Overlapping community and entropy of neighborhood information for identifying influential nodes in complex networks
Sign Up to like & getrecommendations! Published in 2025 at "Scientific Reports"
DOI: 10.1038/s41598-025-26893-2
Abstract: Identifying influential nodes in complex networks is a fundamental problem in network science, with applications in social networks, information diffusion, and epidemic control. Traditional approaches often rely on node degree or centrality indices, which may… read more here.
Keywords: neighborhood information; influential nodes; identifying influential; overlapping community ... See more keywords
Identifying Influential Nodes in Social Networks: Exploiting Self-Voting Mechanism.
Sign Up to like & getrecommendations! Published in 2023 at "Big data"
DOI: 10.1089/big.2022.0165
Abstract: The influence maximization (IM) problem is defined as identifying a group of influential nodes in a network such that these nodes can affect as many nodes as possible. Due to its great significance in viral… read more here.
Keywords: nodes social; identifying influential; self voting; influential nodes ... See more keywords
Identifying Influential Spreaders in Complex Multilayer Networks: A Centrality Perspective
Sign Up to like & getrecommendations! Published in 2019 at "IEEE Transactions on Network Science and Engineering"
DOI: 10.1109/tnse.2017.2775152
Abstract: Identifying influential spreaders in complex networks is of paramount importance for understanding and controlling the spreading dynamics. A challenging and yet inadequately explored task is to detect such influential nodes in multilayer networks, i.e., networks… read more here.
Keywords: spreaders complex; multilayer networks; influential spreaders; identifying influential ... See more keywords
Identifying influential nodes in weighted complex networks by considering the importance of shortest paths
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DOI: 10.1186/s40537-025-01159-w
Abstract: Numerous real-world networks, including those in communication, transportation, and social systems, inherently possess weighted structures. While traditional centrality metrics like degree, betweenness, and closeness centrality offer useful insights, they often overlook key aspects such as… read more here.
Keywords: identifying influential; weighted complex; shortest paths; importance shortest ... See more keywords
Comprehensive influence of topological location and neighbor information on identifying influential nodes in complex networks
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DOI: 10.1371/journal.pone.0251208
Abstract: Identifying the influential nodes of complex networks is now seen as essential for optimizing the network structure or efficiently disseminating information through networks. Most of the available methods determine the spreading capability of nodes based… read more here.
Keywords: neighbor information; information; location; nodes complex ... See more keywords
Identifying Influential Nodes in Complex Networks Based on Multiple Local Attributes and Information Entropy
Sign Up to like & getrecommendations! Published in 2022 at "Entropy"
DOI: 10.3390/e24020293
Abstract: Identifying influential nodes in complex networks has attracted the attention of many researchers in recent years. However, due to the high time complexity, methods based on global attributes have become unsuitable for large-scale complex networks.… read more here.
Keywords: influence; information; nodes complex; influential nodes ... See more keywords