AI for detecting Computational Propaganda Campaigns on the Internet
Elnaz Babayeva and Sebastian Garcia
What do we imagine when we Think about propaganda?
Propaganda may be seen as a way of controlling a social doctrine with multiple persuasion tactics
But, What is propaganda today?
Computational propaganda
the use of algorithms, automation, and big data to shape public opinion in a targeted way
* The Global Disinformation Order 2019 Global Inventory of Organised Social Media Manipulation
Samantha Bradshaw , Philip N. Howard , University of Oxford
Countries taking part in social media manipulation
How AI Can detect Propaganda?
1. building a "social' graph of how, when and by who news are distributed
2. Looking for patterns in the Graph
News Distribution Graph
propaganda needs organization, coordination, a lot of content and long term exposure
Building and analyzing two covid news
Fondsk.ru
unocha.org
Distribution of Propaganda News
Automatic Repost in Russian Social Network VK
Exact Link and Exact time
Automatic Repost in Russian Social Network VK
Yeah, real Users
other languages (Persian)
COPYCATS
News Front
Aura Network
Politanalyse
Fake Dates
Propaganda Analysis
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18 blogs and 'informal' news sites with copied text and images
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Including other languages
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Including other languages
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Fake dates of publication
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Automated reposts in social networks
- Most accounts are bogus/fake in blogs, VK, media platforms
Verified NEWS
Distribution of Verified News
Verified news analysis
- A lot of tweets reference the news
- some of them from verified accounts
- There are no automatic responses at the exact same time
- The first three days are the most active
- Platforms are mostly Twitter, Facebook
current state
- Found 3 databases of propaganda news that were labeled somehow and include the URL.
- Code to create a graph of relationships and scrap webpages for dates, titles, content, etc.
- Including different social networks: Twitter, VK
- Define what connections are meaningful: is a good link? do they have the same title? content is similar (levenshtein)?
- 90% Features extracted
.....and don't forget
Public opinion wins wars
Elnaz Babayeva
@elnazavr
elnaz.babayeva@avast.com
Sebastian Garcia
@eldracote
sebastian.garcia@agents.fel.cvut.cz
ML for Propaganda Detection
By eldraco
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