Dynamic LDA (DLDA) 2 : this is the dynamic LDA (Blei and Lafferty, 2006) where the topic-word distributions are linked across epochs based on the Markovian assumption.
we assume that the start date (or end date) of a storyline is the publication date of the first (or last) news article about it.