An Introductory Handbook of Bayesian Thinking

ISBN-13: 9780323954594 / Angielski

Stephen C. Loftus

Spis treści

1. Probability and Random Variables
2. Probability Distributions and Likelihood Functions
3. Conditional Probability
4. Bayes Rule and the Foundation of Bayesian Statistics
5. The Building Blocks of Bayesian Models
6. Single Parameter Models
7. Two-Parameter Models
8. Gibbs Sampling
9. Bayesian Linear Regression
10. Bayesian Bernoulli Regression
11. Univariate Normal Mixture Models
12. Bayes Beyond This Book