By normalizing these probabilities, we get a C-dimensional Multinomial distribution p(y = k|λ), whose parameter λ reflects the probabilities that the document belongs to each category.
is actually the logistic normal distribution taken in Correlated Topic Model (Blei and Lafferty, 2005).