Do you really follow them? Automatic detection of credulous Twitter users

09/09/2019
by   Alessandro Balestrucci, et al.
0

Online Social Media represent a pervasive source of information able to reach a huge audience. Sadly, recent studies show how online social bots (automated, often malicious accounts, populating social networks and mimicking genuine users) are able to amplify the dissemination of (fake) information by orders of magnitude. Using Twitter as a benchmark, in this work we focus on what we define credulous users, i.e., human-operated accounts with a high percentage of bots among their followings. Being more exposed to the harmful activities of social bots, credulous users may run the risk of being more influenced than other users; even worse, although unknowingly, they could become spreaders of misleading information (e.g., by retweeting bots). We design and develop a supervised classifier to automatically recognize credulous users. The best tested configuration achieves an accuracy of 93.27 leading to positive and encouraging results.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
10/25/2022

Detecting fake accounts through Generative Adversarial Network in online social media

Nowadays, online social media has become an inseparable part of human li...
research
03/05/2018

One-Class Adversarial Nets for Fraud Detection

Many online applications, such as online social networks or knowledge ba...
research
01/28/2020

Charting the Landscape of Online Cryptocurrency Manipulation

Cryptocurrencies represent one of the most attractive markets for financ...
research
06/18/2023

Understanding and Characterizing Cryptocurrency Free Giveaway and Arbitrage Bot Scams In the Wild

This paper presents a large-scale analysis of two prevalent cryptocurren...
research
09/25/2018

LOBO -- Evaluation of Generalization Deficiencies in Twitter Bot Classifiers

Botnets in online social networks are increasingly often affecting the r...
research
07/23/2022

Investigating the Validity of Botometer-based Social Bot Studies

The idea that social media platforms like Twitter are inhabited by vast ...
research
12/04/2021

Characterizing Retweet Bots: The Case of Black Market Accounts

Malicious Twitter bots are detrimental to public discourse on social med...

Please sign up or login with your details

Forgot password? Click here to reset