percolation on the networked system: A mini-review
Network percolation is one of the core topics in network science, especially in understanding and optimizing the robustness of real-world networks. As a powerful tool, the message-passing approach shows unique advantages in characterizing network percolation compared with the mean-field approach. This approach simulates the behavioural response when the network is damaged by transmitting and updating messages between network nodes, thereby accurately assessing the robustness of the network. This paper reviews the progress of message-passing approaches in network percolation on simple networks, multilayer networks and higher-order networks in recent years and discusses the application of this approach in other research fields. Finally, we discuss future research directions around this approach.
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来源期刊
EPL
EPL 物理-物理:综合
CiteScore
3.30
自引率
5.60%
发文量
332
审稿时长
1.9 months
期刊介绍: General physics – physics of elementary particles and fields – nuclear physics – atomic, molecular and optical physics – classical areas of phenomenology – physics of gases, plasmas and electrical discharges – condensed matter – cross-disciplinary physics and related areas of science and technology. Letters submitted to EPL should contain new results, ideas, concepts, experimental methods, theoretical treatments, including those with application potential and be of broad interest and importance to one or several sections of the physics community. The presentation should satisfy the specialist, yet remain understandable to the researchers in other fields through a suitable, clearly written introduction and conclusion (if appropriate). EPL also publishes Comments on Letters previously published in the Journal.
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