Since both the topic transition and emission probabilities are Multinomial distributions in strTM, the conjugate Dirichlet distribution is the natural choice for imposing a prior on them (Diaconis and Ylvisaker, 1979).
we further assume: where we use exchangeable Dirichlet distributions to control the sparsity of α z and β z .