Deep learning for misinformation detection on online social networks: a survey and new perspectives

MR Islam, S Liu, X Wang, G Xu - Social Network Analysis and Mining, 2020 - Springer
Recently, the use of social networks such as Facebook, Twitter, and Sina Weibo has
become an inseparable part of our daily lives. It is considered as a convenient platform for …

Fake news detection on social media: A data mining perspective

K Shu, A Sliva, S Wang, J Tang, H Liu - ACM SIGKDD explorations …, 2017 - dl.acm.org
Social media for news consumption is a double-edged sword. On the one hand, its low cost,
easy access, and rapid dissemination of information lead people to seek out and consume …

A survey on automated fact-checking

Z Guo, M Schlichtkrull, A Vlachos - Transactions of the Association for …, 2022 - direct.mit.edu
Fact-checking has become increasingly important due to the speed with which both
information and misinformation can spread in the modern media ecosystem. Therefore …

Fakenewsnet: A data repository with news content, social context, and spatiotemporal information for studying fake news on social media

K Shu, D Mahudeswaran, S Wang, D Lee, H Liu - Big data, 2020 - liebertpub.com
Social media has become a popular means for people to consume and share the news. At
the same time, however, it has also enabled the wide dissemination of fake news, that is …

Misinformation in social media: definition, manipulation, and detection

L Wu, F Morstatter, KM Carley, H Liu - ACM SIGKDD explorations …, 2019 - dl.acm.org
The widespread dissemination of misinformation in social media has recently received a lot
of attention in academia. While the problem of misinformation in social media has been …

A survey on fake news and rumour detection techniques

A Bondielli, F Marcelloni - Information sciences, 2019 - Elsevier
False or unverified information spreads just like accurate information on the web, thus
possibly going viral and influencing the public opinion and its decisions. Fake news and …

The spread of true and false news online

S Vosoughi, D Roy, S Aral - science, 2018 - science.org
We investigated the differential diffusion of all of the verified true and false news stories
distributed on Twitter from 2006 to 2017. The data comprise~ 126,000 stories tweeted by~ 3 …

Combating fake news: A survey on identification and mitigation techniques

K Sharma, F Qian, H Jiang, N Ruchansky… - ACM Transactions on …, 2019 - dl.acm.org
The proliferation of fake news on social media has opened up new directions of research for
timely identification and containment of fake news and mitigation of its widespread impact on …

Early detection of fake news on social media through propagation path classification with recurrent and convolutional networks

Y Liu, YF Wu - Proceedings of the AAAI conference on artificial …, 2018 - ojs.aaai.org
In the midst of today's pervasive influence of social media, automatically detecting fake news
is drawing significant attention from both the academic communities and the general public …

Rumor detection on twitter with tree-structured recursive neural networks

J Ma, W Gao, KF Wong - 2018 - ink.library.smu.edu.sg
Sentiment expression in microblog posts can be affected by user's personal character,
opinion bias, political stance and so on. Most of existing personalized microblog sentiment …