How are PLSA parameters estimated? The Expectation Maximization (EM) algorithm is used to estimate these parameters.
On the next page, there’s a comprehension aimed at giving you a refresher of probability distributions (binomial and multinomial) and providing some intuition to the Dirichlet distribution covered later. Familiarity with multinomial distributions will be very useful to understand the Dirichlet distribution.