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Bayesian Data Analysis, Third Edition, 3rd Edition
book

Bayesian Data Analysis, Third Edition, 3rd Edition

by Andrew Gelman, John B. Carlin, Hal S. Stern, David B. Dunson, Aki Vehtari, Donald B. Rubin
October 2013
Beginner to intermediate
675 pages
27h 4m
English
CRC Press
Content preview from Bayesian Data Analysis, Third Edition, 3rd Edition

Chapter 2

Single-parameter models

Our first detailed discussion of Bayesian inference is in the context of statistical models where only a single scalar parameter is to be estimated; that is, the estimand θ is one-dimensional. In this chapter, we consider four fundamental and widely used one-dimensional models—the binomial, normal, Poisson, and exponential—and at the same time introduce important concepts and computational methods for Bayesian data analysis.

2.1   Estimating a probability from binomial data

In the simple binomial model, the aim ...

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Publisher Resources

ISBN: 9781439898222