A Survey on Computational Propaganda Detection

07/15/2020
by   Giovanni Da San Martino, et al.
0

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.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
08/21/2020

The Homophily Principle in Social Network Analysis

In recent years, social media has become a ubiquitous and integral part ...
research
05/17/2018

Detecting cyber threats through social network analysis: short survey

This article considers a short survey of basic methods of social network...
research
08/16/2019

A Survey on Computational Politics

Computational Politics is the study of computational methods to analyze ...
research
11/21/2021

Capitalization and Punctuation Restoration: a Survey

Ensuring proper punctuation and letter casing is a key pre-processing st...
research
02/27/2019

Social Credibility Incorporating Semantic Analysis and Machine Learning: A Survey of the State-of-the-Art and Future Research Directions

The wealth of Social Big Data (SBD) represents a unique opportunity for ...
research
10/23/2019

Suicidal Ideation Detection: A Review of Machine Learning Methods and Applications

Suicide is a critical issue in the modern society. Early detection and p...
research
08/13/2019

Tackling Online Abuse: A Survey of Automated Abuse Detection Methods

Abuse on the Internet represents an important societal problem of our ti...

Please sign up or login with your details

Forgot password? Click here to reset