When v 0, f (v) ≈ v − 0.5, so roughly speaking, VB for multinomials involves adding α−0.5 to the expected counts when they are much larger than zero, where α is the Dirichlet prior parameter.
we also showed that EM and other estimators take much longer to converge than usually thought, and often require several hundred iterations to achieve optimal performance.