A non-parametric mixture model for topic modeling over time

Avinava Dubey, Ahmed Hefny, Sinead Williamson +1

A single, stationary topic model such as latent Dirichlet allocation is inappropriate for modeling corpora that span long time periods, as the popularity of topics is likely to cha…