Nikolaos D. Sidiropoulos

Anchor-Free Correlated Topic Modeling: Identifiability and Algorithm

In topic modeling, many algorithms that guarantee identifiability of the topics have been developed under the premise that there exist anchor words -- i.e., words that only appear (with positive probability) in one topic. Follow-up work has resorted to three or higher-order statistics of the data co…