 An obvious candidate, given the categorical distribution of the transition probabilities, is the Dirichlet distribution, which is the conjugate prior distribution of the categorical distribution.Typically, a symmetric Dirichlet distribution is chosen, reflecting ignorance about which states are inherently more likely than others.The single parameter of this distribution (termed the "concentration parameter") controls the relative density or sparseness of the resulting transition matrix.