Basics of probability -- Bayes' theorem and Bayesian inference -- Probability functions -- Bayesian conjugates -- Markov chain monte carlo -- Applications -- Appendix 1. The beta-binomial conjugate solution -- Appendix 2. The gamma-poisson conjugate solution -- Appendix 3. The normal-normal conjugate solution -- Appendix 4. Conjugate solutions for simple linear regression -- The standardization of regression data -- Bibliography -- Hyperlinks accessed August 2017 -- Name index -- Subject index.
0
This is an entry-level book on Bayesian statistics written in a casual, and conversational tone. The authors walk a reader through many sample problems step-by-step to provide those with little background in math or statistics with the vocabulary, notation, and understanding of the calculations used in many Bayesian problems.
Bayesian Statistics for Beginners : A Step-By-step Approach.