The multinomial model assumes that documents are the result of repeated trials, where on each trial a word is selected at random, and the probability of selecting the j-th word from class c is θ cj .
this leads us to suggest estimates for parameters such that the expected value of the distribution is as in 10 but with the θ ij (which are unknown) replaced with their maximum likelihood estimates, θ ij .