original_query: What is the relationship between NMF and multinomial PCA?
query: What is the relationship between NMF and multinomial PCA?
answer: When NMF uses Kullback-Leibler divergence as its error function, it becomes equivalent to probabilistic latent semantic analysis, a type of multinomial PCA, trained using maximum likelihood estimation.