Deception detection with machine learning: A systematic review and statistical analysis

AS Constâncio, DF Tsunoda, HFN Silva, JM Silveira… - Plos one, 2023 - journals.plos.org
Several studies applying Machine Learning to deception detection have been published in
the last decade. A rich and complex set of settings, approaches, theories, and results is now …

Trends in combating fake news on social media–a survey

B Collins, DT Hoang, NT Nguyen… - Journal of Information …, 2021 - Taylor & Francis
Social media following its introduction has witnessed a lot of scholarly attention in recent
years due to its growing popularity. These various social media sites have become the …

Towards automatically filtering fake news in Portuguese

RM Silva, RLS Santos, TA Almeida… - Expert Systems with …, 2020 - Elsevier
In the last years, the popularity of smartphones and social networks has been contributing to
the spread of fake news. Through these electronic media, this type of news can deceive …

[PDF][PDF] Towards news verification: Deception detection methods for news discourse

VL Rubin, NJ Conroy, Y Chen - Hawaii international conference …, 2015 - sites.socsci.uci.edu
News verification is a process of determining whether a particular news report is truthful or
deceptive. Deliberately deceptive (fabricated) news creates false conclusions in the readers' …

Truth and deception at the rhetorical structure level

VL Rubin, T Lukoianova - Journal of the Association for …, 2015 - Wiley Online Library
This paper furthers the development of methods to distinguish truth from deception in textual
data. We use rhetorical structure theory (RST) as the analytic framework to identify …

Linguistic cues to deception: Identifying political trolls on social media

A Addawood, A Badawy, K Lerman… - Proceedings of the …, 2019 - ojs.aaai.org
The ease with which information can be shared on social media has opened it up to abuse
and manipulation. One example of a manipulation campaign that has garnered much …

Deception detection and rumor debunking for social media

VL Rubin - The SAGE handbook of social media research …, 2017 - books.google.com
The goal of this chapter is to introduce readers to automated deception detection research,
with a cursory look at the roots of the field in pre-social media data types. My intent is to draw …

Fake news types and detection models on social media a state-of-the-art survey

B Collins, DT Hoang, NT Nguyen, D Hwang - Intelligent Information and …, 2020 - Springer
Fake news has gained prominence since the 2016 US presidential election as well as the
Brexit referendum. Fake news has abused not only the press but also the democratic rules …

Improvement of misleading and fake news classification for flective languages by morphological group analysis

J Kapusta, J Obonya - Informatics, 2020 - mdpi.com
Due to the constantly evolving social media and different types of sources of information, we
are facing different fake news and different types of misinformation. Currently, we are …

[PDF][PDF] Identification of truth and deception in text: Application of vector space model to rhetorical structure theory

VL Rubin, T Vashchilko - Proceedings of the Workshop on …, 2012 - aclanthology.org
The paper proposes to use Rhetorical Structure Theory (RST) analytic framework to identify
systematic differences between deceptive and truthful stories in terms of their coherence and …