 The Dirichlet process can also be seen as the infinite-dimensional generalization of the Dirichlet distribution.In the same way as the Dirichlet distribution is the conjugate prior for the categorical distribution, the Dirichlet process is the conjugate prior for infinite, nonparametric discrete distributions.A particularly important application of Dirichlet processes is as a prior probability distribution in infinite mixture models.