How can I say that a particular tweet is rumor. I don't want to use any supervised knowledge to identify rumors
Dear Abhishek,
you can start by trying to understand the factors that yield to rumors.
Some works that can interest you are
http://dl.acm.org/citation.cfm?id=2145602
http://pascalfroissart.free.fr/3-cache/2013-tanaka-sakamoto-matsuka.pdf
Best Regards,
Andreas
In addition,
https://www.researchgate.net/publication/268980781_Towards_Detecting_Rumours_in_Social_Media
http://irevolution.net/2012/12/03/predicting-credibility/
http://arxiv.org/abs/1407.5225
http://en.wikipedia.org/wiki/Pheme_%28project%29
http://www.pheme.eu/
Regards,
Joachim
Conference Paper Towards Detecting Rumours in Social Media
One intuitive way of identifying rumors would be checking the root source of the original or oldest tweet 'content' and 'hash-tags', if they are not from the 'owner' and they are 'about' the owner then the probability of being rumors is high.
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