TY  - BOOK
AU  - Johnson, Alicia A.
AU  - Ott, Miles Q.
AU  - Dogucu, Mine
TI  - Bayes Rules!: An Introduction to Applied Bayesian Modeling
SN  - 9780367255398
U1  - 519.542 
PY  - 2022///
CY  - Boca Raton
PB  - Routledge
KW  - R (Computer program language)
N1  - I: Bayesian foundations 
1 The Big (Bayesian) Picture 
2 Bayes' Rule 
3 The Beta-Binomial Bayesian Model 
4 Balance and Sequentiality in Bayesian Analyses 
5 Conjugate Families 
II: Posterior Simulation & Analysis
6 Approximating the Posterior 
7 MCMC under the Hood 
8 Posterior Inference and Prediction 
III: Bayesian Regression & Classification
9 Simple Normal Regression
10 Evaluating Regression Models 
11 Extending the Normal Regression Model 
12 Poisson and Negative Binomial Regression 
13 Logistic Regression 
14 Naive Bayes Classification 
IV: Hierarchical Bayesian models
15 Hierarchical Models are Exciting 
16 (Normal) Hierarchical Models Without Predictors 
17 (Normal) Hierarchical Models With Predictors 
18 Non-Normal Hierarchical Regression & Classification 
19 Adding More Layers

ER  -