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 based on network representation learning in complex networks

H Wei, Z Pan, G Hu, L Zhang, H Yang, X Li, X Zhou - PloS one, 2018 - journals.plos.org
Identifying influential nodes is an important topic in many diverse applications, such as
accelerating information propagation, controlling rumors and diseases. Many methods have …

Influential nodes identification using network local structural properties

B Wang, J Zhang, J Dai, J Sheng - Scientific Reports, 2022 - nature.com
With the rapid development of information technology, the scale of complex networks is
increasing, which makes the spread of diseases and rumors harder to control. Identifying the …

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 …

Identifying influential nodes in complex networks based on local neighbor contribution

J Dai, B Wang, J Sheng, Z Sun, FR Khawaja… - IEEE …, 2019 - ieeexplore.ieee.org
The identification of influential nodes in complex networks has been widely used to
suppress rumor dissemination and control the spread of epidemics and diseases. However …

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 …

Information cascades blocking through influential nodes identification on social networks

L Li, X Zheng, J Han, F Hao - Journal of Ambient Intelligence and …, 2023 - Springer
Abstract Information cascades are identified as a major factor in almost every disastrous
social network phenomenon, ranging from viral marketing, rumor spread, cyber violence …

A novel method for identifying influential nodes in complex networks based on multiple attributes

D Liu, H Nie, B Zhang - International Journal of Modern Physics B, 2018 - World Scientific
Identifying influential nodes is a crucial issue in epidemic spreading, controlling the
propagation process of information and viral marketing. Thus, algorithms for exploring vital …

A novel measure for influence nodes across complex networks based on node attraction

B Wang, W Guan, Y Sheng, J Sheng, J Dai… - … Journal of Modern …, 2021 - World Scientific
The real-world network is heterogeneous, and it is an important and challenging task to
effectively identify the influential nodes in complex networks. Identification of influential …