The LDA generative process is: (1) draw a latent topic z from a document-specific topic distribution P (t = z|d) then; (2) draw a word w from the chosen topic P (w|t = z).
the probability of producing a single copy of word w given a document d is given by: In standard LDA, the user needs to specify the number of topics T .