Identifying influential nodes in complex networks [PDF]
Physica A: Statistical Mechanics and its Applications, 2012 Identifying influential nodes that lead to faster and wider spreading in complex networks is of theoretical and practical significance. The degree centrality method is very simple but of little relevance. Global metrics such as betweenness centrality and closeness centrality can better identify influential nodes, but are incapable to be applied in ...
Lü, Linyuan +3 more
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Measurement of influential nodes in networks based on community structure information entropy [PDF]
Scientific ReportsIdentifying influential nodes in complex networks is critical for regulating information dissemination and mitigating disasters induced by misinformation, yet current methods for detecting such nodes typically rely exclusively on local topological ...
Xiaohua Wang, Qing Yang, Yutao Zhu
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Isolating Coefficient-Based Framework to Recognize Influential Nodes in Complex Networks
IEEE AccessIdentifying influential nodes within complex networks holds significant importance for enhancing network resilience and understanding vulnerabilities, thereby providing insights for both theoretical exploration and practical applications.
Buran Basha Mohammad +3 more
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Identifying Influential Nodes in Complex Networks Based on Multiple Local Attributes and Information Entropy. [PDF]
Entropy (Basel), 2022 Zhang J, Zhang Q, Wu L, Zhang J.
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A bio-inspired methodology of identifying influential nodes in complex networks. [PDF]
PLoS ONE, 2013 How to identify influential nodes is a key issue in complex networks. The degree centrality is simple, but is incapable to reflect the global characteristics of networks.
Cai Gao +3 more
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New approaches for the identification of influential and critical nodes in an electric grid [PDF]
Archives of Electrical Engineering, 2022 The aftermath of including new technologies in a modern electric system in conjunction with the incessant rise in power demand could pose a risk to the optimal operation of the system. Therefore, it becomes imperative to identify the most influential and
Isaiah Adebayo, Yanxia Sun
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Identifying influential nodes in large-scale directed networks: the role of clustering. [PDF]
PLoS One, 2013 Chen DB, Gao H, Lü L, Zhou T.
europepmc +3 more sources
Identifying influential nodes based on network representation learning in complex networks. [PDF]
PLoS One, 2018 Wei H +6 more
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Interplay Between Hierarchy and Centrality in Complex Networks
IEEE Access, 2020 Hierarchy and centrality are two popular notions used to characterize the importance of entities in complex systems. Indeed, many complex systems exhibit a natural hierarchical structure, and centrality is a fundamental characteristic allowing to ...
Stephany Rajeh +3 more
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The identification of influential nodes based on structure similarity
Connection Science, 2021 The identification of influential nodes in complex networks is an open issue. To address it, many centrality measures have been proposed, among which the most representative iteration algorithm is the PageRank algorithm.
Jie Zhao +3 more
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