Moveover, taking the insights from HMM-LDA that not all the words are content conveying (some of them may just be a result of syntactic requirement), we introduce a dummy functional topic z B for every sentence in the document.
a great amount of effort has recently been made in applying statistical topic models (Hofmann, 1999; to explore word co-occurrence patterns, i.e.