In PCTM, the probability for all words is estimated by In Table 2, we find that for both PHTM and HTM, models U-HTM and U-PHTM achieve better performance than models T-HTM and T-PHTM.
only models using unigram for category probability estimation are used for further experiments, including the models with predictive clustering.