How does Naïve Bayes relate to exponential family distributions?

Naïve Bayes models often assume features follow exponential family distributions like Gaussian or multinomial.

Many NB variants correspond to exponential family distributions: Gaussian NB uses normal distribution, Multinomial NB uses categorical distribution, and Bernoulli NB uses binomial distribution. These distributions allow sufficient statistics-based parameter estimation, enabling efficient learning and inference.