A comprehensive survey on machine learning approaches for fake news detection

J Alghamdi, S Luo, Y Lin - Multimedia Tools and Applications, 2024 - Springer
The proliferation of fake news on social media platforms poses significant challenges to
society and individuals, leading to negative impacts. As the tactics employed by purveyors of …

A systematic literature review and meta-analysis of studies on online fake news detection

RC Thompson, S Joseph, TT Adeliyi - Information, 2022 - mdpi.com
The ubiquitous access and exponential growth of information available on social media
networks have facilitated the spread of fake news, complicating the task of distinguishing …

A comparative study of machine learning and deep learning techniques for fake news detection

J Alghamdi, Y Lin, S Luo - Information, 2022 - mdpi.com
Efforts have been dedicated by researchers in the field of natural language processing
(NLP) to detecting and combating fake news using an assortment of machine learning (ML) …

Mucs@ dravidianlangtech2023: Malayalam fake news detection using machine learning approach

S Coelho, A Hegde, G Kavya… - Proceedings of the …, 2023 - aclanthology.org
Social media is widely used to spread fake news, which affects a larger population. So it is
considered as a very important task to detect fake news spread on social media platforms …

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 …

Transformer-based models for combating rumours on microblogging platforms: a review

R Anggrainingsih, GM Hassan, A Datta - Artificial Intelligence Review, 2024 - Springer
The remarkable success of Transformer-based embeddings in natural language tasks has
sparked interest among researchers in applying them to classify rumours on social media …

A comprehensive review on automatic detection of fake news on social media

MK Singh, J Ahmed, MA Alam, KK Raghuvanshi… - Multimedia Tools and …, 2024 - Springer
Social media sites are now quite popular among internet users for sharing news and
opinions. This has become possible due to the inexpensive Internet, easy availability of …

Fake news detection system using featured-based optimized msvm classification

R Katarya, D Dahiya, S Checker - IEEE Access, 2022 - ieeexplore.ieee.org
Fake News creates erroneous suspense information that can be identified. This spreads
dishonesty about a country's status or overstates the expense of special functions for a …

Fake news detection: recent trends and challenges

H Thakar, B Bhatt - Social Network Analysis and Mining, 2024 - Springer
The proliferation of fake news in the digital age has spurred extensive research efforts
toward developing effective detection techniques. This abstract delves into recent trends and …

Fake News Detection Using Deep Learning: A Systematic Literature Review

MQ Alnabhan, P Branco - IEEE Access, 2024 - ieeexplore.ieee.org
Nowadays, we witness rapid technological advancements in online communication
platforms, with increasing volumes of people using a vast range of communication solutions …