(2009) employed lexical prior knowledge for semi-supervised sentiment classification based on non-negative matrix tri-factorization, where the domain-independent prior knowledge was incorporated in conjunction with domain-dependent unlabelled data and a few labelled documents.
this approach performed worse than the JST model on the movie review data even with 40% labelled documents as will be shown in Section 5.