Identification of influential spreaders in complex networks

M Kitsak, LK Gallos, S Havlin, F Liljeros, L Muchnik… - Nature physics, 2010 - nature.com
Networks portray a multitude of interactions through which people meet, ideas are spread
and infectious diseases propagate within a society,,,,. Identifying the most efficient …

Identifying influential nodes in complex networks: Effective distance gravity model

Q Shang, Y Deng, KH Cheong - Information Sciences, 2021 - Elsevier
The identification of important nodes in complex networks is an area of exciting growth due
to its applications across various disciplines like disease control, data mining and network …

Improved centrality indicators to characterize the nodal spreading capability in complex networks

J Wang, C Li, C Xia - Applied Mathematics and Computation, 2018 - Elsevier
In this paper, we deeply investigate the identification of influential spreaders in complex
networks based on various centrality indices. At first, we introduce several frequently used …

Spreading dynamics in complex networks

S Pei, HA Makse - Journal of Statistical Mechanics: Theory and …, 2013 - iopscience.iop.org
Searching for influential spreaders in complex networks is an issue of great significance for
applications across various domains, ranging from epidemic control, innovation diffusion …

Influential spreaders identification in complex networks with potential edge weight based k-shell degree neighborhood method

G Maji - Journal of Computational Science, 2020 - Elsevier
In social network analysis, one of the important aspects is to identify the nodes that are vital
to the information diffusion process such as viral marketing, worm propagation in a computer …

A novel centrality of influential nodes identification in complex networks

Y Yang, X Wang, Y Chen, M Hu, C Ruan - IEEE access, 2020 - ieeexplore.ieee.org
Influential nodes identification in complex networks is vital for understanding and controlling
the propagation process in complex networks. Some existing centrality measures ignore the …

Identifying and quantifying potential super-spreaders in social networks

D Zhang, Y Wang, Z Zhang - Scientific reports, 2019 - nature.com
Quantifying the nodal spreading abilities and identifying the potential influential spreaders
has been one of the most engaging topics recently, which is essential and beneficial to …

Comparative evaluation of community-aware centrality measures

S Rajeh, M Savonnet, E Leclercq, H Cherifi - Quality & Quantity, 2023 - Springer
Influential nodes play a critical role in boosting or curbing spreading phenomena in complex
networks. Numerous centrality measures have been proposed for identifying and ranking …

Identifying and ranking super spreaders in real world complex networks without influence overlap

G Maji, A Dutta, MC Malta, S Sen - Expert Systems with Applications, 2021 - Elsevier
In the present-days complex networks modeled on real-world data contain millions of nodes
and billions of links. Identifying super spreaders in such an extensive network is a …

Ranking the spreading influence in complex networks

JG Liu, ZM Ren, Q Guo - Physica A: Statistical Mechanics and its …, 2013 - Elsevier
Identifying the node spreading influence in networks is an important task to optimally use the
network structure and ensure the more efficient spreading in information. In this paper, by …