Thus VB can be viewed as a more principled version of the wellknown ad hoc technique for approximating Bayesian estimation with EM that involves adding α−1 to the expected counts.
in the ad hoc approach the expected count plus α − 1 may be less than zero, resulting in a value of zero for the corresponding parameter (Johnson et al., 2007;.