Community detection from fuzzy and higher-order perspectives

IF 1.8 4区物理与天体物理 Q2 PHYSICS, MULTIDISCIPLINARY

EPL Pub Date : 2023-09-27 DOI:10.1209/0295-5075/acfdc9

Jing Xiao, Xiao-Ke Xu

引用次数: 0

Abstract

Abstract Our ability to observe the mesoscale topology of complex networks through community detection has significantly advanced in the past decades. This progress has opened up new frontiers in discovering more sophisticated and meaningful community structures that possess fuzzy and higher-order characteristics. This review provides an overview of two emerging research directions, which are fuzzy and higher-order community detection. It includes related concepts and practical scenarios, mathematical descriptions and latest advancements, as well as current challenges and future directions. Therefore, it will facilitate researchers in swiftly grasping the two emerging fields, offering valuable insights for future development of community detection studies.

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基于模糊和高阶视角的社区检测

在过去的几十年里，我们通过社区检测来观察复杂网络的中尺度拓扑的能力有了显著的进步。这一进展为发现具有模糊和高阶特征的更复杂和有意义的社区结构开辟了新的领域。本文综述了模糊社区检测和高阶社区检测这两个新兴的研究方向。它包括相关的概念和实际场景，数学描述和最新进展，以及当前的挑战和未来的方向。因此，它将有助于研究人员迅速掌握这两个新兴领域，为未来社区检测研究的发展提供有价值的见解。

本文章由计算机程序翻译，如有差异，请以英文原文为准。

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来源期刊

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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