Cost effective approach to identify multiple influential spreaders based on the cycle structure in networks

W Shi, S Xu, T Fan, L Lü - Science China Information Sciences, 2023 - Springer
Identifying influential spreaders has theoretical and practical significance in complex
networks. Traditional centrality methods can efficiently find a single spreader, but it could …

Comprehensive analysis of network robustness evaluation based on convolutional neural networks with spatial pyramid pooling

W Jiang, T Fan, C Li, C Zhang, T Zhang, Z Luo - Chaos, Solitons & Fractals, 2024 - Elsevier
Connectivity robustness, crucial for network understanding, optimization, and repair, has
been evaluated traditionally through time-consuming and often impractical simulations …

Forecasting countries' gross domestic product from patent data

Y Ye, S Xu, MS Mariani, L Lü - Chaos, Solitons & Fractals, 2022 - Elsevier
Recent strides in economic complexity have shown that the future economic development of
nations can be predicted with a single “economic fitness” variable, which captures countries' …

Identifying critical nodes in complex networks based on neighborhood information

N Zhao, H Wang, J Wen, J Li, M Jing… - New Journal of …, 2023 - iopscience.iop.org
The identification of important nodes in complex networks has always been a prominent
topic in the field of network science. Nowadays, the emergence of large-scale networks has …

Finding important nodes via improved cycle ratio method

Y Huang, W Peng, M Zheng, M Zhao, M Zhao… - Chaos, Solitons & …, 2025 - Elsevier
The cycle ratio method is designed to define the importance of nodes by the cycles of a
network, and a set of important nodes identified by this method has superior control …

[HTML][HTML] Identifying vital edges based on the cycle structure in complex networks

W Jiang, P Li, T Li, T Fan, C Zhang - Physics Letters A, 2025 - Elsevier
Exploring the importance of components is essential for unraveling the intricate structures of
complex networks, optimizing their performance, and enhancing their robustness. The …

[HTML][HTML] The Network Evolution and Influencing Factors of the Global Cultural Printed Material Trade

L Wang, F Ding, T Liu, Q Zheng - Sustainability, 2025 - mdpi.com
Understanding the global trade network in the printing industry is crucial for promoting
sustainable development and cultural exchange and knowledge dissemination. However …

H-core decomposition for directed networks and its application

X Chen, Y Liu, Z Cao, X Li, J Cao - Scientometrics, 2024 - Springer
In this paper, we introduce a directed weighted h-index and a bi-directional h-core
decomposition for directed networks, aimed at better identifying important nodes and dense …

Mining Algorithm of Relatively Important Nodes Based on Edge Importance Greedy Strategy

J Li, C Yin, H Wang, J Wang, N Zhao - Applied Sciences, 2022 - mdpi.com
Relatively important node mining has always been an essential research topic in complex
networks. Existing relatively important node mining algorithms suffer from high time …

Vital nodes identification method integrating degree centrality and cycle ratio

Y Zhao, B Yang - Chinese Physics B, 2024 - iopscience.iop.org
Identifying vital nodes is one of the core issue of network science, and is crucial for epidemic
prevention and control, network security maintenance, and biomedical research and …