Like CTM, Σ is the covariance matrix, modeling the correlation between topics.
as a part of MRF, the unary potential on the topic node z the joint distribution of topics over the phrases and the words in document d are defined as the following equation, where The whole generation process is illustrated in Figure 2(a).