It is instructive to reparameterize the Dirichlet with k + 1 parameters: In other words, the parameters α ′ i give the mean of the distribution, and α 0 gives the precision of the distribution.
as Dirichlets lack a standard conjugate prior, we simply use uniform priors over the interval [0, 500].