A Survey on Computational Propaganda Detection

Author:

Martino Giovanni Da San1,Cresci Stefano2,Barrón-Cedeño Alberto3,Yu Seunghak4,Pietro Roberto Di5,Nakov Preslav1

Affiliation:

1. Qatar Computing Research Institute, HBKU

2. Institute of Informatics and Telematics, IIT-CNR, Pisa

3. DIT, Alma Mater Studiorum–Università di Bologna, Forlì

4. Massachusetts Institute of Technology

5. Hamad Bin Khalifa University

Abstract

Propaganda campaigns aim at influencing people's mindset with the purpose of advancing a specific agenda. They exploit the anonymity of the Internet, the micro-profiling ability of social networks, and the ease of automatically creating and managing coordinated networks of accounts, to reach millions of social network users with persuasive messages, specifically targeted to topics each individual user is sensitive to, and ultimately influencing the outcome on a targeted issue. In this survey, we review the state of the art on computational propaganda detection from the perspective of Natural Language Processing and Network Analysis, arguing about the need for combined efforts between these communities. We further discuss current challenges and future research directions.

Publisher

International Joint Conferences on Artificial Intelligence Organization

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