PRML | Probability Distributions
Chapter 2 Probability Distributions Chapter Structure Exponential family distribution： Exponential family distribution has a fixed formed conjugate prior. Bernoulli distribution Conjugate Prior: Beta distribution One binary experiment: toss a coin Binomial distribution Conjugate Prior: Beta distribution N binary experiments: toss a coin many times Multinomial distribution Conjugate Prior: Dirichlet distribution Multiple value experiments: like throw the dice Gaussian Distribution Conjugate Prior of Mean: Gaussain distribution Conjugate Prior of Variance: Inverse Gamma distribution...