The previously proposed DiscLDA (Lacoste-Julien et al., 2008) and Labeled LDA (Ramage et al., 2009) also utilize a transformation matrix to modify Dirichlet priors by assuming the availability of document class labels.
we use word prior sentiment as supervised information to modify the topic-word Dirichlet priors.