Identification of influencers in complex networks by local information dimensionality

T Wen, Y Deng - Information Sciences, 2020 - Elsevier
The identification of influential spreaders in complex networks is a popular topic in studies of
network characteristics. Many centrality measures have been proposed to address this …

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 …

Ranking influential nodes in complex networks based on local and global structures

L Qiu, J Zhang, X Tian - Applied intelligence, 2021 - Springer
Identifying influential nodes in complex networks is an open and challenging issue. Many
measures have been proposed to evaluate the influence of nodes and improve the accuracy …

A machine learning based framework for identifying influential nodes in complex networks

G Zhao, P Jia, C Huang, A Zhou, Y Fang - IEEE Access, 2020 - ieeexplore.ieee.org
In complex networks, identifying influential nodes is of great importance for its wide
applications. Traditional centrality methods are usually directly based on topological …

Influential nodes identification in complex networks via information entropy

C Guo, L Yang, X Chen, D Chen, H Gao, J Ma - Entropy, 2020 - mdpi.com
Identifying a set of influential nodes is an important topic in complex networks which plays a
crucial role in many applications, such as market advertising, rumor controlling, and …

Centrality in complex networks with overlapping community structure

Z Ghalmane, C Cherifi, H Cherifi, ME Hassouni - Scientific reports, 2019 - nature.com
Identifying influential spreaders in networks is an essential issue in order to prevent
epidemic spreading, or to accelerate information diffusion. Several centrality measures take …

Finding critical nodes in a complex network from information diffusion and Matthew effect aggregation

Z Sun, Y Sun, X Chang, F Wang, Q Wang… - Expert Systems with …, 2023 - Elsevier
The identification of critical nodes is a crucial aspect in studying the spread of diseases,
vaccination strategies, power grid robustness, advertisement placement, and rumor control …

Ranking the spreading ability of nodes in complex networks based on local structure

S Gao, J Ma, Z Chen, G Wang, C Xing - Physica A: Statistical Mechanics …, 2014 - Elsevier
Ranking nodes by their spreading ability in complex networks is a fundamental problem
which relates to wide applications. Local metric like degree centrality is simple but less …

Improving the accuracy of the k-shell method by removing redundant links: From a perspective of spreading dynamics

Y Liu, M Tang, T Zhou, Y Do - Scientific reports, 2015 - nature.com
Recent study shows that the accuracy of the k-shell method in determining node coreness in
a spreading process is largely impacted due to the existence of core-like group, which has a …

Path diversity improves the identification of influential spreaders

DB Chen, R Xiao, A Zeng, YC Zhang - Europhysics letters, 2014 - iopscience.iop.org
Identifying influential spreaders in complex networks is a crucial problem which relates to
wide applications. Many methods based on the global information such as K-shell and …