Learning to rank influential nodes in complex networks via convolutional neural networks

W Ahmad, B Wang, S Chen - Applied Intelligence, 2024 - Springer
Identifying influential nodes is crucial for enhancing information diffusion in complex
networks. Several approaches have been proposed to find these influential nodes based on …

InfGCN: Identifying influential nodes in complex networks with graph convolutional networks

G Zhao, P Jia, A Zhou, B Zhang - Neurocomputing, 2020 - Elsevier
Identifying influential nodes in a complex network is very critical as complex networks are
ubiquitous. Traditional methods, such as centrality based methods and machine learning …

Influence maximization in complex networks through supervised machine learning

OA Hussain, F Zaidi - Complex Networks & Their Applications X: Volume 2 …, 2022 - Springer
Identifying influential nodes in complex networks is a well studied problem in network
science. Finding an optimal set of influential nodes is an NP-Hard problem and thus requires …

Identifying influential nodes in complex networks via Transformer

L Chen, Y Xi, L Dong, M Zhao, C Li, X Liu… - Information Processing & …, 2024 - Elsevier
In the domain of complex networks, the identification of influential nodes plays a crucial role
in ensuring network stability and facilitating efficient information dissemination. Although the …

Identifying influential nodes in complex networks via semi-local centrality

J Dong, F Ye, W Chen, J Wu - 2018 IEEE International …, 2018 - ieeexplore.ieee.org
Node influence refers to the ability of a node to disseminate information. The faster and
wider the node spreads, the more influential it is. With its great theoretical and practical …

Influential nodes identification based on hierarchical structure

L Wang, J Mou, B Dai, S Tan, M Cai, H Chen… - Chaos, Solitons & …, 2024 - Elsevier
Identifying influential nodes is an important research topic in complex network analysis, with
significant implications for understanding and controlling propagation processes. While …

Influential nodes detection in complex networks via diffusion Fréchet function

ME Aktas, S Jawaid, E Harrington… - 2021 20th IEEE …, 2021 - ieeexplore.ieee.org
Identifying influential nodes in a complex network is an important graph mining problem with
many diverse applications such as information propagation, market advertising, and rumor …

DSGCN: A Degree Strength Graph Convolution Network for Identifying Influential Nodes in Complex Networks

S Sadhu, A Bhuiya, A Dutta - 2023 IEEE International …, 2023 - ieeexplore.ieee.org
Identifying influential nodes in complex networks is crucial for applications such as
information control, viral marketing, and pricing strategy analysis. However, traditional …

Identifying influential nodes on directed networks

YL Lee, YF Wen, WB Xie, L Pan, Y Du, T Zhou - Information Sciences, 2024 - Elsevier
Identifying influential nodes on directed networks is a challenging and widely studied task
that keeps drawing extensive attention from both academia and industry. The simultaneous …

Semilocal Average Shortest Path With Augmented Graph For Identifying Influential Nodes

L Luo, Q Tang, Y Ma… - IEEE Transactions on …, 2024 - ieeexplore.ieee.org
Efficient identification of influential nodes is crucial in complex networks due to its significant
theoretical and practical implications for information propagation and various applications …