Bivariate/Boolean/Binary Multinoulli/Multinomial Naive Bayes not the same as: Multivariate Bernoulli Naive Bayes a modification of normal Naive Bayes Model for sentiment analysis, word occurrence may matter more than the word frequency Use Cases Text Classification - Boolean Multinomial Naive Bayes