A systematic survey on influential spreaders identification in complex networks with a focus on K-shell based techniques
Almost all the complex interactions between humans, animals, biological cells, neurons, or
any other objects are now modeled as a graph with the nodes as the objects of interest and …
any other objects are now modeled as a graph with the nodes as the objects of interest and …
An improved gravity model to identify influential nodes in complex networks based on k-shell method
X Yang, F Xiao - Knowledge-Based Systems, 2021 - Elsevier
To find the important nodes in complex networks is a fundamental issue. A number of
methods have been recently proposed to address this problem but most previous studies …
methods have been recently proposed to address this problem but most previous studies …
Identifying vital nodes from local and global perspectives in complex networks
Recognition of vital nodes in complex networks retains great importance in the improvement
of network's robustness and vulnerability. Consistent research proposed various …
of network's robustness and vulnerability. Consistent research proposed various …
Influential nodes identification in complex networks via information entropy
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 …
crucial role in many applications, such as market advertising, rumor controlling, and …
Ranking influential spreaders based on both node k-shell and structural hole
The ranking of individual spreaders aims to measure the influential capability of individual
nodes and is important to control information spreading in a network. However, many …
nodes and is important to control information spreading in a network. However, many …
Semi-global triangular centrality measure for identifying the influential spreaders from undirected complex networks
The influential spreaders play a significant role in maximizing or controlling any spreading
process in a network. In the literature, many methods have been proposed to identify …
process in a network. In the literature, many methods have been proposed to identify …
Identifying influential spreaders in complex networks based on improved k-shell method
M Wang, W Li, Y Guo, X Peng, Y Li - Physica A: Statistical Mechanics and …, 2020 - Elsevier
Identifying influential spreaders in complex networks is a fundamental network project. It has
drawn great attention in recent years because of its great theoretical significance and …
drawn great attention in recent years because of its great theoretical significance and …
CAGM: A communicability-based adaptive gravity model for influential nodes identification in complex networks
G Xu, C Dong - Expert Systems with Applications, 2024 - Elsevier
Identifying influential nodes is a very hot and challenging issue in the field of complex
system and network. A great deal of algorithms have been developed to address the …
system and network. A great deal of algorithms have been developed to address the …
GSI: An influential node detection approach in heterogeneous network using covid-19 as use case
RD Shetty, S Bhattacharjee, A Dutta… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
The growth of COVID-19, caused by the SARS-CoV-2 virus, has turned into an
unprecedented pandemic in the last century. It is crucial to identify superspreading nodes to …
unprecedented pandemic in the last century. It is crucial to identify superspreading nodes to …
Influential spreaders identification in complex networks with improved k-shell hybrid method
Identifying influential spreaders in a complex network has practical and theoretical
significance. In applications such as disease spreading, virus infection in computer …
significance. In applications such as disease spreading, virus infection in computer …