The main benefit of this assumption is that the integral of (4) can be obtained in closed form.
p(d|α) (using the standard α notation for Dirichlet parameters) has distribution: Maximum likelihood estimates for the α are difficult to obtain, since the likelihood for α is a function which must be maximised for all components simultaneously, leading some authors to use approximate distributions to improve the tractability of maximum likelihood estimation (Elkan, 2006).