LDAvis is a very powerful visualization tool created by Carson Sievert and Kenny Shirley
To read about the methodology behind LDAvis, see the LDAvis authors' paper, which they presented at the 2014 ACL Workshop on Interactive Language Learning, Visualization, and Interfaces in Baltimore on June 27, 2014.
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