mitigating misinformation spread on micro-blogging web services using tweetcred
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Mitigating Misinformation Spread on Micro-blogging Web Services using
TweetCred
CENS Workshop on Social Media in Communica7on, Governance and Security
Nov 6, 2015
Ponnurangam Kumaraguru (“PK”) Associate Professor, Founding Head
Cybersecurity Educa7on and Research Centre (CERC) O/ponnurangam.kumaraguru, @ponguru
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Who am I? � Associate Professor, IIIT-‐Delhi � Ph.D. from School of Computer Science, Carnegie Mellon University (CMU) � Research interests - Privacy, e-‐crime, online social media, and usable security
� Founding Head, CERC@IIITD � Co-‐ordinate and manage Precog, precog.iiitd.edu.in
� I conduct Government / Intelligence / Police focused training programs on OSM
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Harvard (1839) – Harvard – Harvard – Harvard – MIT – Northwestern – UIUC – WUSL – CMU (2009) – IIITD (2015)
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Real World Events
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Misinformation on Social Media
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Misinformation on Social Media
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Misinformation on Social Media
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Misinformation Tweets
FAKE
RUMORS
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$
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Temporal Patterns
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Fake content / rumors becomes viral in first 7-‐8 hours just a`er the event.
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Sample Fake Tweets
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> 50,000 RTs
> 30,000 RTs
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Architecture
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Features for Real-time Analysis
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Feature set Features (45)
Tweet meta-‐data Number of seconds since the tweet; Source of tweet (mobile / web/ etc); Tweet contains geo-‐coordinates
Tweet content (simple)
Number of characters; Number of words; Number of URLs; Number of hashtags; Number of unique characters; Presence of stock symbol; Presence of happy smiley; Presence of sad smiley; Tweet contains `via'; Presence of colon symbol
Tweet content (linguis7c) Presence of swear words; Presence of nega7ve emo7on words; Presence of posi7ve emo7on words; Presence of pronouns; Men7on of self words in tweet (I; my; mine)
Tweet author Number of followers; friends; 7me since the user if on Twiger; etc.
Tweet network Number of retweets; Number of men7ons; Tweet is a reply; Tweet is a retweet
Tweet links WOT score for the URL; Ra7o of likes / dislikes for a YouTube video
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Implementation
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Feedback by Users
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Usage Statistics
Date of launch of TweetCred 27 Apr, 2014
Credibility score requests received 14,234,131
Unique Twiger users 1,808
Feedback was given for tweets 1,654
Unique users who gave feedback 364
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* Data as on April’15. hgp://precog.iiitd.edu.in/Publica7ons_files/socinfo_paper_102.pdf
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Users of TweetCred
Sample users: - Emergency responders - Firefighters - Journalists / news media - General users - Researchers (Requested API tokens)
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v
Media / Popular reference
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TweetCred
� Available as a Chrome Extension � Rest API
hgps://chrome.google.com/webstore/detail/tweetcred/Ookljinlogeihdnkikeeneiankdgikg?hl=en
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Takeaways
� Technology can be built to reduce the effect of rumors / misinforma7on on Online Social Media
� Will be good to have some interna7onal collabora7on in using OSM for Govt. - Given that I am in Delhi, will be happy to help in anyways possible
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