Fake News Detection Tools and Methods--A Review

S Hangloo, B Arora - arXiv preprint arXiv:2112.11185, 2021 - arxiv.org
In the past decade, the social networks platforms and micro-blogging sites such as
Facebook, Twitter, Instagram, and Weibo have become an integral part of our day-to-day …

A systematic literature review and existing challenges toward fake news detection models

M Nirav Shah, A Ganatra - Social Network Analysis and Mining, 2022 - Springer
Emerging of social media creates inconsistencies in online news, which causes confusion
and uncertainty for consumers while making decisions regarding purchases. On the other …

Evaluating the effectiveness of publishers' features in fake news detection on social media

A Jarrahi, L Safari - Multimedia Tools and Applications, 2023 - Springer
With the expansion of the Internet and attractive social media infrastructures, people prefer
to follow the news through these media. Despite the many advantages of these media in the …

Fake media detection based on natural language processing and blockchain approaches

Z Shahbazi, YC Byun - IEEE Access, 2021 - ieeexplore.ieee.org
Social media network is one of the important parts of human life based on the recent
technologies and developments in terms of computer science area. This environment has …

f-FNC: Privacy concerned efficient federated approach for fake news classification

V Khullar, HP Singh - Information Sciences, 2023 - Elsevier
Fake news and manipulated information affect the social, economic and emotional growth of
the world's population. For the identification of fake news, several classification systems are …

Does context matter? Effective deep learning approaches to curb fake news dissemination on social media

J Alghamdi, Y Lin, S Luo - Applied Sciences, 2023 - mdpi.com
The prevalence of fake news on social media has led to major sociopolitical issues. Thus,
the need for automated fake news detection is more important than ever. In this work, we …

Deep learning with self-attention mechanism for fake news detection

I Cvitanović, MB Babac - Combating Fake News with Computational …, 2022 - Springer
Nowadays, fake news is one of major concerns in our society, that is a form of news
consisting of deliberate disinformation or hoaxes spread via traditional news media or online …

Enhanced multimodal fake news detection with optimal feature fusion and modified bi-lstm architecture

V Kishore, M Kumar - Cybernetics and systems, 2023 - Taylor & Francis
Numerous enhancements have been made to the mobile internet, which leads to an
increase the people's attention to posting more multi-modal posts among the social media …

Do sentence-level sentiment interactions matter? sentiment mixed heterogeneous network for fake news detection

H Zhang, Z Li, S Liu, T Huang, Z Ni… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
With the proliferation of fake news, the spread of misleading information can easily cause
social panic and group polarization. Many existing methods for detecting fake news rely on …

COVID-19 Fake News Detection using Deep Learning Model

M Akhter, SMM Hossain, RS Nigar, S Paul… - Annals of Data …, 2024 - Springer
People may now receive and share information more quickly and easily than ever due to the
widespread use of mobile networked devices. However, this can occasionally lead to the …