A comparative study of Bot Detection techniques methods with an application related to Covid-19 discourse on Twitter

02/01/2021
by   Marzia Antenore, et al.
0

Bot Detection is an essential asset in a period where Online Social Networks(OSN) is a part of our lives. This task becomes more relevant in crises, as the Covid-19 pandemic, where there is an incipient risk of proliferation of social bots, producing a possible source of misinformation. In order to address this issue, it has been compared different methods to detect automatically social bots on Twitter using Data Selection. The techniques utilized to elaborate the bot detection models include the utilization of features as the tweets metadata or the Digital Fingerprint of the Twitter accounts. In addition, it was analyzed the presence of bots in tweets from different periods of the first months of the Covid-19 pandemic, using the bot detection technique which best fits the scope of the task. Moreover, this work includes also analysis over aspects regarding the discourse of bots and humans, such as sentiment or hashtag utilization.

READ FULL TEXT

page 11

page 18

page 21

research
12/04/2020

TrollHunter [Evader]: Automated Detection [Evasion] of Twitter Trolls During the COVID-19 Pandemic

This paper presents TrollHunter, an automated reasoning mechanism we use...
research
09/01/2021

Discourse Analysis of Covid-19 in Persian Twitter Social Networks Using Graph Mining and Natural Language Processing

One of the new scientific ways of understanding discourse dynamics is an...
research
06/25/2020

TweetsCOV19 – A Knowledge Base of Semantically Annotated Tweets about the COVID-19 Pandemic

Publicly available social media archives facilitate research in the soci...
research
08/16/2021

Misleading the Covid-19 vaccination discourse on Twitter: An exploratory study of infodemic around the pandemic

In this work, we collect a moderate-sized representative corpus of tweet...
research
04/29/2020

Prevalence of Low-Credibility Information on Twitter During the COVID-19 Outbreak

As the novel coronavirus spreads across the world, concerns regarding th...
research
12/03/2020

Predicting Misinformation and Engagement in COVID-19 Twitter Discourse in the First Months of the Outbreak

Disinformation entails the purposeful dissemination of falsehoods toward...
research
10/11/2022

Not Good Times for Lies: Misinformation Detection on the Russia-Ukraine War, COVID-19, and Refugees

Misinformation spread in online social networks is an urgent-to-solve pr...

Please sign up or login with your details

Forgot password? Click here to reset