@inproceedings{minka2000estimating, author = {Minka, Tom}, title = {Estimating a Dirichlet Distribution}, year = {2000}, month = {September}, abstract = {The Dirichlet distribution and its compound variant, the Dirichlet-multinomial, are two of the most basic models for proportional data, such as the mix of vocabulary words in a text document. Yet the maximum-likelihood estimate of these distributions is not available in closed-form. This paper describes simple and efficient iterative schemes for obtaining parameter estimates in these models. In each case, a fixed-point iteration and a Newton-Raphson (or generalized Newton-Raphson) iteration is provided.}, url = {http://approjects.co.za/?big=en-us/research/publication/estimating-dirichlet-distribution/}, }