Lexicon generation for detecting fake news

With the digitization of media, an immense amount of news data has been generated by online sources, including mainstream media outlets as well as social networks. However, the ease of production and distribution resulted in circulation of fake news as well as credible, authentic news. The pervasive dissemination of fake news has extreme negative impacts on individuals and society. Therefore, fake news detection has recently become an emerging topic as an interdisciplinary research field that is attracting significant attention from many research disciplines, including social sciences and linguistics. In this study, we propose a method primarily based on lexicons including a scoring system to facilitate the detection of the fake news in Turkish. We contribute to the literature by collecting a novel, large scale, and credible dataset of Turkish news, and by constructing the first fake news detection lexicon for Turkish.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
11/02/2019

Credibility-based Fake News Detection

Fake news can significantly misinform people who often rely on online so...
research
05/22/2021

SOK: Fake News Outbreak 2021: Can We Stop the Viral Spread?

Social Networks' omnipresence and ease of use has revolutionized the gen...
research
05/30/2023

FakeSwarm: Improving Fake News Detection with Swarming Characteristics

The proliferation of fake news poses a serious threat to society, as it ...
research
07/18/2018

Fake news as we feel it: perception and conceptualization of the term "fake news" in the media

In this article, we quantitatively analyze how the term "fake news" is b...
research
11/23/2021

A Review of Web Infodemic Analysis and Detection Trends across Multi-modalities using Deep Neural Networks

Fake news and misinformation are a matter of concern for people around t...
research
01/28/2020

Improving Generalizability of Fake News Detection Methods using Propensity Score Matching

Recently, due to the booming influence of online social networks, detect...
research
03/13/2021

Assembly of polarity, emotion and user statistics for detection of fake profiles

The explosive growth of fake news on social networks has aroused great i...

Please sign up or login with your details

Forgot password? Click here to reset