This problem is more noticeable in the LTAI since updating φ using equation 3 is slower than updating φ in vanilla LDA; moreover, per-author topical authority variable η is another local variable that algorithm needs to update a priori.
using the stochastic variational inference, the global parameters are updated after a small portion of local parameters are updated (Hoffman et al., 2013).