IEEE Systems, Man and Cybernetics Magazine - October 2023 - 20
Suppressing the
Spread of Fake
News Over the
Social Web
of Things
An Influence
Maximization-Based
Supervised Approach
by Nabamita Deb ,
Archana Kollu, Ali Alferaidi,
Lulwah M. Alkwai ,
and Pankaj Kumar
W
ith the continuous rise of various
social media, the security problems
caused by disseminating news in
social networks have become increasingly
prominent. Among them, the dissemination
of false news has brought a significant threat
to the security of cyberspace. A method based on influence
maximization is proposed to change the premise of
the false news in network space. This article employed
the Louvain clustered local degree centrality (LCLD) and
random maximum degree (RMD) algorithm to extract
the most influential node set via influence maximization.
Subsequently, TextCNN (convolutional neural network)
Digital Object Identifier 10.1109/MSMC.2023.3276575
Date of current version: 20 October 2023
20 IEEE SYSTEMS, MAN, & CYBERNETICS MAGAZINE October 2023
was used to classify and identify false news and filter out
several critical points in the node set. Then, the modified
propagation network was repredicted by the prediction
model. As a result, the spread of false news was significantly
suppressed compared with the network before
modification. Finally, the verification was carried out on
Buzz Feed News's real dataset. First, the informationbased
cascaded prediction model can more accurately fit
the actual spread. Then the modified network was input
into the prediction model for prediction, and the results
2333-942X/23©2023IEEE
©SHUTTERSTOCK.COM/ROMAN SAMBORSKYI
https://orcid.org/0000-0002-1860-5548
https://orcid.org/0000-0002-6424-961X
https://orcid.org/0000-0001-5401-8482
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IEEE Systems, Man and Cybernetics Magazine - October 2023
Table of Contents for the Digital Edition of IEEE Systems, Man and Cybernetics Magazine - October 2023
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IEEE Systems, Man and Cybernetics Magazine - October 2023 - Cover1
IEEE Systems, Man and Cybernetics Magazine - October 2023 - Cover2
IEEE Systems, Man and Cybernetics Magazine - October 2023 - Contents
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