In case of the Dirichlet distribution, it is a conjugate prior for the Multinomial distribution.
the probability density function of Dirichlet distribution is given by: where parameter α i > 0 is a K dimension vector and B(α) is a Beta function: When when all the factors in α equal 1, Dirichlet distribution becomes a uniform distribution.